AI for Engineering & Product Development: AI-Native Simulation contains 31 companies across
4 categories.
Startups using AI to accelerate, replace, or augment physics simulation, from surrogate models and solver replacement to real-time CAE and simulation-driven optimization.
AI-Native Physics Simulation
Companies using AI to accelerate or replace traditional physics simulation for engineering design and validation.
Emmi AI
Website: emmi.ai
Emmi AI develops AI-native physics simulation software for industrial engineering, helping teams run real-time simulations and digital twins for complex physical systems.
Category: AI-Native Physics Simulation.
Funding stage: Seed.
Founded: 2024.
Country: Austria.
Employees: 11-50 employees.
Landscape fit: It fits the category because its core product is AI-native simulation for engineering and product development, replacing traditional numerics-heavy simulation workflows with fast, scalable physics-aware models.
Funding rounds
-
Seed
announced 2025-04-01
: 15000000 EUR
; investors: 3VC, Speedinvest, Serena, PUSH VC
; source: Emmi AI
; https://www.emmi.ai/news/emmi-ai-raises-eur-15m-to-bring-ai-to-the-heart-of-industrial-engineering
Company timeline
-
2026-06-01:
Team size reaches about 30 people
(hr)
. A LinkedIn post from Emmi AI says the team has doubled in size and is now a 30-person team across 8 European locations.. Team size observed: 11-50 employees employees.
Source: Emmi AI LinkedIn.
https://www.linkedin.com/posts/emmiai_since-our-last-team-photo-weve-doubled-activity-7386657838904881152-CCuz
-
2026-06-01:
Careers page shows active hiring in Paris and Linz
(hr)
. Emmi AI’s careers page states that the company is building its team in Paris and Linz and lists open positions.. Team size observed: 11-50 employees employees.
Source: Emmi AI Careers.
https://www.emmi.ai/careers
-
2026-05-01:
Hiring message posted on LinkedIn
(hr)
. Emmi AI posted a hiring-themed update using hashtags such as #Hiring, #AIJobs, #Careers, #TechTalent, and #JoinUs.. Team size observed: 11-50 employees employees.
Source: Emmi AI LinkedIn.
https://www.linkedin.com/posts/emmiai_hiring-aijobs-careers-activity-7307317311273656320-my6C
-
2026-05-01:
Emmi AI acquired by Mistral AI
(acquisition)
. Mistral AI announced it is acquiring Emmi AI; Emmi’s co-founders and team will join Mistral AI’s Science and Applied AI teams in May 2026.. Acquirer: Mistral AI. Status: announced
Source: Emmi AI.
https://www.emmi.ai/news/mistral-ai-acquires-emmi-ai
-
2026-02-10:
NeuralMould introduced as first digital engineer for injection molding
(gtm)
. Emmi AI launched NeuralMould, a productized model for injection molding, and paired it with a SIMCON partnership to show workflow integration in a specific industrial vertical.
Source: Emmi AI News.
https://www.emmi.ai/news/neuralmould-our-first-digital-engineer
-
2026-02-10:
NeuralMould launched as first digital engineer for injection moulding
(product)
. Emmi AI released NeuralMould, a model for injection moulding that lets engineers iterate on geometry, material, and gate choices in seconds.
Source: Emmi AI.
https://www.emmi.ai/news/neuralmould-our-first-digital-engineer
PhysicsX
Website: physicsx.ai
PhysicsX is an AI-native engineering software company that embeds physics AI into engineering workflows to speed up simulation, expand design exploration, and support the full product lifecycle from concept through manufacturing and operations. ([physicsx.ai](https://www.physicsx.ai/))
Category: AI-Native Physics Simulation.
Funding stage: Series C.
Founded: 2019.
Country: United Kingdom.
Employees: 300+ employees.
Landscape fit: It fits AI-native simulation because its core product unifies simulation, physics AI, data, and engineering applications, and the company explicitly says it accelerates simulation by orders of magnitude for industrial engineering use cases. ([physicsx.ai](https://www.physicsx.ai/))
Funding rounds
-
Series C
announced 2026-06-01
: 300000000 USD
; investors: Temasek, M&G Investments, Intrepid Growth Partners, Applied Materials, Atomico, General Catalyst, July Fund, NGP, NVIDIA, Radius, Siemens
; source: PhysicsX newsroom
; https://www.physicsx.ai/newsroom/physicsx-announces-300m-series-c-to-accelerate-physics-ai-for-industrial-engineering
-
Series B
announced 2025-06-01
: 135000000 USD
; investors: Atomico, Temasek, Siemens, Applied Materials, July Fund, General Catalyst, NGP, Radius Capital, Standard Investments, Allen & Co.
; source: PhysicsX newsroom
; https://www.physicsx.ai/newsroom/physicsx-raises-135m-series-b-to-usher-in-a-new-era-of-ai-native-engineering-and-manufacturing
-
Series A
announced 2023-11-01
: 32000000 USD
; investors: General Catalyst, Standard Investments, NGP, Radius Capital, Henry Kravis
; source: PhysicsX newsroom
; https://www.physicsx.ai/newsroom/physicsx-raises-32m-to-give-engineers-ai-superpowers-to-accelerate-design-of-advanced-technologies
Company timeline
-
2026-06-10:
Open-roles board shows broad hiring across four functions
(hr)
. PhysicsX’s careers board lists 39 open jobs spanning Delivery, Operations, Product, and Research.. Team size observed: 300+ employees employees.
Source: PhysicsX careers / Greenhouse jobs board.
https://job-boards.eu.greenhouse.io/physicsx
-
2026-06-01:
Series C
(funding)
. Amount: USD 300M. Investors: Temasek, M&G Investments, Intrepid Growth Partners, Applied Materials, Atomico, General Catalyst, July Fund, NGP, NVIDIA, Radius, Siemens
Source: PhysicsX newsroom.
https://www.physicsx.ai/newsroom/physicsx-announces-300m-series-c-to-accelerate-physics-ai-for-industrial-engineering
-
2026-05-01:
Delivery hiring push across North America and Europe
(hr)
. PhysicsX posted that it is hiring in Delivery across North America and Europe.. Team size observed: 300+ employees employees.
Source: PhysicsX LinkedIn.
https://www.linkedin.com/posts/physicsx_imagine-compressing-months-of-simulation-activity-7341883086088945665-IjIQ
-
2026-04-15:
Reframed delivery around measurable customer impact
(gtm)
. PhysicsX’s April 2026 platform article emphasized delivery teams that help customers identify applications, integrate with existing systems, validate models, and co-engineer solutions for measurable business value. ([physicsx.ai](https://www.physicsx.ai/newsroom/engineering-in-the-age-of-physics-ai-the-platform-driving-the-shift?utm_source=openai))
Source: PhysicsX newsroom.
https://www.physicsx.ai/newsroom/engineering-in-the-age-of-physics-ai-the-platform-driving-the-shift
-
2026-03-17:
PhysicsX and Siemens launched AI-accelerated data center power infrastructure workflow
(product)
. PhysicsX and Siemens said an AI-accelerated model and interactive application could predict busbar thermal behavior in seconds instead of days.
Source: PhysicsX newsroom.
https://www.physicsx.ai/newsroom/physicsx-and-siemens-collaborate-to-advance-data-center-power-infrastructure-with-physics-ai-powered-by-nvidia
-
2026-03-16:
PhysicsX advanced open standards for physics AI with NVIDIA
(product)
. PhysicsX announced work with NVIDIA to define common architecture language and shared evaluation approaches for physics AI models.
Source: PhysicsX newsroom.
https://www.physicsx.ai/newsroom/physicsx-announces-advancement-to-open-standards-for-physics-ai-powered-by-nvidia
NP Company (NP Co.)
Website: npco.ai
AI-powered simulation software for aerospace, defense, and energy engineering.
Category: AI-Native Physics Simulation.
Funding stage: Pre Seed.
Founded: 2025.
Country: France.
Landscape fit: It fits the AI-native simulation category because it builds physics-simulation software powered by AI models to replace or accelerate legacy engineering simulators, with use cases in industrial design and product development.
Funding rounds
-
Pre-seed
announced 2026-06-01
: 6000000 EUR
; investors: Partech, Peugeot family office, Guillaume Lample, Cédric O, Florian Douetteau, Vincent Luciani
; source: Partech
; https://partechpartners.com/news/np-co-raises-6m-pre-seed-to-bring-frontier-ai-to-industrial-engineering-backed-by-mistral-ai-founders
Company timeline
-
2026-06-10:
Active careers page with multiple open roles
(hr)
. NP Co.'s careers page lists six open positions, including Research Scientist roles in Topological Optimization, Large Model Training, and Generalization; Simulation Engineer roles in CFD Simulation and Mechanical Simulation; a Software Engineer role for Platform & DevOps; and an AI Deployment Engineer role for AI & Industry.
Source: NP Company careers page.
https://www.npco.ai/careers
-
2026-06-02:
NP Company announces transformer-based industrial physics platform
(product)
. NP Company says it is building a new class of physics simulator powered by transformer models pre-trained on industrial physics, with results in seconds across the full assembly.
Source: Partech Partners.
https://partechpartners.com/news/np-co-raises-6m-pre-seed-to-bring-frontier-ai-to-industrial-engineering-backed-by-mistral-ai-founders
-
2026-06-02:
Hiring researchers and engineers
(hr)
. A recent company announcement states that NP Co. is currently hiring AI researchers and engineers with backgrounds across AI and physical engineering.
Source: Partech Partners.
https://partechpartners.com/news/np-co-raises-6m-pre-seed-to-bring-frontier-ai-to-industrial-engineering-backed-by-mistral-ai-founders
-
2026-06-02:
Augur rebrands to NP Company and broadens positioning
(product)
. Augur announces that it is now NP Complete / NP Company and moves to a new website, with current messaging shifting toward AI-native physics simulation for aerospace, defense, and energy engineering.
Source: Augur AI / NP Co. funding announcement.
https://augursim.ai/
-
2026-06-01:
Rebrand from Augur to NP Company
(gtm)
. The company renamed itself from Augur to NP Company / NP Complete and moved customers to the new npco.ai home, while keeping the same industrial simulation thesis. ([augursim.ai](https://augursim.ai/?utm_source=openai))
Source: Augur AI and NP Company websites.
https://augursim.ai/
-
2026-06-01:
Pre-seed
(funding)
. Amount: 6000000 EUR. Investors: Partech, Peugeot family office, Guillaume Lample, Cédric O, Florian Douetteau, Vincent Luciani
Source: Partech.
https://partechpartners.com/news/np-co-raises-6m-pre-seed-to-bring-frontier-ai-to-industrial-engineering-backed-by-mistral-ai-founders
Quanscient
Website: quanscient.com
Quanscient develops cloud-native multiphysics simulation software that combines advanced simulation algorithms with cloud and quantum computing to help engineers build accurate digital prototypes faster.
Category: AI-Native Physics Simulation.
Funding stage: Series A.
Founded: 2021.
Country: Finland.
Employees: 11-50 employees.
Landscape fit: It fits AI-native simulation because its platform is built to modernize engineering simulation with cloud-scalable, code-driven multiphysics workflows and positioning around AI-era R&D and digital prototyping.
Funding rounds
-
Series A
announced 2026-05-01
: 10000000 EUR
; investors: 55 North, B&C Group, Maki.vc, Crowberry Capital, QAI Ventures, First Fellow Partners
; source: Quanscient
; https://quanscient.com/news/quanscient-raises-10m-leads-the-shift-to-quantum-and-ai-native-hardware-engineering
-
Growth funding
announced 2024-11-01
: 5200000 EUR
; investors: Crowberry Capital, Speen Holding, Maki.vc, First Fellow
; source: Quanscient
; https://quanscient.com/news/quantum-algorithm-pioneer-quanscient-secures-5.2m-to-bring-engineering-simulation-into-the-quantum-era
-
Seed
announced 2023-04-01
: 3900000 EUR
; investors: Maki.vc, Business Finland
; source: Quanscient
; https://quanscient.com/news/quanscient-raises-3.9-million-euros-to-accelerate-hardware-innovation-with-fast-simulations
Company timeline
-
2026-06-01:
Team size observed at 11-50 employees
(hr)
. Quanscient’s LinkedIn company page shows a company size of 11-50 employees and lists the firm as founded in 2021.. Team size observed: 11-50 employees employees.
Source: LinkedIn.
https://www.linkedin.com/company/quanscient
-
2026-06-01:
Careers page currently invites open applications
(hr)
. Quanscient’s careers page shows an open-application flow and says it is open to future openings, rather than listing a broad set of active roles.. Team size observed: 11-50 employees employees.
Source: Quanscient Careers.
https://quanscient.com/about-us/careers
-
2026-05-08:
Agentic AI for multiphysics simulation
(gtm)
. Quanscient published a major positioning piece arguing that hardware engineering needs text-accessible tools and presenting agentic AI as the next step for multiphysics workflows.
Source: Quanscient Blog.
https://quanscient.com/blog/agentic-ai-for-multiphysics-simulation-is-here
-
2026-05-01:
Series A
(funding)
. Amount: EUR 10M. Investors: 55 North, B&C Group, Maki.vc, Crowberry Capital, QAI Ventures, First Fellow Partners
Source: Quanscient.
https://quanscient.com/news/quanscient-raises-10m-leads-the-shift-to-quantum-and-ai-native-hardware-engineering
-
2026-04-02:
Quantum CFD breakthrough on real hardware
(product)
. Quanscient and Haiqu announced a new algorithm for scalable CFD on quantum computers, demonstrated on IBM Heron R3 with a 15-step nonlinear fluid benchmark.
Source: Quanscient News.
https://quanscient.com/news/quanscient-and-haiqu-announce-breakthrough-algorithm-for-scalable-computational-fluid-simulations-on-quantum-computers?hs_amp=true
-
2025-11-25:
MultiphysicsAI launched
(product)
. Quanscient released MultiphysicsAI, a workflow that turns Allsolve simulation data into AI-driven insights for faster design exploration and decision-making.
Source: Quanscient News.
https://quanscient.com/news/quanscient-launches-multiphysicsai-to-transform-engineering-design-workflows
BeyondMath
Website: beyondmath.com
BeyondMath develops a generative-physics AI platform that uses a foundational model trained on first-principles physics to accelerate engineering simulation and design validation.
Category: AI-Native Physics Simulation.
Funding stage: Seed.
Founded: 2022.
Country: United Kingdom.
Employees: 11-50 employees.
Landscape fit: It fits AI-native simulation because its core product is an AI model for physics/simulation that replaces or accelerates traditional solvers, enabling engineering-grade validation much faster than conventional workflows.
Funding rounds
-
Seed extension
announced 2026-02-01
: 10000000 USD
; investors: Cambridge Innovation Capital, UP.Partners, Insight Partners, InMotion Ventures
; source: BeyondMath
; https://beyondmath.com/news/seed-round-announcement
-
Seed
announced 2024-08-01
: 8500000 USD
; investors: UP.Partners, Insight Partners, InMotion Ventures
; source: PR Newswire
; https://www.prnewswire.com/news-releases/beyondmath-raises-8-5-million-to-revolutionize-physics-based-engineering-with-groundbreaking-ai-powered-simulation-platform-302226508.html
-
Seed
announced 2023-03-01
: 1850000 USD
; investors: UP.Partners, Creator Fund, ExFi, Garvey Asset Management
; source: Garfield Smith | Technology & Data Lawyers
; https://www.garfieldsmithlegal.com/news/beyondmath_to_fast_track_its_ai_technology_solutions-based_business.html
Company timeline
-
2026-04-01:
Senior Software Engineer opening posted
(hr)
. BeyondMath separately posted a hiring notice for a Senior Software Engineer in London.. Team size observed: 11-50 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/beyondmath_hiring-activity-7443982621522620417-49TD
-
2026-04-01:
Hiring cluster announced across research, engineering, simulation, and technical account roles
(hr)
. BeyondMath posted that it was hiring a Senior AI Researcher, ML Engineer, Software Engineer, Simulation Engineer, and Technical Account Director, with more roles to come.. Team size observed: 11-50 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/beyondmath_were-hiring-at-beyondmath-ai-has-transformed-activity-7435639046963351552-2Vml
-
2026-02-02:
Formula 1 aeromap case study deepens product proof
(gtm)
. BeyondMath published an F1 aeromap case study showing full-car transient simulations in under 100 seconds and positioning the product as a real-time exploration tool. ([beyondmath.com](https://beyondmath.com/case-studies/mastering-the-aeromap-1000x-faster-performance-discovery?utm_source=openai))
Source: BeyondMath website.
https://beyondmath.com/case-studies/mastering-the-aeromap-1000x-faster-performance-discovery
-
2026-02-01:
Broader vertical segmentation appears on the public site
(gtm)
. BeyondMath’s website expanded its industry framing to automotive, aerospace, energy, defense, semiconductors, construction, telecommunications, and electronics, indicating a widening ICP strategy. ([beyondmath.com](https://beyondmath.com/index.html))
Source: BeyondMath website.
https://beyondmath.com/
-
2026-02-01:
Workflow presentation becomes more enterprise-oriented
(product)
. BeyondMath’s technology page formalized the product workflow as upload, simulate, and analyze, and it highlighted real-time visualization plus integration into the rest of the workflow. ([beyondmath.com](https://beyondmath.com/technology?utm_source=openai))
Source: BeyondMath website.
https://beyondmath.com/technology
-
2026-02-01:
Seed extension
(funding)
. Amount: USD 10M. Investors: Cambridge Innovation Capital, UP.Partners, Insight Partners, InMotion Ventures
Source: BeyondMath.
https://beyondmath.com/news/seed-round-announcement
Luminary Cloud
Website: luminary.ai
Luminary Cloud provides a Physics AI platform that uses AI and GPU-native simulation to help engineering teams predict product performance, accelerate design exploration, and reduce reliance on slow traditional simulation workflows.
Category: AI-Native Physics Simulation.
Funding stage: Series B.
Founded: 2019.
Country: United States.
Employees: 51-200 employees.
Landscape fit: It fits the AI-native simulation category because its core product replaces or augments traditional engineering simulation with AI-driven physics prediction, fast design-space exploration, and simulation data generation for product development.
Funding rounds
-
Series B
announced 2025-09-01
: 72000000 USD
; investors: N47, Sutter Hill Ventures, NVentures
; source: Luminary Cloud
; https://luminary.ai/resources/luminary-cloud-secures-72m-series-b-to-lead-the-physics-ai-era/
-
Undisclosed
announced 2024-03-01
: 115000000 USD
; investors: Sutter Hill Ventures
; source: TechCrunch
; https://techcrunch.com/2024/03/13/luminary-clouds-simulator-taps-gpus-to-help-speed-up-product-design/
-
Series A
announced 2020-12-01
: 15000000 USD
; investors: Sutter Hill Ventures
; source: Forge Global
; https://forgeglobal.com/luminary-cloud_stock/
Company timeline
-
2026-06-01:
People leadership hire: Senior Director of Human Resources
(hr)
. Luminary's LinkedIn company updates say Angie Y. joined as Senior Director of Human Resources.. Team size observed: 51-200 employees employees.
Source: Luminary LinkedIn.
https://www.linkedin.com/company/luminarycloud
-
2026-06-01:
Hiring cluster spans engineering, GTM, product, and operations
(hr)
. Luminary posted a jobs slate with multiple open roles across Delivery Engineering, G&A, GTM, and Product Engineering on its Rippling careers page.. Team size observed: 51-200 employees employees.
Source: Luminary Jobs.
https://ats.rippling.com/luminarycloud/jobs
-
2026-05-01:
Welcomed a new multi-functional cohort of hires
(hr)
. Luminary posted that it welcomed 11 new Luminaries across engineering, product, operations, and GTM.. Team size observed: 51-200 employees employees.
Source: Luminary LinkedIn.
https://www.linkedin.com/company/luminarycloud
-
2026-04-14:
SHIFT-Crash extends the model suite into crashworthiness
(gtm)
. Luminary launched SHIFT-Crash for full-vehicle crash prediction, extending Physics AI into automotive crashworthiness and structural response.
Source: Luminary.
https://luminary.ai/resources/luminary-launches-shift-crash-first-physics-ai-model-for-full-vehicle-crash-prediction/
-
2026-04-14:
Launched SHIFT-Crash for full-vehicle crash prediction
(product)
. Luminary launched SHIFT-Crash, a Physics AI model that predicts full-vehicle crash response, including deformation and stress fields, in seconds. ([luminary.ai](https://luminary.ai/resources/luminary-launches-shift-crash-first-physics-ai-model-for-full-vehicle-crash-prediction/?utm_source=openai))
Source: Luminary Cloud.
https://luminary.ai/resources/luminary-launches-shift-crash-first-physics-ai-model-for-full-vehicle-crash-prediction/
-
2026-03-16:
NVIDIA GeoTransolver adoption improves model accuracy
(gtm)
. Luminary retrained its SHIFT portfolio on NVIDIA's GeoTransolver architecture, claiming up to 10x higher prediction accuracy for CFD applications.
Source: Luminary.
https://luminary.ai/resources/luminary-adopts-nvidia-geotransolver-ai-model-architecture-unlocking-up-to-10x-greater-accuracy-in-physics-ai/
NablaFlow
Website: nablaflow.io
NablaFlow is a Norwegian software company that provides cloud-based CFD and aerodynamic/wind simulation tools (including AeroCloud and ArchiWind) to help teams analyze and optimize product and urban designs. ([nablaflow.io](https://nablaflow.io/?utm_source=openai))
Category: AI-Native Physics Simulation.
Funding stage: Seed.
Founded: 2018.
Country: Norway.
Employees: 11-50 employees.
Landscape fit: It fits AI-native simulation because the company explicitly combines machine learning, automation, optimization, and cloud-based simulation to make aerodynamic and wind analysis accessible without specialized programming or infrastructure. ([nablaflow.io](https://nablaflow.io/about/?utm_source=openai))
Funding rounds
-
Seed
announced 2025-08-01
: 1100000 EUR
; investors: CDP Venture Capital, Plug and Play Tech Center, UniCredit, Fondazione di Modena, Artec Holding
; source: StartupBusiness
; https://www.startupbusiness.it/en/aerodynamics-and-wind-engineering-in-saas-nablaflow-receives-e1-1-million/147161/
Company timeline
-
2026-06-03:
KASK adopted AeroCloud for in-house helmet CFD iteration
(product)
. A 2026 case study showed KASK moving aerodynamic testing into AeroCloud, increasing simulations from 1-2 per month to 20-60 and reaching in-house autonomy in under a year.
Source: NablaFlow blog.
https://nablaflow.io/aerocloud/blog/how-kask-cut-their-design-cycle-from-a-week-to-hours-and-tested-20-more/
-
2026-06-03:
KASK success story shows in-house adoption and faster iteration
(gtm)
. NablaFlow published a helmet-design case study showing KASK moved AeroCloud work in-house and increased simulation throughput dramatically.
Source: NablaFlow.
https://nablaflow.io/aerocloud/blog/how-kask-cut-their-design-cycle-from-a-week-to-hours-and-tested-20-more/
-
2026-06-01:
Head of Sales role posted on careers page
(hr)
. NablaFlow publicly listed an open Head of Sales position on its careers page, with the role based in Stavanger and remote opportunity.. Team size observed: 11-50 employees employees.
Source: NablaFlow Careers.
https://nablaflow.io/careers/head-of-sales/
-
2026-04-15:
NEN 8100 support added to ArchiWind
(product)
. ArchiWind added full support for the NEN 8100 pedestrian wind comfort and safety standard alongside existing Lawson criteria.
Source: NablaFlow changelog.
https://nablaflow.io/archiwind/changelog/nen-8100-dutch-wind-comfort-standard/
-
2026-04-15:
ArchiWind adds NEN 8100 for Dutch compliance workflows
(gtm)
. NablaFlow launched NEN 8100 support in ArchiWind, adding a Dutch wind-comfort standard alongside existing Lawson criteria.
Source: NablaFlow.
https://nablaflow.io/archiwind/changelog/nen-8100-dutch-wind-comfort-standard/
-
2026-03-24:
Surfboard CFD content extends AeroCloud’s product-design story
(gtm)
. NablaFlow published a surfboard design article using CFD and DOE to show how AeroCloud can support more iterative product development.
Source: NablaFlow.
https://nablaflow.io/aerocloud/blog/investigating-surfboard-design-cfd-design-of-experiments/
DimensionLab
Website: dimensionlab.org
DimensionLab builds Siml.ai, an AI engineering platform for high-speed, physics-based simulation and virtual prototyping.
Category: AI-Native Physics Simulation.
Funding stage: Seed.
Founded: 2021.
Country: Slovakia.
Employees: 11-50 employees.
Landscape fit: It fits AI-native simulation because the company explicitly says it speeds up simulations with AI and aims to unlock real-time engineering simulation, redefine virtual prototyping, and build foundational models for engineering and science. ([dimensionlab.org](https://dimensionlab.org/))
Funding rounds
-
pre-seed
announced 2023-02-01
: 520000 GBP
; investors: Earlybird Uni-X, Speedinvest, Exxeta Ventures, angel investors
; source: Highperformr (citing UKTN)
; https://www.highperformr.ai/company/simlrs
Company timeline
-
2026-05-01:
Solutions Engineer opening posted
(hr)
. Dimension Labs posted a LinkedIn job listing for a Solutions Engineer in San Francisco, indicating an active customer-facing technical hire.. Team size observed: 11-50 employees employees.
Source: LinkedIn Jobs.
https://www.linkedin.com/jobs/view/solutions-engineer-at-dimension-labs-4394206079
-
2024-11-07:
DimensionLab launches PhysicsML papers hub
(gtm)
. DimensionLab published a featured papers hub for scientific machine learning and PhysicsML, highlighting research in turbulence, fluid mechanics, and geological carbon sequestration. ([dimensionlab.org](https://dimensionlab.org/papers?utm_source=openai))
Source: DimensionLab papers page.
https://dimensionlab.org/papers
-
2024-08-08:
v0.6 added expressions, datasets, and overview redesign
(product)
. Siml.ai v0.6 added SymPy expressions in constraint nodes, dataset-related workflow improvements, and a revamped Overview page.
Source: DimensionLab blog.
https://dimensionlab.org/blog/siml-ai-v0-6-expressions-in-constraints-datasets-and-ux-improvements/
-
2024-08-08:
Siml.ai v0.6 adds dataset focus and adoption incentives
(gtm)
. DimensionLab shipped Siml.ai v0.6 with UX improvements, constraint expressions, dataset handling enhancements, and an early-adopter offer that included extra trial time and credits. ([dimensionlab.org](https://dimensionlab.org/blog/siml-ai-v0-6-expressions-in-constraints-datasets-and-ux-improvements/?utm_source=openai))
Source: DimensionLab blog.
https://dimensionlab.org/blog/siml-ai-v0-6-expressions-in-constraints-datasets-and-ux-improvements/
-
2024-02-07:
v0.5 added visualization and onboarding improvements
(product)
. Siml.ai v0.5 added selective geometry rendering, a tutorial tour for the visual editor, and compute credits usage tracking.
Source: DimensionLab blog.
https://dimensionlab.org/blog/enter-siml-ai-v0-5
-
2023-11-21:
Compute credits introduced
(product)
. DimensionLab switched Siml.ai environments to a credits-based usage flow and added real-time billing visibility and Stripe checkout for top-ups.
Source: DimensionLab blog.
https://dimensionlab.org/blog/introducing-compute-credits
BQP (formerly BosonQ Psi)
Website: bqpsim.com
BQP builds a quantum-optimization and simulation platform for mission-critical engineering workflows, including physics-based simulation, optimization, and digital-twin use cases.
Category: AI-Native Physics Simulation.
Funding stage: Seed.
Founded: 2020.
Employees: 11-50 employees.
Landscape fit: It fits AI-Native Simulation because it targets faster, more accurate engineering simulation with new algorithms and quantum-inspired compute, aiming to improve time-to-solution for complex product-development workloads.
Funding rounds
-
Seed
announced 2025-07-01
: 5000000 USD
; investors: Monta Vista Capital, Empire State Development's New York Ventures, Arc Ventures, Armory Square Ventures, Emergent Ventures, Alumni Ventures, Arka Venture Labs, Transpose Platform, Gainangels, Pranatech Venture Capital, Paradigm Shift Capital, Griffiss Institute
; source: PR Newswire
; https://www.prnewswire.com/news-releases/bqp-raises-5m-oversubscribed-seed-round-following-pilot-agreement-with-air-force-research-lab-for-quantum-accelerated-digital-twin-platform-302507885.html
-
Seed-I
announced 2024-12-01
: 3020000 USD
; investors: Monta Vista Capital, Emergent Ventures, Armory Square Ventures, Alumni Ventures, Paradigm Shift Capital
; source: BQP
; https://www.bqpsim.com/news-press/technology-trend-2023
-
Pre-Seed
announced 2022-07-01
: 525000 USD
; investors: 3to1 Capital, Abhay Tandon, Vijay Sethi, Chandan Chowdhury, Saptroshi Hore, Neeraj Khandelwal, Ankur Jain, Vijay Rajagopal, Abhishek Sureka, Shankar Rachakonda, Anand Reddy
; source: Entrackr
; https://entrackr.com/2022/07/quantum-computing-startup-bosonq-psi-raises-pre-seed-round/
Company timeline
-
2026-06-01:
Quantum Computing Intern opening posted
(hr)
. BQP posted a live opening for a Quantum Computing Intern focused on quantum algorithms and physics-informed QML.. Team size observed: 11-50 employees employees.
Source: BQP on LinkedIn.
https://www.linkedin.com/posts/bqp-sim_%F0%9D%97%9B%F0%9D%97%B6%F0%9D%97%BF%F0%9D%97%B6%F0%9D%97%BB%F0%9D%97%B4-quantum-algorithms-tested-activity-7457376078190370816-JvOk
-
2026-06-01:
Careers page shows active founder-led hiring process
(hr)
. BQP’s careers page presents an active application flow, including direct founder review, screening, technical assignment, final interview, and offer steps.. Team size observed: 11-50 employees employees.
Source: BQP Careers.
https://www.bqpsim.com/career
-
2026-05-21:
BQP turns the message toward ROI and practical deployment
(gtm)
. BQP published ROI-focused and engineering-focused content framing quantum-inspired optimization as deployable today on existing HPC/GPU infrastructure.
Source: ROI of Quantum Optimization in Engineering.
https://www.bqpsim.com/blogs/roi-of-quantum-optimization
-
2026-03-23:
BQP formalizes a tool-integrated product motion with MATLAB access
(gtm)
. BQP launched native MATLAB access for BQPhy and promoted availability through MathWorks File Exchange, reducing workflow friction for engineers.
Source: Native MATLAB Access to BQPhy® for Quantum-Inspired Optimization in Aerospace and Defense.
https://www.bqpsim.com/quantum-optimization/matlab-access-to-bqphy
-
2025-12-23:
BQPhy for MATLAB launched on MathWorks File Exchange
(product)
. BQP released a native MATLAB integration for BQPhy, allowing engineers to run quantum-inspired optimization directly inside existing MATLAB workflows. ([bqpsim.com](https://www.bqpsim.com/press/hybrid-quantum-classical-workflow-for-digital-twin-and-cfd-simulation))
Source: BQP press.
https://www.bqpsim.com/press
-
2025-11-25:
Hybrid workflow demo with Classiq and NVIDIA
(product)
. BQP, Classiq, and NVIDIA announced a joint demonstration combining BQP’s VQLS implementation, Classiq’s circuit synthesis, and NVIDIA CUDA-Q for CFD and digital-twin workloads. ([bqpsim.com](https://www.bqpsim.com/press/hybrid-quantum-classical-workflow-for-digital-twin-and-cfd-simulation))
Source: BQP press.
https://www.bqpsim.com/press/hybrid-quantum-classical-workflow-for-digital-twin-and-cfd-simulation
deepmath
Website: deepmath.tech
deepmath is a deep-tech startup founded in 2023 that builds AI-enhanced engineering simulation tools and services, including an AI-powered intelligent mesh generator for CAE/CFD and multiphysics workflows. ([deepmath.tech](https://deepmath.tech/?utm_source=openai))
Category: AI-Native Physics Simulation.
Founded: 2023.
Country: France.
Employees: 2-10 employees.
Landscape fit: It fits AI-Native Simulation because its core product is AI-enhanced engineering simulation, with a focus on accelerating CFD, FEM, mesh generation, surrogate modeling, and digital-twin workflows for engineering design. ([deepmath.tech](https://deepmath.tech/?utm_source=openai))
Company timeline
-
2026-03-01:
Hiring cluster for three R&D roles
(hr)
. deepmath announced it was entering a new phase and opening three positions: AI R&D Engineer, Computational Geometry Engineer, and a Brazil-based remote internship.. Team size observed: 2-10 employees employees.
Source: LinkedIn.
https://fr.linkedin.com/company/deepmath
-
2026-02-01:
Computational geometry role adds dataset-generation pipeline work
(product)
. deepmath opened a Computational Geometry Engineer role focused on geometry processing and large-scale dataset generation for intelligent mesh generation.
Source: deepmath Computational Geometry Specialist PDF.
https://deepmath.tech/wp-content/uploads/deepmath-offer_CompGeo-2026-02.pdf
-
2026-02-01:
Hiring expands around deepmesh infrastructure and commercialization
(gtm)
. deepmath posted 2026 openings for AI R&D and computational geometry roles, plus a Brazil internship, all explicitly tied to deepmesh and dataset/geometry pipeline development.
Source: deepmath.
https://deepmath.tech/wp-content/uploads/deepmath-offer_AI-2026-02.pdf
-
2026-02-01:
AI R&D Engineer role posted for early 2026 start
(hr)
. deepmath published a job offer for an AI R&D Engineer position starting in January or February 2026.. Team size observed: 2-10 employees employees.
Source: deepmath.tech.
https://deepmath.tech/wp-content/uploads/2025/12/deepmath-IA_job2025.pdf
-
2025-12-01:
AI R&D role emphasizes deepmesh model development
(product)
. deepmath posted an AI R&D Engineer role for improving deepmesh with graph neural networks, transformer architectures, training pipelines, and optimization.
Source: deepmath AI R&D Engineer PDF.
https://deepmath.tech/wp-content/uploads/2025/12/deepmath-IA_job2025.pdf
-
2025-12-01:
deepmesh becomes the flagship software wedge
(gtm)
. deepmath’s public positioning now makes deepmesh the central product story: an AI-powered intelligent mesh generator for CAE and CFD that removes a major preprocessing bottleneck.
Source: deepmath.
https://deepmath.tech/
Vinci
Website: getvinci.ai
Vinci builds physics-based AI software for hardware design and simulation, using a foundation model to run manufacturing-resolution simulations much faster than traditional FEA tools. ([getvinci.ai](https://www.getvinci.ai/))
Category: AI-Native Physics Simulation.
Funding stage: Series B.
Founded: 2023.
Country: United States.
Employees: 51-200 employees.
Landscape fit: It fits AI-native simulation because the product is a physics AI foundation model that replaces or accelerates legacy simulation workflows with fast, solver-accurate predictions for hardware and semiconductor design. ([getvinci.ai](https://www.getvinci.ai/))
Funding rounds
-
Series B
announced 2026-10-06
: 250000000 USD
; investors: Advent, Temasek, Xora, AMD Ventures, Eclipse, Khosla Ventures, Madrona
; source: www.finsmes.com
; https://www.finsmes.com/2026/10/vinci-raises-250m-in-series-b-funding.html
-
Series A
announced 2025-12-01
: 36000000 USD
; investors: Xora Innovation, Khosla Ventures, Eclipse
; source: Reuters via Yahoo Finance
; https://finance.yahoo.com/news/software-firm-vinci-speeds-hardware-130649208.html
-
Seed
announced 2025-12-01
: 10000000 USD
; investors: Eclipse, Khosla Ventures
; source: Business Wire
; https://www.businesswire.com/news/home/20251202284985/en/Vinci-Emerges-from-Stealth-to-Transform-Semiconductor-Design-and-Simulation
Company timeline
-
2026-10-06:
Vinci raises $250M Series B
(funding)
. Vinci raised $250 million in Series B funding at a $1.5 billion valuation. The company said it will use the funds to expand its platform into more physical phenomena, engineering disciplines, and hardware industries.
Source: www.finsmes.com.
https://www.finsmes.com/2026/10/vinci-raises-250m-in-series-b-funding.html
-
2026-05-13:
Release 1.24 improved material characterization visibility and thermal setup controls
(product)
. Vinci Release 1.24 added material-layer visualization, more flexible X/Y resolution and element-size controls, and workflow refinements across setup, progress reporting, and result review.
Source: Vinci blog.
https://www.getvinci.ai/blog/vinci-release-1-24-more-visibility-into-material-characterization-workflows/
-
2026-05-01:
Vinci posted two open engineering roles
(hr)
. Vinci published a hiring post recruiting for a CFD Engineer and a Geometry / Meshing Engineer, with application links in the comments.. Team size observed: 51-200 employees employees.
Source: LinkedIn Vinci4D.ai hiring post.
https://www.linkedin.com/posts/vinci4d-ai_want-to-join-a-team-thats-creating-category-defining-activity-7425323522501120000-zYLJ
-
2026-04-01:
Manufacturing-resolution thermal and warpage analysis for 2.5D HBM packages
(gtm)
. Vinci published a second 2026 research piece demonstrating deterministic thermal and warpage analysis for advanced 2.5D HBM packages.
Source: Vinci Research.
https://www.getvinci.ai/research/deterministic-solver-accurate-thermal-and-warpage-analysis-at-manufacturing-resolution-for-advanced-2-5d-hbm-packages/
-
2026-04-01:
Floorplanning-speed thermal simulation for 2.5D AI accelerator packages
(gtm)
. Vinci published research showing manufacturing-resolution thermal simulation for 2.5D AI accelerator packages at floorplanning timescales.
Source: Vinci Research.
https://www.getvinci.ai/research/full-fidelity-thermal-simulation-at-floorplanning-speed-for-2-5d-ai-accelerator-packages/
-
2026-04-01:
Continuous physics reasoning framework published
(gtm)
. Vinci published a research framework defining continuous physics reasoning and a minimum standard for foundation models for physics.
Source: Vinci Research.
https://www.getvinci.ai/research/continuous-physics-reasoning-definition-minimum-criteria-and-the-role-of-foundation-models-for-physics/
Neural Concept
Website: neuralconcept.com
Neural Concept is an AI-first engineering platform that embeds physics-aware intelligence into CAD and simulation workflows to help teams design, optimize, and validate products faster.
Category: AI-Native Physics Simulation.
Funding stage: Series B.
Founded: 2018.
Country: Switzerland.
Employees: 51-200 employees.
Landscape fit: It fits AI-native simulation because its platform uses physics- and geometry-aware AI to augment engineering design and simulation workflows, helping industrial teams optimize complex products faster with fewer iterations. ([neuralconcept.com](https://www.neuralconcept.com/post/neural-concept-closes-100m-funding-round-led-by-growth-equity-at-goldman-sachs-alternatives-to-scale-ai-native-engineering))
Funding rounds
-
Series C
announced 2025-12-01
: 100000000 USD
; investors: Goldman Sachs Alternatives, Forestay Capital, Alven, HTGF, D.E. Shaw Ventures, Aster Capital
; source: PR Newswire
; https://www.prnewswire.com/news-releases/neural-concept-closes-100m-funding-round-led-by-growth-equity-at-goldman-sachs-alternatives-to-scale-ai-native-engineering-302645941.html
-
Series B
announced 2024-06-01
: 27000000 USD
; investors: Forestay Capital, D. E. Shaw group, Alven, CNB Capital, High-Tech Gründerfonds, Aster Capital
; source: Business Wire
; https://www.businesswire.com/news/home/20240531755430/en/Engineering-AI-Platform-Neural-Concept-Raises-%2427-Million-Series-B-to-Further-Accelerate-Global-Growth
-
Series A
announced 2022-03-01
: 9100000 USD
; investors: Alven, Aster, CNB Capital, HTGF
; source: HTGF
; https://www.htgf.de/en/htgf-neural-concept-series-a/
-
Seed
announced 2020-01-01
: 2000000 USD
; investors: Constantia New Business, High-Tech Gründerfonds
; source: Neural Concept
; https://www.neuralconcept.com/post/neural-concept-raises-27-million-series-b-to-further-accelerate-global-growth
-
Seed
announced 2019-05-01
: 1000000 EUR
; investors: High-Tech Gründerfonds, Constantia New Business
; source: Global Venturing
; https://globalventuring.com/university/neural-concept-designs-seven-figure-round/
Company timeline
-
2026-06-01:
First APAC office opened in Seoul
(hr)
. Neural Concept said it opened its first APAC office in Seoul and that the Korean team is growing fast. ([linkedin.com](https://www.linkedin.com/company/neuralconcept)). Team size observed: 51-200 employees employees.
Source: Neural Concept LinkedIn company post.
https://www.linkedin.com/company/neuralconcept
-
2026-05-01:
VP of Engineering opening
(hr)
. Neural Concept posted a VP of Engineering role in Lausanne. ([linkedin.com](https://www.linkedin.com/jobs/view/4397038859/?utm_source=openai)). Team size observed: 51-200 employees employees.
Source: LinkedIn job post.
https://www.linkedin.com/jobs/view/4397038859/
-
2026-05-01:
Hiring cluster and multiple new joiners
(hr)
. Neural Concept posted that several new people joined across Germany, South Korea, the United States, and Switzerland, and said it is actively building the U.S. team with open roles linked in the post. ([linkedin.com](https://www.linkedin.com/company/neuralconcept?utm_source=openai)). Team size observed: 51-200 employees employees.
Source: Neural Concept LinkedIn company post.
https://www.linkedin.com/company/neuralconcept
-
2026-03-01:
Talent Acquisition Specialist - GTM opening
(hr)
. Neural Concept posted a Talent Acquisition Specialist - GTM role in Jersey City. ([linkedin.com](https://www.linkedin.com/jobs/view/talent-acquisition-specialist-gtm-at-neural-concept-4352030660?utm_source=openai)). Team size observed: 51-200 employees employees.
Source: LinkedIn job post.
https://www.linkedin.com/jobs/view/talent-acquisition-specialist-gtm-at-neural-concept-4352030660
-
2026-02-24:
Antolin partnership scaled from pilot to broader rollout
(gtm)
. Neural Concept announced a strategic partnership with Antolin, saying a successful 2024 pilot had led to scaling across key product lines.
Source: Neural Concept.
https://www.neuralconcept.com/post/antolin-and-neural-concept-join-forces-to-redefine-automotive-interior-design-with-ai-driven-engineering
-
2026-02-01:
ML platform deployment engineer opening
(hr)
. Neural Concept posted a remote ML Platform Deployment Engineer role for the European Union. ([linkedin.com](https://www.linkedin.com/jobs/view/ml-platform-deployment-engineer-remote-at-neural-concept-4229138695?utm_source=openai)). Team size observed: 51-200 employees employees.
Source: LinkedIn job post.
https://www.linkedin.com/jobs/view/ml-platform-deployment-engineer-remote-at-neural-concept-4229138695
Antioch
Website: antioch.com
Antioch builds a cloud simulation platform for physical AI teams to develop, test, and evaluate robotics and autonomy systems before they deploy them in the real world.
Category: AI-Native Physics Simulation.
Funding stage: Series A.
Founded: 2025.
Country: United States.
Employees: unknown.
Landscape fit: It fits AI for engineering and product development because it uses AI driven simulation to speed up design iteration, testing, and validation for physical systems.
Funding rounds
-
Series A
announced 2026-09-08
: 32000000 USD
; investors: Greylock, A*, Category Ventures, Box Group, Icehouse Ventures
; source: Antioch
; https://antioch.com/blog/series-a
-
Seed
announced 2026-04-16
: 8500000 USD
; investors: A*, Category Ventures, MaC Venture Capital, Abstract, Box Group, Icehouse Ventures
; source: TechCrunch
; https://techcrunch.com/2026/04/16/this-simulation-startup-wants-to-be-the-cursor-for-physical-ai/
-
Pre-Seed
announced 2025-12-04
: 4250000 USD
; investors: A*, Abstract Ventures, MaC Venture Capital, Box Group, Icehouse Ventures, Adrian Macneil, Shyam Sankar
; source: Robotics & Automation News
; https://roboticsandautomationnews.com/2025/12/04/us-startup-antioch-raises-4-25-million-to-build-simulation-infrastructure-to-the-robotics-industry/97336/
Company timeline
-
2026-09-11:
Antioch opens multiple roles
(hr)
. Antioch's careers page shows active openings across simulation, core platform, customer deployments, product marketing, and operations.
Source: Careers.
https://antioch.com/careers
-
2026-09-11:
HR snapshot
(hr)
. Antioch appears to be a small early stage team that is actively hiring across engineering, product, GTM, and operations.
Source: Careers.
https://antioch.com/careers
-
2026-09-11:
Product snapshot
(product)
. Antioch provides high fidelity simulation for physical AI at cloud scale. It supports digital twins, scenario generation, evaluation, synthetic data, local authoring with cloud execution, and agent assisted simulation workflows for robotics, autonomy, and perception teams.
Source: Antioch home page.
https://antioch.com
-
2026-09-08:
Antioch expands cloud simulation partnership with Nebius
(partnership)
. Antioch said it is working closely with Nebius to provide the high-performance cloud infrastructure required for continuous physical AI simulation. A Nebius customer story says Antioch moved critical customer workloads onto Nebius-backed environments, improving simulation speed and scale.
Source: Antioch / Nebius.
https://nebius.com/customer-stories/antioch
-
2026-09-08:
Antioch partners with NVIDIA around its physical AI simulation stack
(partnership)
. Antioch said it is partnering with NVIDIA and integrating with NVIDIA Omniverse libraries, Isaac Sim, and Isaac Lab to support cloud-scale robotics simulation and testing.
Source: Antioch.
https://antioch.com/blog/series-a
-
2026-09-08:
Antioch discloses Amazon deployment across multiple product lines
(gtm)
. Antioch said it is partnering with Amazon across multiple product lines. Amazon's Jason Mitura said Antioch's simulations closely matched physical test results and allowed more testing and development to move into simulation.
Source: Antioch.
https://antioch.com/blog/series-a
AI Copilots & Workflow Automation
AI software that helps engineers complete technical tasks and automate work across existing engineering tools. These companies build assistants or workflow systems that reduce manual work during product development.
Synera
Website: synera.io
Synera is an agentic AI platform for engineering that automates product development workflows by orchestrating design, simulation, approvals, and other CAx/PLM tools.
Category: AI Copilots & Workflow Automation.
Funding stage: Series B.
Founded: 2018.
Country: Germany.
Employees: 51-200 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Series B
announced 2026-04-01
: 35000000 EUR
; investors: Revaia, UVC Partners, ISAI Cap Venture, Spark Capital, BMW i Ventures, Cherry Ventures, Venture Stars
; source: Synera
; https://www.synera.io/de/press/bremer-ki-unternehmen-synera-erhaelt-35-millionen-euro
-
Series A
announced 2022-09-01
: 14500000 EUR
; investors: Spark Capital, BMW i Ventures, Cherry Ventures, UVC Partners, Venture Stars
; source: Synera
; https://www.synera.io/news/series-a-funding
-
Seed
announced 2019-11-01
: 3000000 EUR
; investors: Cherry Ventures, UVC Partners, BMW i Ventures, Venture Stars
; source: Synera
; https://www.synera.io/de/news/synera-raises-eu3-million-seed-round
Company timeline
-
2026-06-01:
NVIDIA collaboration for design and simulation
(gtm)
. Synera announced a collaboration with NVIDIA focused on AI agents for design and engineering simulation. ([synera.io](https://www.synera.io/press))
Source: Synera press page.
https://www.synera.io/press
-
2026-06-01:
Three new hires announced in customer success, marketing, and sales
(hr)
. Synera said Daniel joined as Customer Success Manager, Sunitha joined as Product Marketing Copywriter, and Suhail joined as Business Development Representative.. Team size observed: 51-200 employees employees.
Source: Synera LinkedIn.
https://www.linkedin.com/company/syneragmbh/
-
2026-05-05:
First CRO and sharper US sales buildout
(gtm)
. Synera appointed Ubaldo Rodriguez as its first CRO to lead US expansion from San Francisco. ([synera.io](https://www.synera.io/press/synera-appoints-ubaldo-rodriguez-as-first-cro-to-lead-us-expansion?utm_source=openai))
Source: Synera press release: AI engineering platform Synera appoints tech veteran Ubaldo Rodriguez as first CRO to lead US expansion.
https://www.synera.io/press/synera-appoints-ubaldo-rodriguez-as-first-cro-to-lead-us-expansion
-
2026-04-01:
Leadership hire: Chief Revenue Officer and first Forward Deployed Engineer
(hr)
. Synera announced Björn Grauers as UX Designer, Hendrik as its first Forward Deployed Engineer, and Ubaldo as Chief Revenue Officer.. Team size observed: 51-200 employees employees.
Source: Synera LinkedIn.
https://www.linkedin.com/posts/syneragmbh_new-joiners-activity-7443227894115512322-hZME
-
2026-04-01:
Series B
(funding)
. Amount: EUR 35M. Investors: Revaia, UVC Partners, ISAI Cap Venture, Spark Capital, BMW i Ventures, Cherry Ventures, Venture Stars
Source: Synera.
https://www.synera.io/de/press/bremer-ki-unternehmen-synera-erhaelt-35-millionen-euro
-
2026-03-01:
Cambrion add-in turns documents into structured workflow data
(product)
. Synera released a Cambrion add-in that extracts requirements from PDFs and Word documents and returns structured JSON for workflows.
Source: Synera news on Cambrion add-in.
https://www.synera.io/news/introducing-cambrion-add-in-synera
Bench
Website: getbench.ai
Bench is an AI-powered engineering workflow automation platform that generates and executes design workflows across existing CAD, CAE, and PLM tools, helping engineering teams ship faster with less manual work. ([getbench.ai](https://getbench.ai/))
Category: AI Copilots & Workflow Automation.
Funding stage: Pre Seed.
Founded: 2024.
Country: United Kingdom.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Pre-seed
announced 2025-08-01
: 1000000 GBP
; investors: SuperSeed, Vanagon, ellipsis, Buildery.vc, Revenue Syndicate, Maximilian Wittmann, CFA
; source: LinkedIn (Revenue Syndicate post)
; https://www.linkedin.com/posts/revenue-syndicate_cats-out-the-bag-a-huge-congratulations-activity-7352000146278105088-0u4L
Company timeline
-
2026-06-01:
Open founding engineering role visible on careers page
(hr)
. Bench's About/Careers surface listed a 'Founding Full Stack Engineer - Computational Geometry' opening.
Source: getbench.ai/about.
https://getbench.ai/about
-
2026-05-01:
Public customer proof added with quantified results
(gtm)
. Bench launched a case-studies hub featuring Stride Robotics and a reported 70% reduction in CAD-related delays.
Source: Bench case studies.
https://www.getbench.ai/case-studies
-
2026-04-01:
Broadened use-case and integration marketing
(gtm)
. Bench expanded its public product surface into dedicated use-case pages and an integrations directory spanning CAD, CAE, and scripting tools such as Solidworks, Catia, Siemens NX, ANSYS, and SimScale.
Source: Bench product site.
https://www.getbench.ai/integrations
-
2025-09-01:
Public launch of engineering workflow automation positioning
(gtm)
. Bench surfaced a direct-response homepage centered on automating engineering workflows across existing CAD, CAE, and PLM tools, with founder-led demos and an enterprise-ready message.
Source: Bench homepage.
https://getbench.ai/
-
2025-08-01:
Pre-seed
(funding)
. Amount: 1000000 GBP. Investors: SuperSeed, Vanagon, ellipsis, Buildery.vc, Revenue Syndicate, Maximilian Wittmann, CFA
Source: LinkedIn (Revenue Syndicate post).
https://www.linkedin.com/posts/revenue-syndicate_cats-out-the-bag-a-huge-congratulations-activity-7352000146278105088-0u4L
-
2025-07-09:
Onshape integration launched
(gtm)
. Bench added an Onshape integration that can read and update design parameters and add or modify part features through feature-script workflows.
Source: Bench changelog.
https://getbench.ai/changelog
Aibuild
Website: ai-build.com
Aibuild is an AI software platform that automates engineering and manufacturing workflows for additive manufacturing and CNC, including CAD design, simulation setup, cleanup, and toolpath generation.
Category: AI Copilots & Workflow Automation.
Founded: 2015.
Country: United Kingdom.
Employees: 11-50 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Series A
announced 2023-10-01
: 8500000 USD
; investors: IQ Capital, Nikon, SuperSeed, ACT Venture Partners, Atlas Ventures, Seedcamp
; source: Aibuild
; https://ai-build.com/resources/aibuild-series-a/
-
Seed
announced 2022-06-01
: 3200000 USD
; investors: ACT Venture Partners, SuperSeed
; source: Aibuild
; https://ai-build.com/resources/aibuild-secures-3-2m-investment-to-revolutionize-additive-manufacturing/
-
Seed
announced 2021-02-01
: 1000000 USD
; investors: SuperSeed, William Tunstall-Pedoe
; source: Silicon Canals
; https://siliconcanals.com/ai-build-raises-829k/
Company timeline
-
2026-05-19:
Thermomechanical simulation launch adds a new enterprise wedge
(gtm)
. Aibuild launched FETS, a thermomechanical simulation product validated by NIAR and positioned as extremely fast and CAM-agnostic. ([ai-build.com](https://ai-build.com/resources/aibuild-launches-thermomechanical-simulation/))
Source: Aibuild thermomechanical simulation launch.
https://ai-build.com/resources/aibuild-launches-thermomechanical-simulation/
-
2026-05-19:
Aibuild launched FETS thermomechanical simulation
(product)
. Aibuild released FETS, a GPU-powered thermomechanical simulation tool for additive manufacturing with thermal, distortion, stress, and defect prediction outputs.
Source: Aibuild.
https://ai-build.com/resources/aibuild-launches-thermomechanical-simulation/
-
2026-05-01:
Additive Manufacturing Engineer opening posted
(hr)
. Aibuild posted an opening for an Additive Manufacturing Engineer on its careers page, joining the R&D team in East London and working with industrial KUKA robots.. Team size observed: 11-50 employees employees.
Source: Aibuild careers page.
https://ai-build.com/jobs/additive-manufacturing-engineer/
-
2026-03-09:
Aibuild OS launch reframes the company as an autonomous engineering platform
(gtm)
. Aibuild launched Aibuild OS as an agentic AI operating system that automates CAD, CAE, and CAM workflows and turns design intent into production-ready parts. ([ai-build.com](https://ai-build.com/resources/aibuild-launches-aibuild-os/))
Source: Aibuild OS launch.
https://ai-build.com/resources/aibuild-launches-aibuild-os/
-
2026-03-09:
Aibuild launched Aibuild OS as an autonomous engineering platform
(product)
. Aibuild OS debuted in public alpha as an agentic system that can execute CAD, CAE, and CAM workflows end to end.
Source: Aibuild.
https://ai-build.com/resources/aibuild-launches-aibuild-os/
-
2026-02-04:
Aibuild 3.4.81 expanded AI reasoning and launched nonplanar weaving for 6-axis DED
(product)
. The February 2026 release let the AI Agent interpret quality and safety checks, run iterative feedback loops, and added surface tolerance checks plus world-first nonplanar weaving toolpaths for 6-axis DED and WAAM.
Source: Aibuild.
https://ai-build.com/resources/aibuild-release-3-4-81/
CADAICO GmbH
Website: cadai.co
CADAICO builds CADAI, an AI-powered chat-to-design platform for engineering that turns text and drawings into 3D CAD and adds a PDM assistant to streamline design and product-development workflows.
Category: AI Copilots & Workflow Automation.
Funding stage: Pre Seed.
Founded: 2023.
Country: Germany.
Employees: 1 employee visible on LinkedIn; 3 named people listed on the company page.
Landscape fit: Added through Axomap MCP.
Company timeline
-
2026-06-01:
Product packaging formalized around C2D and PDM Assistant
(product)
. The current pricing page separates CADAI C2D from CADAI PDM-Assistant and adds free, yearly-license, enterprise, on-prem, and custom-integration options.
Source: CADAICO pricing page.
https://www.cadai.co/en/pricing
-
2026-06-01:
Current website consolidates product-led trial and enterprise conversion
(gtm)
. The live site now foregrounds CADAI Chat-to-Design, PDM Assistant, use cases, partner/supporter proof, and a 'try free' entry point alongside quote-driven enterprise sales.
Source: CADAICO homepage and pricing.
https://www.cadai.co/
-
2026-06-01:
Team size observed
(hr)
. Public source shows a team size of 1 employee visible on LinkedIn; 3 named people listed on the company page employees.. Team size observed: 1 employee visible on LinkedIn; 3 named people listed on the company page employees.
Source: LinkedIn.
https://de.linkedin.com/company/cadaico
-
2025-10-01:
Community-built assistants launch as a broader ecosystem play
(gtm)
. CADAICO introduced a community initiative to co-build AI assistants and reward contributors, expanding beyond the original CAD assistant into a broader participation model.
Source: CADAICO blog.
https://www.cadai.co/blog/community-built-ai-assistants-build-contribute-earn
-
2025-06-01:
Public product packaging and enterprise pricing go live
(gtm)
. CADAICO formalized CADAI C2D and CADAI PDM-Assistant packaging on the website, including a free basic web app, yearly licenses, and custom enterprise integration packages.
Source: CADAICO Pricing.
https://www.cadai.co/en/pricing
-
2025-05-01:
Schnaithmann proof-of-concept expands credibility
(gtm)
. CADAICO said Schnaithmann accepted the CADAI Assistant proof of concept and allowed access to its server and CAD library for deeper training and customization.
Source: CADAICO blog.
https://www.cadai.co/blog/moving-forward-with-schnaithmann-maschinenbau
NEOCAD Srl
Website: neocadsrl.com
An Italian AI startup that provides a generative-AI platform for searching, reusing, and supporting engineering work on company CAD files to speed up mechanical/industrial design workflows.
Category: AI Copilots & Workflow Automation.
Funding stage: Pre Seed.
Founded: 2024.
Country: Italy.
Employees: 2-10 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
pre-seed
announced 2026-04-01
: 550000 EUR
; investors: 40Jemz Ventures, HabiSmart, Zest, Coima, Ariston, Nova Capital
; source: NEOCAD
; https://neocadsrl.com/en/neocad-raises-e550000-to-scale-ai-in-mechanical-design/
Company timeline
-
2026-06-01:
Sharpens product positioning around CAD search and reuse
(gtm)
. The current website centers the product on intelligent CAD search, geometric similarity, project reuse, and AI design support for manufacturing technical offices.
Source: NEOCAD website.
https://neocadsrl.com/en/the-solution/
-
2026-05-20:
Content reframes the product around reducing design time in technical offices
(product)
. NEOCAD published an article focused on CAD archive search, reuse, and AI-assisted reduction of design time.
Source: NEOCAD news.
https://neocadsrl.com/en/how-to-reduce-design-time-in-the-technical-office/
-
2026-05-20:
Publishes thought leadership on reducing design time
(gtm)
. NEOCAD published content aimed at manufacturing technical offices about the time lost searching CAD archives and starting from scratch.
Source: NEOCAD News.
https://neocadsrl.com/en/news/news/
-
2026-05-01:
Business Development Specialist opening posted
(hr)
. NEOCAD posted a LinkedIn job opening for a Business Development Specialist in Legnano, describing a role focused on pipeline generation, outbound prospecting, HubSpot workflow setup, and close collaboration with the founder team.. Team size observed: 2-10 employees employees.
Source: LinkedIn Jobs.
https://it.linkedin.com/jobs/view/business-development-specialist-at-neocad-4385756213
-
2026-04-15:
Partnership with Fondazione Bruno Kessler suggests continued AI and industrial engineering deepening
(product)
. NEOCAD announced a partnership with Fondazione Bruno Kessler to bring AI to industrial engineering.
Source: NEOCAD news.
https://neocadsrl.com/en/neocad-and-fondazione-bruno-kessler-a-partnership-to-bring-ai-to-industrial-engineering/
-
2026-04-15:
Partners with Fondazione Bruno Kessler
(gtm)
. NEOCAD announced a strategic partnership with Fondazione Bruno Kessler to strengthen the platform’s technological foundations and adoption in industrial engineering.
Source: NEOCAD News.
https://neocadsrl.com/en/news/news/
Leo AI
Website: getleo.ai
Leo AI is a generative AI platform and engineering design copilot for mechanical engineers that turns text, sketches, CAD files, and technical requirements into DFMA-compliant product designs and helps automate parts of the product-development workflow. ([getleo.ai](https://www.getleo.ai/about?utm_source=openai))
Category: AI Copilots & Workflow Automation.
Funding stage: Seed.
Founded: 2023.
Country: United States.
Employees: 11-50 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Seed
announced 2025-07-01
: 5000000 USD
; investors: Flint Capital, TechAviv, Two Lanterns VC, OurCrowd, Mento VC, Bertrand Sicot, Yossi Matias
; source: Leo AI blog
; https://www.getleo.ai/blog/leo-ai-raises-9-7m-to-build-the-world-s-first-ai-for-mechanical-engineering
Company timeline
-
2026-06-01:
Reliability-focused release cycle
(product)
. Leo shipped a June 1–7, 2026 release focused on reliability and quality improvements, including assembly inspection fixes, document-generation fixes, CAD-generation reliability, Onshape PDF sync, and edit detection. ([getleo.ai](https://www.getleo.ai/releases))
Source: Leo AI releases.
https://www.getleo.ai/releases
-
2026-06-01:
Hiring cluster for first sales, customer success, and engineering roles
(hr)
. Leo AI publicly posted multiple openings, including Founding Account Executive, Founding Customer Success Manager, Full Stack Engineer, and Product Specialist - Mechanical Engineer.. Team size observed: 11-50 employees employees.
Source: Leo AI LinkedIn company page.
https://www.linkedin.com/company/leoai
-
2026-05-18:
AI agents for PLM workflows
(product)
. Leo described autonomous engineering assistants that search, analyze, and act across product data, framing the product as moving beyond basic chatbots. ([getleo.ai](https://www.getleo.ai/blog/ai-agents-plm-engineering-2026?utm_source=openai))
Source: Leo AI blog.
https://www.getleo.ai/blog/ai-agents-plm-engineering-2026
-
2026-05-12:
Engineering security posture
(product)
. Leo stated that it is SOC-2 Type II certified, GDPR compliant, and does not train on customer data, while preserving existing PDM/PLM permissions. ([getleo.ai](https://www.getleo.ai/blog/soc2-for-engineering-ai-security))
Source: Leo AI blog.
https://www.getleo.ai/blog/soc2-for-engineering-ai-security
-
2026-04-14:
PhysicsX webinar broadened positioning toward simulation workflows
(gtm)
. Leo hosted a webinar with PhysicsX on AI-native simulation and the design-to-simulation feedback loop, extending the product story beyond CAD assistance into adjacent engineering workflows. ([getleo.ai](https://www.getleo.ai/webinar?utm_source=openai))
Source: Leo AI webinar page.
https://www.getleo.ai/webinar
-
2026-04-07:
PLM and PDM intelligence layer
(product)
. Leo positioned itself as an intelligence layer on top of PDM, PLM, CAD, and ERP systems, emphasizing native integrations with SolidWorks PDM, Autodesk Vault, PTC Windchill, Siemens Teamcenter, and Arena PLM. ([getleo.ai](https://www.getleo.ai/blog/ai-plm-erp-integration-engineering-data?utm_source=openai))
Source: Leo AI blog.
https://www.getleo.ai/blog/ai-plm-erp-integration-engineering-data
Hanomi
Website: hanomi.ai
Hanomi builds an AI layer for mechanical engineering that automates CAD-to-2D drawing workflows and captures senior-engineering know-how for manufacturable hardware design.
Category: AI Copilots & Workflow Automation.
Funding stage: Seed.
Founded: 2024.
Country: United States.
Employees: 2-10 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Seed
announced 2025-04-01
: 3000000 USD
; investors: HOF Capital, Bessemer Venture Partners, Tiny Supercomputer Investment Company, Precursor Ventures, Entrepreneurs First, Transpose Platform
; source: Hanomi
; https://www.hanomi.ai/about-us
Company timeline
-
2026-06-10:
Current careers page shows open engineering roles
(hr)
. Hanomi's careers page currently lists Engineer (Full-Stack) and Algorithm Engineer roles in Bangalore.. Team size observed: 2-10 employees employees.
Source: Hanomi careers page.
https://www.hanomi.ai/careers
-
2026-02-01:
Founding Designer role impacted by restructuring
(hr)
. Jyotsna Venkatesh publicly said her role as Founding Designer at Hanomi was impacted by recent restructuring.. Team size observed: 2-10 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/jyotsnavenk_opentowork-productdesign-uxdesign-activity-7388705333994512384-sU6t
-
2025-06-01:
Hiring for Senior Product Engineer, Applied AI
(hr)
. Drishti Bhasin posted that Hanomi was looking for a Senior Product Engineer, Applied AI and said the company was expanding in San Francisco.. Team size observed: 2-10 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/drishti-bhasin_were-looking-for-a-senior-product-engineer-activity-7323491461524545536-QNW0
-
2025-04-14:
Public launch centered on CAD-to-2D drawings and expertise capture
(gtm)
. On April 14, 2025, Hanomi’s site and legal pages reflected a launched product and a seed-stage public narrative: the company said it had secured a $3M seed round while describing Hanomi as an intelligence layer that captures senior-engineer know-how and starts with 2D drawings.
Source: Hanomi about page and terms.
https://www.hanomi.ai/about-us
-
2025-04-14:
CAD-to-2D product launch and mission clarified
(product)
. Hanomi publicly defined its product around generating 2D drawings from 3D CAD, emphasizing an intelligence layer that captures engineering know-how and a future path to expand upstream.
Source: Hanomi mission/about pages.
https://www.hanomi.ai/articles/mission
-
2025-04-01:
Seed
(funding)
. Amount: 3000000 USD. Investors: HOF Capital, Bessemer Venture Partners, Tiny Supercomputer Investment Company, Precursor Ventures, Entrepreneurs First, Transpose Platform
Source: Hanomi.
https://www.hanomi.ai/about-us
CoLab
Website: colabsoftware.com
CoLab is an AI-powered engineering collaboration platform that helps hardware and mechanical engineering teams review designs, connect product data, and make faster product decisions.
Category: AI Copilots & Workflow Automation.
Funding stage: Series B.
Founded: 2017.
Country: Canada.
Employees: 160 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Series C
announced 2025-11-01
: 72000000 USD
; investors: Intrepid Growth Partners, Insight Partners, Y Combinator, Pelorus VC, Killick Capital, Spider Capital
; source: Business Wire
; https://www.businesswire.com/news/home/20251110476949/en/AI-Is-Changing-Engineering.-CoLab-Just-Raised-%2472M-to-Lead-the-Transformation.
-
Series B
announced 2024-05-01
: 21000000 USD
; investors: Insight Partners, Y Combinator, Killick Capital, Pelorus VC
; source: CoLab Software
; https://www.colabsoftware.com/post/colab-software-raises-21m-to-help-hardware-engineering-teams-accelerate-product-development
-
Series A
announced 2021-10-01
: 17000000 USD
; investors: Insight Partners, Xometry, Onshape, GrabCAD, Bosch, Tesla, Atlassian
; source: CoLab Software
; https://www.colabsoftware.com/post/colab-raises-17m-series-a-to-modernize-collaboration-for-mechanical-engineering-teams
-
Seed
announced 2019-10-01
: 2700000 CAD
; investors: Spider Capital, Liquid 2, FundersClub, Killick Capital, Pelorus Venture, Panache Ventures
; source: BetaKit
; https://betakit.com/colab-raises-2-7-million-after-y-combinator-demo-day/
-
pre-seed
announced 2018-06-01
: 600000 CAD
; investors: Pelorus Venture, Killick Capital, Panache Ventures
; source: CoLab Software
; https://www.colabsoftware.com/post/colab-software-raises-600k-pre-seed-round
Company timeline
-
2026-06-01:
Multiple open roles visible on LinkedIn Jobs
(hr)
. CoLab's LinkedIn jobs page showed active openings in business development, sales, key account, industry strategy, sales engineering, product management, mechanical engineering, and performance marketing.. Team size observed: 160 employees employees.
Source: CoLab LinkedIn Jobs.
https://ca.linkedin.com/company/colabsoftware/jobs
-
2026-05-07:
2D pins and measurement enhancements
(product)
. CoLab added direct 2D feedback pins and more flexible 3D measurement controls, reducing the steps needed to capture location-specific review comments. ([colabsoftware.com](https://www.colabsoftware.com/product-updates))
Source: Product updates - CoLab.
https://www.colabsoftware.com/product-updates
-
2026-04-17:
Drive notebooks become standalone assets
(product)
. CoLab let users create Notebooks directly in Drive, separating pre-reads, requirements, decision logs, and supplier context from individual reviews. ([colabsoftware.com](https://www.colabsoftware.com/product-updates))
Source: Product updates - CoLab.
https://www.colabsoftware.com/product-updates
-
2026-04-01:
Careers page shows rapid headcount growth and active hiring
(hr)
. CoLab's careers page says the company welcomed 64 new teammates in the last 12 months, growing from 96 to 160 employees, and includes an open-roles section with a hiring contact.. Team size observed: 160 employees employees.
Source: CoLab Careers.
https://www.colabsoftware.com/careers
-
2026-02-06:
Enterprise API and review governance updates
(product)
. CoLab launched a versioned Enterprise API, portal guest permissions for review management, and review keys for consistent external reference. ([colabsoftware.com](https://www.colabsoftware.com/product-updates?0dfeb690_page=2))
Source: Product updates - CoLab.
https://www.colabsoftware.com/product-updates?0dfeb690_page=2
-
2026-01-09:
AutoReview becomes a more capable AI review engine
(product)
. CoLab expanded AutoReview with user input prompts, processing stages, unread badges, reliability fixes, expanded 2D agent coverage, and custom checklists. ([colabsoftware.com](https://www.colabsoftware.com/product-updates?0dfeb690_page=2))
Source: Product updates - CoLab / AutoReview.
https://www.colabsoftware.com/product-updates?0dfeb690_page=2
bananaz
Website: bananaz.ai
bananaz is an AI-powered design management platform for engineering teams that automates design change tracking, validation, and collaboration across product development workflows.
Category: AI Copilots & Workflow Automation.
Funding stage: Seed.
Founded: 2023.
Country: Israel.
Employees: 11-50 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Seed
announced 2024-12-01
: 5300000 USD
; investors: 10D, Cardumen Capital
; source: PR Newswire
; https://www.prnewswire.com/news-releases/bananaz-exits-stealth-with-5-3m-seed-funding-to-bring-ai-into-the-world-of-change-management-in-design-and-manufacturing-302321033.html
Company timeline
-
2026-06-08:
Agentic layer positioning on AWS
(product)
. bananaz described its platform as an agentic layer running inside the engineering stack, emphasizing CAD geometry, BOMs, PDM revision history, custom rules, and scaled report generation.
Source: bananaz blog.
https://www.bananaz.ai/blog
-
2026-06-08:
Added AWS co-marketing and regulated-industry proof
(gtm)
. bananaz published AWS-co-authored content describing its agentic layer on AWS and cited a medical-device customer that cut drawing review time by up to 80% on FDA-regulated documentation.
Source: bananaz blog.
https://www.bananaz.ai/blog/introducing-design-agent-your-ai-powered-mechanical-engineering-expert
-
2026-06-01:
Pro Model for complex drawing reviews
(product)
. bananaz introduced a Pro Model for more complex engineering drawing reviews, alongside a Light Model for high-volume checks.
Source: bananaz blog.
https://www.bananaz.ai/blog
-
2026-06-01:
Introduced Pro Model for complex drawing reviews
(gtm)
. bananaz added a Pro Model for complex engineering drawing reviews, pairing it with a Light Model for high-volume checks.
Source: bananaz blog.
https://www.bananaz.ai/blog/introducing-design-agent-your-ai-powered-mechanical-engineering-expert
-
2026-05-24:
Automated design checklist validation
(product)
. bananaz added a workflow that converts SOPs, checklists, and standards documents into automated review rules that run before human review.
Source: bananaz blog.
https://www.bananaz.ai/blog
-
2026-05-24:
Moved checklist validation into automated enforcement
(gtm)
. bananaz published a design-checklist workflow that turns engineering SOPs and standards into automated validations running continuously during design work.
Source: bananaz blog.
https://www.bananaz.ai/blog/introducing-design-agent-your-ai-powered-mechanical-engineering-expert
AllSpice.io
Website: allspice.io
AllSpice is a hardware development platform for electrical engineering teams that combines design reviews, revision control, automation, and an AI agent (DRCY) to help teams collaborate on schematics and PCB layouts. ([learn.allspice.io](https://learn.allspice.io/docs/what-is-allspice))
Category: AI Copilots & Workflow Automation.
Funding stage: Series A.
Founded: 2019.
Country: United States.
Employees: 11-50 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Series A
announced 2025-06-01
: 15000000 USD
; investors: Rethink Impact, L'ATTITUDE Ventures, GingerBread Capital, DNX Ventures, Root Ventures, Flybridge Capital Partners, Benchstrength
; source: PR Newswire / AllSpice.io
; https://www.prnewswire.com/news-releases/allspiceio-hardware-development-platform-raises-15m-series-a-round-to-launch-ai-agent-and-scale-new-enterprise-functionality-for-electrical-engineering-teams-302489862.html
-
Undisclosed
announced 2023-07-01
: 5999994 USD
; investors: Flybridge, Benchstrength, Root Ventures, Bowery Capital
; source: Employbl
; https://www.employbl.com/companies/AllSpice/funding-rounds
-
Seed
announced 2022-01-01
: 3200000 USD
; investors: Bowery Capital, Root Ventures, Flybridge Capital Partners, angel investors
; source: TechCrunch
; https://techcrunch.com/2022/01/31/allspice-thinks-hardware-developers-lack-their-own-github-so-it-is-building-one/
-
Pre-Seed
announced 2020-07-01
: 500000 USD
; investors: Flybridge
; source: Employbl
; https://www.employbl.com/companies/AllSpice/funding-rounds
Company timeline
-
2026-06-05:
DRCY trial and evaluation results are documented
(product)
. AllSpice published a customer evaluation case showing DRCY catching implementation issues that human reviewers missed on a large defense electronics design.
Source: AllSpice blog.
https://www.allspice.io/post/how-hardware-engineering-teams-evaluate-drcy
-
2026-05-18:
AllSpice launches Quick Review to reduce onboarding friction
(gtm)
. AllSpice introduced Quick Review, a lightweight path to collaborative PCB review and visual diffs without full repository setup.
Source: AllSpice blog.
https://www.allspice.io/post/just-get-me-there-faster-how-quick-review-was-built
-
2026-05-18:
Quick Review lowers onboarding friction for hardware reviews
(product)
. AllSpice introduced Quick Review as a lightweight path for uploading designs, comparing revisions, and leaving contextual comments without Git or ECAD plugins.
Source: AllSpice blog.
https://www.allspice.io/post/just-get-me-there-faster-how-quick-review-was-built
-
2026-05-04:
AllSpice publishes rollout framework for staged enterprise adoption
(gtm)
. AllSpice formalized a five-level rollout model from first setup to org-wide toolchain orchestration.
Source: AllSpice blog.
https://www.allspice.io/post/how-hardware-organizations-roll-out-allspice
-
2026-05-04:
AllSpice introduces a staged rollout model for hardware teams
(product)
. AllSpice published a rollout framework that maps adoption from initial setup and repeatable design reviews through workflow integration, org-wide standardization, and toolchain orchestration.
Source: AllSpice blog.
https://www.allspice.io/post/how-hardware-organizations-roll-out-allspice
-
2026-05-01:
Intern hiring announced for product, GTM ops, and content
(hr)
. AllSpice said it was hiring interns for Product Management, GTM Ops, and Content, with the content role open to undergrads.. Team size observed: 11-50 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/allspice-io_come-work-at-allspice-this-summer-our-internships-activity-7441929753068146688-yc4-
Foundation EGI
Website: foundationegi.com
Foundation EGI builds an AI platform for engineering and manufacturing teams that automates technical documentation, drawing generation, workstep planning, catalog creation, and technical translation across the product development lifecycle.
Category: AI Copilots & Workflow Automation.
Funding stage: Series A.
Founded: 2023.
Country: United States.
Employees: 11-50 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Series A
announced 2025-07-01
: 23000000 USD
; investors: Translink Capital, RRE Ventures, McRock Capital, Escape Investment Management, Fifth Growth Fund, E14 Fund, UNION, GRIDS Capital, Henry Ford III
; source: PR Newswire
; https://www.prnewswire.com/news-releases/foundation-egi-secures-23m-in-oversubscribed-series-a-to-build-the-worlds-first-engineering-general-intelligence-platform-302499061.html
-
Seed
announced 2025-04-01
: 7600000 USD
; investors: E14 Fund, Union Lab Ventures, Stata Venture Partners, Samsung Ventures, GRIDS Capital, Henry Ford III
; source: Samsung Next
; https://www.samsungnext.com/blog/why-we-invested-in-foundation-egi
Company timeline
-
2026-06-11:
Active hiring cluster across research, engineering, and manufacturing roles
(hr)
. Foundation EGI publicly listed 11 open full-time jobs on LinkedIn, including research scientist, software architect, ML ops, mechanical data engineer, CAD backend engineer, and manufacturing engineering consultant roles.. Team size observed: 11-50 employees employees.
Source: LinkedIn.
https://www.linkedin.com/jobs/foundation-egi-jobs-worldwide
-
2026-02-03:
Commercial push into Asia via MIT ILP
(gtm)
. Foundation EGI presented its platform in Japan and Korea through MIT’s Industrial Liaison Program, indicating an international business-development motion beyond its initial US-centric posture. ([foundationegi.com](https://www.foundationegi.com/blog))
Source: Foundation EGI blog.
https://www.foundationegi.com/blog
-
2025-10-24:
Service and operator manual translation added
(product)
. Foundation EGI introduced Automating Service and Operator Manual Translations for producing multilingual technical documentation while preserving engineering terminology and formatting.
Source: Foundation EGI blog.
https://www.foundationegi.com/blog
-
2025-10-16:
Spare parts catalog automation introduced
(product)
. Foundation EGI introduced Automating Spare Parts Catalogs for generating catalogs at scale from engineering data.
Source: Foundation EGI blog.
https://www.foundationegi.com/blog
-
2025-10-10:
Assembly instructions added for process planning
(product)
. Foundation EGI introduced Automating Assembly Instructions, describing generation of step-by-step assembly documentation directly from 3D CAD models.
Source: Foundation EGI blog.
https://www.foundationegi.com/blog
-
2025-10-07:
Technical Drawing launched as a core workflow
(product)
. Foundation EGI introduced Technical Drawing for automatically generating standards-compliant technical drawings from 3D CAD, including feature detection, PMI annotation, and a DFM copilot.
Source: Foundation EGI blog.
https://www.foundationegi.com/blog
Tandem
Website: tandem.inc
Tandem is an AI platform for hardware engineering that captures design intent, requirements, design changes, reviews, and decisions in one system to reduce rework and speed up design and compliance workflows.
Category: AI Copilots & Workflow Automation.
Funding stage: Pre Seed.
Founded: 2025.
Country: United States.
Employees: 2-10 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
Seed
announced 2026-06-01
: 4700000 USD
; source: Antler
; https://www.antler.co/blog/announcing-the-spring-2026-u-s-portfolio-showcase
-
Seed
announced 2025-09-01
: 200000 USD
; investors: Antler
; source: Dealroom
; https://app.dealroom.co/companies/tandem_29
Company timeline
-
2026-06-01:
Added founder-led credibility and early team-building for AI-native hardware engineering
(gtm)
. Tandem’s LinkedIn presence shows the company recruiting a machine learning engineer and publicly reinforcing the message that it is building an AI-native platform for hardware engineering.
Source: Tandem LinkedIn.
https://www.linkedin.com/company/tandem-intelligence
-
2026-06-01:
Seed
(funding)
. Amount: USD 4.7M
Source: Antler.
https://www.antler.co/blog/announcing-the-spring-2026-u-s-portfolio-showcase
-
2026-05-01:
Built an SEO and comparison-content engine around hardware traceability
(gtm)
. In May 2026, Tandem’s blog shifted into a high-volume library of comparison pages, glossaries, checklists, and how-to guides about design rationale, traceability, and review workflows.
Source: Tandem Blog.
https://blog.tandemai.io/
-
2026-05-01:
Broadened the product story into CAD-native workflow modules and enterprise trust signals
(gtm)
. By spring 2026, Tandem’s website presented a more complete product suite—Design Sessions, Requirements Workspace, Review & Context, Assist, and upcoming formal packet export—while also emphasizing CAD integrations and security for sensitive hardware programs.
Source: Tandem website.
https://tandemai.io/
-
2026-05-01:
Founding engineer hiring push
(hr)
. Tandem's LinkedIn updates later said it was hiring founding engineers, including Founding Engineer and Founding Forward Deployed Engineer roles in San Francisco.. Team size observed: 2-10 employees employees.
Source: Tandem LinkedIn updates.
https://www.linkedin.com/company/tandem-intelligence
-
2026-01-01:
Expanded educational content around hardware decision-making and AI limits
(gtm)
. In late 2025 and early 2026, Tandem published a series of articles explaining why hardware decisions, timing, and rationale capture matter, reinforcing the product as an engineering-memory layer for technical buyers.
Source: Tandem blog.
https://tandemai.io/blogs/thoughts-the-curve-nobody-draws
Daqstra
Website: daqstra.com
Daqstra is an AI-native platform for data acquisition, orchestration, and real-time control of physical test systems, helping engineering teams run closed-loop hardware workflows with human approval in the loop.
Category: AI Copilots & Workflow Automation.
Founded: 2025.
Country: United States.
Employees: 2-10 employees.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
seed
announced 2026-01-01
: 500000 USD
; investors: Y Combinator
; source: Y Combinator
; https://www.ycombinator.com/deal/
Company timeline
-
2026-07-01:
Announced YC Summer 2026 and pushed early customer onboarding
(gtm)
. Daqstra announced it was joining Y Combinator's Summer 2026 batch and said it was onboarding a handful of early customers, while emphasizing engineer-in-the-loop AI that observes, reasons, and acts on real hardware.
Source: LinkedIn.
https://www.linkedin.com/company/daq-stra
-
2026-07-01:
Repositioned from a narrow test tool to a structured physical-R&D platform with industry solutions
(gtm)
. By mid-2026, the website reframed Daqstra as the operating layer for complex test infrastructure with distinct Edge, Hub, and API products, plus solution pages for aerospace, energy, and robotics.
Source: Daqstra website.
https://www.daqstra.com/company/about
-
2026-07-01:
Announced Y Combinator Summer 2026 participation
(hr)
. Daqstra posted that it was joining the Y Combinator Summer 2026 batch.. Team size observed: 2-10 employees employees.
Source: LinkedIn.
https://www.linkedin.com/company/daq-stra
-
2026-03-13:
Published a customer proof point around the Dispatch heat-shield test
(gtm)
. Daqstra published a March 2026 case study showing SEDS UCSD using its platform throughout a Dispatch static-fire campaign, including sensor orchestration, valve sequencing, contextualized logging, and automated abort logic.
Source: Medium.
https://daqstra.medium.com/how-a-college-rocketry-team-professionally-tested-a-yc-startups-heat-shield-3cdc15b320e2
-
2026-03-13:
Dispatch static-fire case study shows end-to-end orchestration in live testing
(product)
. Daqstra published a March 13, 2026 case study showing SEDS UCSD using the platform across development, validation, and a live static-fire test for YC-backed Dispatch, including sensor orchestration, remote controls, contextualized logging, and custom abort logic through the API. ([daqstra.medium.com](https://daqstra.medium.com/how-a-college-rocketry-team-professionally-tested-a-yc-startups-heat-shield-3cdc15b320e2?source=user_profile_page---------0-------------19b35ab7fdac----------------------))
Source: Daqstra Medium.
https://daqstra.medium.com/how-a-college-rocketry-team-professionally-tested-a-yc-startups-heat-shield-3cdc15b320e2?source=user_profile_page---------0-------------19b35ab7fdac----------------------
-
2026-02-01:
Opened up evaluation access and broadened from rocket-test use cases toward adjacent physical R&D
(gtm)
. Daqstra said it was actively building, opening access for teams to evaluate the layer in real workflows, and noted that the platform was already in use on rocket engine test stands with some biotech applications starting to appear.
Source: LinkedIn.
https://www.linkedin.com/company/daq-stra
Embedd
Website: embedd.it
Embedd builds AI powered tools that turn chip documentation into machine readable hardware models to speed up firmware generation, validation, and compliance.
Category: AI Copilots & Workflow Automation.
Founded: 2023.
Country: United Kingdom.
Employees: 11-50.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
pre-seed
announced 2026-08-24
: 2310000 EUR
; investors: Seedcamp, Cocoa, Connect Ventures, 2100 Ventures, Vesna Capital, U.ventures, Underline Ventures, Common Magic, Roosh Ventures
; source: The Recursive
; https://www.therecursive.com/embedd-raises-eur2-31m-to-build-software-infrastructure-for-physical-ai
-
pre-seed
announced 2023-01-08
; investors: Connect Ventures, Sarah Drinkwater, u.ventures, Vesna Capital
; source: Nordic9 on Embedd funding round
; https://nordic9.com/news/embedd-it-in-a-pre-seed-funding-round-with-connect-ventures
Company timeline
-
2026-08-24:
Pre-seed
(funding)
. Amount: EUR 2.31M. Investors: Seedcamp, Cocoa, Connect Ventures, 2100 Ventures, Vesna Capital, U.ventures, Underline Ventures, Common Magic, Roosh Ventures
Source: The Recursive.
https://www.therecursive.com/embedd-raises-eur2-31m-to-build-software-infrastructure-for-physical-ai
-
2026-08-24:
Microchip work becomes public
(gtm)
. Embedd said it was working with multiple chipmakers and named Microchip Technology as a recent customer while describing Zephyr support work.
Source: The Recursive.
https://www.therecursive.com/embedd-raises-eur2-31m-to-build-software-infrastructure-for-physical-ai
-
2026-08-24:
Product snapshot
(product)
. Embedd’s current product is an AI powered embedded software platform that converts chip documentation into machine readable hardware models and generates firmware integration artifacts.
Source: Embedd.it homepage.
https://embedd.it
-
2025-09-23:
MCU configurator launches
(product)
. Embedd launched a free cross vendor MCU configurator that lets engineers visually configure devices and generate device trees and overlays.
Source: PR Newswire.
https://www.prnewswire.com/news-releases/embedd-promises-freedom-from-mcu-supplier-lock-in-with--ai-enabled-cross-vendor-mcu-configuration-tool-302563420.html
-
2025-08-01:
Senior embedded engineer hiring
(hr)
. Michael Lazarenko posted that Embedd was hiring a senior embedded engineer.
Source: Michael Lazarenko LinkedIn profile.
https://www.linkedin.com/posts/michaellazarenko_were-hiring-a-senior-embedded-engineer-activity-7351956704470736896-JECi
-
2023-12-01:
Team size appears in the low tens
(hr)
. Dealroom listed Embedd at 11 to 50 employees.
Source: Dealroom profile for Embedd it.
https://app.dealroom.co/companies/embedd_it
Agentrys
Website: agentrys.ai
Agentrys builds agentic design automation software for semiconductor teams. Its platform uses AI agents to automate and improve chip design workflows inside a customer’s own environment.
Category: AI Copilots & Workflow Automation.
Funding stage: Seed.
Founded: 2025.
Country: United States.
Employees: small team.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
pre-seed
announced 2026-08-26
: 5400000 USD
; investors: MediaTek
; source: Agentrys
; https://agentrys.ai/news/agentrys-raises-24-5-million
-
seed
announced 2026-08-26
: 19100000 USD
; investors: Etna Labs
; source: Agentrys
; https://agentrys.ai/news/agentrys-raises-24-5-million
Company timeline
-
2026-08-27:
HR snapshot
(hr)
. Agentrys is a small team that is hiring actively for research, AI infrastructure, and solutions roles. Public materials show a founding team plus several open positions in San Jose, Austin, and Taiwan.
Source: Team — Agentrys.
https://agentrys.ai/team
-
2026-08-27:
Product snapshot
(product)
. Agentrys Studio is an agentic design automation platform for semiconductor teams. It supports conversational workflow creation, multi agent execution, self improving loops, agent native tools, and deployment inside customer environments.
Source: Agentrys.
https://agentrys.ai/product
-
2026-08-26:
Pre-seed
(funding)
. Amount: USD 5.4M. Investors: MediaTek
Source: Agentrys.
https://agentrys.ai/news/agentrys-raises-24-5-million
-
2026-08-26:
Seed
(funding)
. Amount: USD 19.1M. Investors: Etna Labs
Source: Agentrys.
https://agentrys.ai/news/agentrys-raises-24-5-million
-
2026-08-01:
Composable Silicon published
(product)
. Agentrys published an autonomous multi agent chip design case study and said it produced AgentCore, a sign off clean 32 bit processor.
Source: Agentrys research index.
https://agentrys.ai/research/composable-silicon
-
2026-08-01:
NVIDIA Inception membership
(gtm)
. Agentrys said it joined NVIDIA Inception to accelerate product development and collaboration.
Source: Agentrys LinkedIn company page.
https://www.linkedin.com/company/agentrys
CloudNC
Website: cloudnc.com
CloudNC builds AI software that speeds up CNC programming and helps machine shops automate parts of the manufacturing workflow.
Category: AI Copilots & Workflow Automation.
Founded: 2015.
Country: United Kingdom.
Employees: unknown.
Landscape fit: Added through Axomap MCP.
Funding rounds
-
venture financing
announced 2026-09-09
: 20000000 USD
; investors: Nimble Ventures, Calculus Venture Capital, Entrepreneur First, LM Ventures, Lockheed Martin’s venture capital fund
; source: CloudNC | Newsroom
; https://www.cloudnc.com/news-room/cloudnc-raises-20m-to-expand-ai-tools-for-precision-machining
-
Series B
announced 2022-06-21
: 45000000 USD
; investors: Autodesk, Lockheed Martin, British Patient Capital, Atomico, Episode 1 Ventures, QVentures
; source: CloudNC | Newsroom
; https://www.cloudnc.com/news-room/cloundnc-raises-45million
Company timeline
-
2026-09-09:
Venture financing
(funding)
. Amount: USD 20M. Investors: Nimble Ventures, Calculus Venture Capital, Entrepreneur First, LM Ventures, Lockheed Martin’s venture capital fund
Source: CloudNC | Newsroom.
https://www.cloudnc.com/news-room/cloudnc-raises-20m-to-expand-ai-tools-for-precision-machining
-
2026-09-09:
HR snapshot
(hr)
. CloudNC is publicly recruiting across engineering, machining, support, business development, CAM programming, and marketing related roles. The evidence supports active hiring, but not a reliable current headcount.
Source: CloudNC careers page.
https://www.cloudnc.com/careers
-
2026-09-09:
Product snapshot
(product)
. CAM Assist is CloudNC's AI software for CNC programming and machining workflow support. It helps machine shops generate machining strategies and toolpaths, check machinability, recommend cutting parameters, and support quoting and tool selection.
Source: CloudNC | About CloudNC and CAM Assist.
https://www.cloudnc.com/about-us
-
2026-09-01:
CloudNC posts broad hiring mix
(hr)
. CloudNC's careers page shows current openings across engineering, machining, support, business development, CAM programming, and marketing related roles.
Source: CloudNC careers page.
https://www.cloudnc.com/careers
-
2026-08-04:
CAM Assist becomes available for GibbsCAM
(product)
. CloudNC announced CAM Assist for GibbsCAM users and extended its AI assisted programming into another CAM workflow.
Source: CloudNC | Newsroom.
https://www.cloudnc.com/news-room/cam-assist-the-first-ai-plug-in-for-cam-is-now-available-for-gibbscam
-
2026-07-01:
CloudNC adds cutting parameters feature
(product)
. CloudNC introduced Cutting Parameters Explorer inside CAM Assist to help machinists set feeds and speeds faster.
Source: CloudNC | Blog.
https://www.cloudnc.com/blog/can-ai-really-set-cnc-cutting-parameters
