AI for Engineering & Product Development: AI-Native Design & CAD contains 12 companies across
1 categories.
Startups using AI to help engineers create, modify, explore, and improve designs, from generative CAD and text-to-CAD to geometry repair and manufacturability feedback.
New category
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: New category.
Funding stage: Series B.
Founded: 2018.
Country: Switzerland.
Employees: 51-200 employees.
Landscape fit: It fits the AI-native design & CAD category because its core product uses AI copilots and physics-aware models to generate and refine CAD-ready design options directly inside engineering workflows.
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 B
announced 2024-05-01
: 27000000 USD
; investors: Forestay Capital, D. E. Shaw Group, Alven, CNB Capital, HTGF, Aster Group
; 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
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
CELUS
Website: celus.io
CELUS is a deep-tech software company that uses AI to automate and accelerate electronics design, helping engineers turn ideas into circuit and PCB designs faster.
Category: New category.
Funding stage: Series A.
Founded: 2018.
Country: Germany.
Employees: 51-200 employees.
Landscape fit: It fits this category because its core product is an AI-driven design platform that automates electronics engineering workflows, including component selection and circuit design, which is adjacent to AI-native CAD/design automation.
Funding rounds
-
Series A
announced 2022-07-01
: 25000000 EUR
; investors: Earlybird Venture Capital, DI Capital, Speedinvest, Plug and Play
; source: CELUS
; https://www.celus.io/news/celus-raises-e25m-in-series-a-funding
-
Seed
announced 2020-02-01
: 1700000 EUR
; investors: Speedinvest, Plug and Play, Dieter Lederer
; source: brutkasten
; https://www.brutkasten.com/artikel/speedinvest-celus/5
Company timeline
-
2026-06-09:
Alif Semiconductor partnership
(gtm)
. CELUS partnered with Alif Semiconductor to accelerate edge AI and IoT development, extending its ecosystem play into another silicon partner.
Source: CELUS.
https://www.celus.io/news/all
-
2026-03-09:
Design assistant and customer engagement repositioning
(gtm)
. CELUS described its platform as capturing design intent in natural language and turning it into structured architecture, reinforcing a front-end design-assistant narrative.
Source: CELUS.
https://www.celus.io/news/transforming-customer-engagement-and-design-experience
-
2026-01-27:
Atlantik Elektronik partnership
(gtm)
. CELUS partnered with Atlantik Elektronik to embed design intelligence into a distributor and design-in specialist ecosystem.
Source: CELUS.
https://www.celus.io/news/celus-and-atlantik-elektronik-partner-to-accelerate-the-future-of-hardware-design
-
2025-12-17:
AGS Devices integration becomes live
(gtm)
. CELUS announced the platform was live on AGS Devices' site, making the partnership an active distribution surface rather than a future plan.
Source: CELUS.
https://www.celus.io/news/celus-and-ags-devices-are-live
-
2025-07-16:
CUBOt gains alternatives assistance in BOM selection
(product)
. CELUS launched CUBOt for Alternatives so users can ask questions about alternative components directly in the BOM workflow with referenced answers. ([celus.io](https://www.celus.io/knowledge/2025.07.16?utm_source=openai))
Source: CELUS.
https://www.celus.io/knowledge/2025.07.16
-
2025-06-03:
AGS Devices partnership goes live
(gtm)
. CELUS and AGS Devices launched a co-branded distribution motion that embeds the CELUS platform into AGS's sourcing ecosystem.
Source: CELUS.
https://www.celus.io/news/celus-and-ags-devices-partner-to-streamline-electronics-design-and-sourcing
Kyrall
Website: kyrall.com
Kyrall is an AI-powered design automation startup that turns rough ideas into manufacturable 3D CAD models in seconds, with a focus on functional parts for hardware teams.
Category: New category.
Funding stage: Seed.
Founded: 2025.
Country: Germany.
Employees: 2-10 employees (LinkedIn; discover all 11 employees).
Landscape fit: It fits the AI-native design/CAD category because it explicitly markets an AI design agent for 3D functional design, batch generation, design exploration, and native CAD output for engineers using tools like Onshape.
Company timeline
-
2026-05-01:
Current hiring push for AI-native design automation roles
(hr)
. Osama Atwi posted that Kyrall is hiring in Munich with open roles in Machine Learning, Data Pipelines, and Full-Stack Engineering. ([de.linkedin.com](https://de.linkedin.com/in/osama-atwi-abb367197?utm_source=openai)). Team size observed: 2-10 employees (LinkedIn; discover all 11 employees) employees.
Source: LinkedIn.
https://de.linkedin.com/in/osama-atwi-abb367197
-
2026-04-24:
Positioning defense against generic text-to-CAD criticism
(gtm)
. A blog post argued that Kyrall should not be judged by simplistic text-to-CAD expectations and instead should be understood as tooling for real engineering outcomes and design intent.
Source: Kyrall Ghost blog.
https://kyrall.ghost.io/
-
2026-04-24:
Kyrall strengthens the text-to-CAD defense and intent-preservation narrative
(product)
. Kyrall published a post responding to common critiques of text-to-CAD and emphasizing that design intent is not preserved in STL, reinforcing its focus on manufacturable outputs and better representation formats. ([kyrall.ghost.io](https://kyrall.ghost.io/?utm_source=openai))
Source: Kyrall Ghost blog.
https://kyrall.ghost.io/
-
2026-04-24:
Kyrall emphasizes result-first 3D design and CAD export
(product)
. Kyrall argued that users need the right manufacturable result, not full manual control, and said the system should generate geometry from intent and export to STEP or native CAD formats. ([kyrall.ghost.io](https://kyrall.ghost.io/you-dont-need-full-control-in-3d-design-you-need-the-right-result/?utm_source=openai))
Source: Kyrall Ghost blog.
https://kyrall.ghost.io/you-dont-need-full-control-in-3d-design-you-need-the-right-result/
-
2026-04-01:
Product positioning sharpened around native CAD and batch generation
(gtm)
. Kyrall showcased a workflow that generates hundreds of robotic gripper variants directly inside Onshape, emphasizing native CAD files with editable feature trees.
Source: Kyrall LinkedIn.
https://www.linkedin.com/company/kyrall
-
2026-03-01:
Ecosystem credibility through Bavaria Makes membership
(gtm)
. Kyrall announced it joined Bavaria Makes, linking the company to a broader additive manufacturing network in Europe.
Source: Kyrall LinkedIn.
https://www.linkedin.com/company/kyrall
Backflip
Website: backflip.ai
Backflip is an AI-native 3D design company that turns text, sketches, photos, or 3D scans into editable, manufacturable CAD and 3D models.
Category: New category.
Funding stage: Series A.
Founded: 2022.
Country: United States.
Employees: 2-10 employees.
Landscape fit: It fits the AI-native CAD category because its core product uses AI to generate and reconstruct CAD-ready 3D geometry from text-to-3D, image-to-3D, and mesh-to-CAD workflows, directly accelerating engineering and product design. ([backflip.ai](https://www.backflip.ai/mesh-to-cad))
Funding rounds
-
Series A
announced 2024-12-01
: 30000000 USD
; investors: NEA, Andreessen Horowitz, Kevin Scott, Rich Miner, Ashish Vaswani
; source: Business Wire
; https://www.businesswire.com/news/home/20241218887310/en/Backflip-Releases-AI-Model-That-Turns-Text-Into-Physical-Reality-Backed-By-%2430M-from-NEA-and-Andreessen-Horowitz
Company timeline
-
2026-06-01:
Active hiring page with engineering openings
(hr)
. Backflip’s careers page is live and current Ashby listings show open engineering roles, including Senior AI Systems Engineer and Software Engineer, plus a general-interest application path.. Team size observed: 2-10 employees employees.
Source: Backflip AI website and Ashby job listings.
https://www.backflip.ai/
-
2025-11-01:
Introduced self-serve pricing for Idea to Mesh
(gtm)
. Backflip added transparent pricing for its Idea to Mesh product, including Standard, Pro, Business, and Enterprise tiers with a free trial and credit-based usage limits.
Source: Backflip pricing page.
https://www.backflip.ai/pricing
-
2025-07-01:
Founder CEO transition
(hr)
. Joshua Ernst said he was transitioning out of the CEO role at Backflip and that co-founder Jake Rome would lead the company.. Team size observed: 2-10 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/joshuaernst_today-im-pleased-to-share-a-personal-update-activity-7373728624908230656-00F5
-
2024-12-19:
Backflip launch and initial hiring push
(hr)
. Greg Mark announced Backflip’s launch and said the team was hiring the best and brightest.. Team size observed: 2-10 employees employees.
Source: Backflip AI blog.
https://www.backflip.ai/blog/2024-12-19-announcing-backflip
-
2024-12-19:
Launch of Backflip foundation model for idea-to-3D creation
(gtm)
. Backflip publicly launched with a first foundation model that converts text, drawings, and phone photos into 3D models, framing the product around accelerating hardware innovation and future engineering workflows.
Source: Backflip blog: Announcing Backflip.
https://www.backflip.ai/blog/2024-12-19-announcing-backflip
-
2024-12-19:
Launch of Backflip's first foundation model for text/image-to-3D
(product)
. Backflip launched its first foundation model and described inputs from text, drawing, and phone photos that could be converted into 3D models for real-world use.
Source: Backflip blog.
https://www.backflip.ai/blog/2024-12-19-announcing-backflip
Zoo
Website: zoo.dev
Zoo builds AI-native CAD software and hardware-design infrastructure, including Zoo Design Studio and Zookeeper, a conversational CAD agent that turns prompts into editable B-rep geometry.
Category: New category.
Funding stage: Seed.
Founded: 2021.
Country: United States.
Employees: 11-50 employees.
Landscape fit: It fits this category because its core product uses AI to help engineers and product teams generate, modify, and reason about CAD designs in a modern design workflow.
Funding rounds
-
Seed VC-III
announced 2023-10-01
: 5000000 USD
; investors: Venrex, Bernie Lagrange, Gaingels, Kelvin Beachum, Liquid 2 Ventures, Madrona Venture Group, Matt Terrell, Nat Friedman, Tom Preston-Werner's Family Office, USC Viterbi School of Engineering, Undeterred Capital
; source: CB Insights
; https://www.cbinsights.com/company/kittycad/financials
-
Seed
announced 2023-06-01
: 5000000 USD
; investors: Venrex Partners, Liquid 2 Ventures, Undeterred Capital, USC Viterbi School of Engineering, Gaingels, Madrona, Tom Preston-Werner, Nat Friedman, Kelvin Beachum, Matt Terrell
; source: Venture Scout
; https://www.venturescout.io/p/zoo
-
Seed
announced 2023-02-01
: 5100000 USD
; investors: Embedded Ventures, Venrex Partners
; source: Owler
; https://www.owler.com/company/kittycad/funding
-
Pre-seed
announced 2021-01-01
: 0 USD
; source: PR Newswire / KittyCAD
; https://www.prnewswire.com/news-releases/kittycad-announces-product-launch-the-api-for-hardware-designers-301586327.html
Company timeline
-
2026-06-08:
Zoo Design Studio v1.2.16 release added GD&T cylindricity and selection filters
(product)
. The June 8, 2026 release of Zoo Design Studio added GD&T cylindricity annotation and scene selection filter controls. ([docs.zoo.dev](https://docs.zoo.dev/design-studio/download))
Source: Zoo docs download page.
https://docs.zoo.dev/design-studio/download
-
2026-06-01:
Zoo careers page shows a broad hiring cluster
(hr)
. Zoo's careers page currently lists multiple open roles, including CAD Graphics Engine Software Engineer, Lead Machinist, Lead Manufacturing Engineer, Senior Designer, Senior Software Engineer (Cloud Infrastructure), Senior Software Engineer (Frontend), Senior Software Engineer (Language Development), Senior Systems Software Engineer, and a General Application.. Team size observed: 11-50 employees employees.
Source: Zoo careers page.
https://zoo.dev/careers
-
2026-05-28:
Sketch mode redesigned with a new constraint solver
(product)
. Zoo completely redid sketch mode in Design Studio with a fully integrated constraint solver, construction geometry, and more flexible sketching. ([zoo.dev](https://zoo.dev/blog/announcing-solver?utm_source=openai))
Source: Zoo blog.
https://zoo.dev/blog/announcing-solver
-
2026-03-06:
Zookeeper gained file uploads
(product)
. Zoo upgraded Zookeeper so users can upload images and documents such as PDFs and DXFs for design assistance. ([zoo.dev](https://zoo.dev/blog/whats-new-mar-2026))
Source: Zoo blog.
https://zoo.dev/blog/whats-new-mar-2026
-
2026-02-05:
Zoo added Zookeeper
(product)
. Zoo launched Zookeeper, a conversational CAD agent built into Zoo Design Studio that turns prompts into editable CAD models. ([zoo.dev](https://zoo.dev/press/zoo-introduces-zookeeper?utm_source=openai))
Source: Zoo press/blog.
https://zoo.dev/press/zoo-introduces-zookeeper
-
2026-02-05:
Zookeeper launches and Zoo adds self-hosted enterprise deployment
(gtm)
. Zoo launched Zookeeper, a conversational CAD agent inside Zoo Design Studio, and announced self-hosted Zoo engines in customer data centers for enterprise customers.
Source: Zoo press release and blog.
https://zoo.dev/press/zoo-introduces-zookeeper
Adam
Website: adam.new
Adam is an AI-powered CAD company that turns text prompts into parametric 3D designs and helps engineering teams iterate faster in mechanical design workflows.
Category: New category.
Funding stage: Seed.
Founded: 2025.
Country: United States.
Employees: 2-10 employees.
Landscape fit: It fits this category because its core product is AI-native design/CAD: it generates and edits parametric CAD models from natural language, and it is explicitly building an AI copilot for professional CAD workflows.
Funding rounds
-
Seed
announced 2025-10-01
: 4100000 USD
; investors: TQ Ventures, 468 Capital, Pioneer, Script Capital, Transpose Platform, Tim Glaser, Trevor Blackwell, Theo Browne
; source: Adam
; https://adam.new/seed
Company timeline
-
2026-06-10:
Team size observed
(hr)
. Public source shows a team size of 2-10 employees employees.. Team size observed: 2-10 employees employees.
Source: LinkedIn.
https://www.linkedin.com/company/adamcad
-
2026-06-01:
Tiered pricing and enterprise packaging introduced
(product)
. Adam’s pricing page now offers Standard, Pro, and Enterprise plans, with enterprise access to co-pilot and finetuned models plus usage-based pricing. ([adam.new](https://adam.new/pricing))
Source: Adam pricing.
https://adam.new/pricing
-
2026-06-01:
Moved from standalone creation to hardware-team copilot
(product)
. Adam’s current product page presents it as an AI agent for hardware teams with skills across CAD, research, sourcing, and engineering documentation, including workflows like design reviews, BOM cleanup, ECO packets, RFQs, and factory handoff. ([adam.new](https://adam.new/creative-mode))
Source: Adam homepage.
https://adam.new/
-
2026-05-01:
Slider interaction redesign
(product)
. Adam rebuilt the slider interaction after identifying usability issues, improving hit area, feedback, range perception, and mobile-versus-desktop behavior. ([adam.new](https://adam.new/new-slider?utm_source=openai))
Source: Adam blog.
https://adam.new/new-slider
-
2026-03-01:
Launched Creative Mode for conversational mesh editing
(gtm)
. Adam rolled out a 3D mesh editor called Creative Mode to let users iteratively edit meshes through conversation, with examples aimed at 3D printing and organic creative modeling.
Source: Adam blog.
https://adam.new/blog/mesh-editor
-
2026-03-01:
Creative Mode launched for conversational mesh editing
(product)
. Adam rolled out Creative Mode, a 3D mesh editor that lets users generate and iteratively refine meshes through conversation, including prompts like making a model more printable. ([adam.new](https://adam.new/creative-mode?utm_source=openai))
Source: Adam blog.
https://adam.new/creative-mode
JITX, Inc.
Website: jitx.com
JITX is an AI-driven electronic design platform that automates circuit board and hardware design by turning engineering requirements into inspectable design code and generated schematics/layouts.
Category: New category.
Funding stage: Series A.
Founded: 2017.
Country: United States.
Employees: 11-50 employees.
Landscape fit: It fits this category because it is an AI-native design tool for electronics/CAD: the product uses AI to generate and optimize circuit board designs, schematics, routing, and simulation workflows from requirements and design code.
Funding rounds
-
Series A
announced 2022-09-01
: 12000000 USD
; investors: Sequoia Capital, Y Combinator, FundersClub, Liquid 2 Ventures
; source: JITX
; https://www.jitx.com/blog/series-a-announcement
-
Seed
announced 2018-06-01
: 125000 USD
; investors: Y Combinator
; source: Dealroom
; https://app.dealroom.co/companies/jitx_com
Company timeline
-
2026-06-10:
Enterprise packaging and deployment options became explicit
(product)
. JITX’s plans page now shows free/open, proprietary, and enterprise offerings with PLM, KiCad, Altium, Mentor Graphics, and Siemens Expedition integrations, plus air-gapped installation and dedicated support. ([jitx.com](https://www.jitx.com/plans))
Source: Plans.
https://www.jitx.com/plans
-
2026-06-01:
Open Senior Software Engineer role posted on Lever
(hr)
. JITX's Lever jobs page currently lists a hybrid Senior Software Engineer position in Berkeley, California.. Team size observed: 11-50 employees employees.
Source: Lever / JITX Careers.
https://jobs.lever.co/jitxinc
-
2026-04-01:
CEO posted that JITX is hiring Founding Sales Reps
(hr)
. Founder/CEO Duncan Haldane publicly said JITX is hiring Founding Sales Reps and that the role will work directly with him to build the sales motion.. Team size observed: 11-50 employees employees.
Source: LinkedIn.
https://www.linkedin.com/posts/duncan-haldane_jitx-is-building-ai-native-design-automation-activity-7437624567931543552-1kcU
-
2025-09-30:
Repositioned around Python-based high-frequency board automation
(gtm)
. JITX’s 2025 product update emphasized Python-based design, constraint-driven autorouting, HFSS-in-the-loop optimization, RF/package routing improvements, and an early-access launch for the Python version.
Source: What's new in JITX 2025?.
https://blog.jitx.com/jitx-corporate-blog/whats-new-in-jitx-2025
-
2025-09-30:
Constraint-driven autorouting and SI optimization loop expanded
(product)
. JITX described a code-based constraint system, automated constraint authoring, and a router that directly generates layouts meeting rules, plus an optimization loop with HFSS simulation. ([blog.jitx.com](https://blog.jitx.com/jitx-corporate-blog/whats-new-in-jitx-2025))
Source: What's new in JITX 2025?.
https://blog.jitx.com/jitx-corporate-blog/whats-new-in-jitx-2025
-
2025-09-30:
Python-first product direction announced
(product)
. JITX said it would launch a Python version of the product in Q4 2025 and described the move from its prior Stanza-based DSL to Python. ([blog.jitx.com](https://blog.jitx.com/jitx-corporate-blog/whats-new-in-jitx-2025))
Source: What's new in JITX 2025?.
https://blog.jitx.com/jitx-corporate-blog/whats-new-in-jitx-2025
Diode Computers, Inc.
Website: diode.computer
Diode designs and manufactures custom circuit boards using AI, from early concept through volume production, with code-based schematic generation, review, and manufacturing workflows.
Category: New category.
Funding stage: Series A.
Founded: 2024.
Country: United States.
Employees: 2-10 employees.
Landscape fit: It fits the AI-native design/CAD category because it treats PCB and circuit-board design as code, uses AI to generate and validate designs, and exports into traditional EDA tools for manufacturing.
Funding rounds
-
Series A
announced 2025-07-01
: 11400000 USD
; investors: Andreessen Horowitz, Y Combinator, BoxGroup, Caffeinated Capital
; source: Diode Computers Blog
; https://blog.diode.computer/series-a-announcement
-
Seed
announced 2024-08-01
: 125000 USD
; investors: Y Combinator
; source: Dealroom
; https://app.dealroom.co/companies/diode_computers
Company timeline
-
2026-06-01:
Homepage adds explicit package tiers and enterprise bringup motion
(gtm)
. Diode's site currently presents a tiered commercial offer with Small, Medium, Large, and Enterprise packages, instant quote, schedule-a-meeting CTA, and bringup support.
Source: Diode homepage.
https://www.diode.computer/
-
2026-06-01:
Now hiring for engineering roles
(hr)
. The company homepage currently lists open roles for Staff Electrical Engineer and Staff Software Engineer.. Team size observed: 2-10 employees employees.
Source: Diode Computers homepage.
https://www.diode.computer/
-
2026-05-01:
Claude partnership and Zener workflow expansion
(product)
. Diode described a partnership with Anthropic to use Claude across reference design, layout, verification, and bringup, while expanding Zener, the Registry, and simulation-backed checks.
Source: Diode blog.
https://blog.diode.computer/anthropic-partnership
-
2026-02-01:
Staff Electrical Engineer opening posted
(hr)
. A LinkedIn job post for Staff Electrical Engineer in New York, NY was visible in recent crawls.. Team size observed: 2-10 employees employees.
Source: LinkedIn Jobs.
https://www.linkedin.com/jobs/view/staff-electrical-engineer-at-diode-computers-inc-4357653223
-
2026-01-01:
AI reviewer for hardware design
(product)
. Diode introduced an AI electrical-engineering reviewer that inspects schematics, layouts, Zener modules, KiCad projects, and BOMs to find bugs before fabrication.
Source: Diode blog.
https://blog.diode.computer/hardware-review
-
2025-12-12:
Anthropic collaboration becomes public proof of the AI EE reviewer
(gtm)
. Anthropic published a case study on Diode showing how the collaboration helped make Claude better at electrical engineering, including Zener and benchmarked reference designs.
Source: Claude blog.
https://claude.com/blog/making-claude-a-better-electrical-engineer
ToffeeX
Website: toffeex.com
ToffeeX is a physics-driven generative design software platform that uses AI and simulation to help engineers rapidly create and optimize complex thermo-fluid components and other industrial parts.
Category: New category.
Funding stage: Series A.
Founded: 2019.
Country: United Kingdom.
Employees: 11-50 employees.
Landscape fit: It fits AI for Engineering & Product Development because it uses AI-assisted generative design, topology optimization, and physics simulation to help engineers explore and produce manufacturable CAD-like designs faster.
Funding rounds
-
Grant
announced 2023-07-01
: 550000 GBP
; investors: Innovate UK
; source: ToffeeX
; https://toffeex.com/news/toffeex-joins-hydrogen-fuel-cell-drone-propulsion-study/
-
Series A
announced 2022-11-01
: 5000000 GBP
; investors: Presidio Ventures, East Innovate, IQ Capital, Exor Seed, Type One Ventures, Excellis
; source: ToffeeX
; https://toffeex.com/news/toffeeam-secures-5-million-in-series-a-funding/
-
Seed
announced 2020-07-01
: 1000000 GBP
; investors: IQ Capital, Royal Academy of Engineering, Imperial College London Techcelerate
; source: ToffeeX
; https://toffeex.com/news/toffeeam-secures-1-million-in-seed-funding-to-advance-additive-manufacturing-software/
Company timeline
-
2026-06-03:
Parametric Study feature supports parallel design sweeps
(product)
. ToffeeX added Parametric Study so engineers can sweep design parameters across parallel optimization runs and explore solution spaces faster.
Source: ToffeeX.
https://toffeex.com/blog/
-
2026-05-01:
Senior Developer opening posted
(hr)
. ToffeeX posted a Senior Developer (Physics Simulation & Optimisation) job in London.. Team size observed: 11-50 employees employees.
Source: LinkedIn Jobs.
https://uk.linkedin.com/jobs/view/senior-developer-physics-simulation-optimisation-at-toffeex-4374209918
-
2026-04-15:
April 2026 release adds workflow, mesh, and security improvements
(product)
. ToffeeX shipped a broad update including field slicing tools, run queuing, rename-on-duplicate, STL filename preservation, shared material databases, 2FA, refinement levels, a free-slip wall boundary condition, and better natural-convection convergence.
Source: ToffeeX.
https://toffeex.com/whats-new-in-toffeex-april-2026-release/
-
2026-02-05:
Seed design constraint gives users controlled optimization starts
(product)
. ToffeeX introduced seed design to anchor topology optimization around predefined starting geometry.
Source: ToffeeX.
https://toffeex.com/new-feature-release-seed-design-for-controlled-optimization/
-
2026-01-29:
Ansys Discovery plug-in moves ToffeeX into CAE workflows
(gtm)
. ToffeeX launched a plug-in for Ansys Discovery that lets engineering teams run generative design and real-time simulation side by side. ([toffeex.com](https://toffeex.com/toffeex-plug-in-for-ansys-discovery-physics-driven-generative-design-for-thermo-fluid-systems/))
Source: ToffeeX features page.
https://toffeex.com/toffeex-plug-in-for-ansys-discovery-physics-driven-generative-design-for-thermo-fluid-systems/
-
2026-01-29:
Ansys Discovery plug-in connects ToffeeX to everyday CAE workflows
(product)
. ToffeeX released a plug-in for Ansys Discovery that lets teams run generative design and real-time simulation side by side.
Source: ToffeeX.
https://toffeex.com/toffeex-plug-in-for-ansys-discovery-physics-driven-generative-design-for-thermo-fluid-systems/
Quilter
Website: quilter.ai
Quilter is a physics-driven AI platform that automates PCB layout and verification for electronic hardware design, turning board design into a fast, self-serve workflow.
Category: New category.
Funding stage: Series B.
Founded: 2019.
Country: United States.
Employees: 11-50 employees.
Landscape fit: Quilter fits the AI-native design/CAD category because it uses reinforcement-learning-based, physics-first AI to generate and validate circuit board layouts, replacing much of the manual CAD/EDA workflow with autonomous design automation.
Funding rounds
-
Series B
announced 2025-10-01
: 25000000 USD
; investors: Index Ventures
; source: Business Wire
; https://www.businesswire.com/news/home/20251007165399/en/Quilter-Secures-%2425M-Series-B-to-Eliminate-Manual-PCB-Design-with-Physics-Driven-AI
-
Series A
announced 2024-02-01
: 10000000 USD
; investors: Benchmark, Coatue, Root Ventures, Harrison Metal Capital
; source: Quilter Blog
; https://www.quilter.ai/blog/series-a
Company timeline
-
2026-06-01:
Quilter posted a cluster of open roles
(hr)
. Quilter’s careers page shows multiple open positions, including software, ML systems, backend, full stack, platform, and technical project management roles.. Team size observed: 11-50 employees employees.
Source: Quilter careers page.
https://www.quilter.ai/careers
-
2026-05-31:
Blind and buried vias entered active development
(product)
. Quilter said support for blind and buried vias was in active development, extending beyond through-vias only. ([quilter.ai](https://www.quilter.ai/changelog))
Source: Quilter changelog.
https://www.quilter.ai/changelog
-
2026-05-01:
Clearance rules and automated BGA fanouts shipped
(product)
. Quilter began reading clearance rules from input files and added automatic BGA fanout and breakout generation. ([quilter.ai](https://www.quilter.ai/changelog))
Source: Quilter changelog.
https://www.quilter.ai/changelog
-
2026-04-07:
Impedance and project iteration features shipped
(product)
. Quilter added calculated impedance profiles and project-based organization for design iterations. ([quilter.ai](https://www.quilter.ai/changelog))
Source: Quilter changelog.
https://www.quilter.ai/changelog
-
2026-03-26:
Live board bring-up validated Project Speedrun
(gtm)
. Quilter scheduled a public live board bring-up of the AI-designed computer, turning the flagship proof story into a live validation event rather than a static case study. ([quilter.ai](https://www.quilter.ai/project-speedrun/live?utm_source=openai))
Source: Quilter project speedrun live page.
https://www.quilter.ai/project-speedrun/live
-
2026-03-26:
Constraint and setup overhaul
(product)
. Quilter restructured job setup, added ground-net selection, enabled region ground pours, and made candidate review easier in a new full-screen layout. ([quilter.ai](https://www.quilter.ai/changelog))
Source: Quilter changelog.
https://www.quilter.ai/changelog
Flux
Website: flux.ai
Flux is a browser-based, AI-assisted PCB design platform that helps engineers go from prompts and research to schematics, layout, and manufacturable hardware.
Category: New category.
Funding stage: Series B.
Founded: 2019.
Country: United States.
Landscape fit: Flux fits AI-native design/CAD because it uses AI to generate and optimize hardware designs for printed circuit boards, including research, schematics, layout, and manufacturing outputs, rather than just assisting with a traditional CAD workflow.
Funding rounds
-
Series B
announced 2026-02-01
: 27000000 USD
; investors: 8VC, Bain Capital Ventures, Liquid 2 Ventures, Outsiders Fund
; source: Flux
; https://www.flux.ai/p/blog/we-raised-37m-to-take-the-hard-out-of-hardware
-
Series A
announced 2024-08-01
: 10000000 USD
; investors: Outsiders Fund, Bain Capital Ventures
; source: Fortune
; https://fortune.com/2026/02/27/exclusive-flux-backed-8vc-raises-37-million-vibe-code-electronics/
-
Seed
announced 2021-10-01
: 12000000 USD
; investors: Outsiders Fund, Bain Capital Ventures, 8VC, Liquid2VC, Tom Preston-Werner
; source: Business Wire
; https://www.businesswire.com/news/home/20211013005803/en/Flux-Raises-%2412M-to-Reimagine-Collaborative-Electronics-Design
Company timeline
-
2026-05-14:
Steerable agent handles one thread from idea to board
(product)
. Flux introduced a more steerable and adaptive agent that can change course during execution, select components, build schematics, and document decisions.
Source: Flux blog.
https://www.flux.ai/p/blog/new-steerable-hardware-agent
-
2026-05-14:
Flux launches a steerable agent for end-to-end hardware design
(gtm)
. Flux introduced a more steerable, adaptive agent that can change course mid-run and execute a single-threaded workflow from idea to board.
Source: Flux Blog.
https://www.flux.ai/blog
-
2026-03-26:
Customer proof from an Eagle migration case study
(gtm)
. Flux published a customer story showing a long-time Eagle user moving to Flux and citing 2–4x productivity gains from reduced manual part creation.
Source: Flux Blog.
https://www.flux.ai/blog
-
2026-03-13:
Spring update adds multi-step agent execution and deeper sourcing
(product)
. Flux bundled a faster agent, improved Auto-Layout, intern-like multi-step execution, and supply-chain visibility into one broader workflow upgrade.
Source: Flux blog.
https://www.flux.ai/p/blog/spring-2026-updates-faster-ai-better-layouts-smarter-sourcing
-
2026-03-13:
Flux expands into templates, sourcing, and AI-native project context
(gtm)
. Flux introduced templates, a spring update with faster self-correcting AI and sourcing-aware design, and Files for centralized project documentation and AI context.
Source: Flux Blog.
https://www.flux.ai/blog
-
2026-02-12:
Flux agent becomes faster and self-correcting
(product)
. Flux rebuilt its agent with parallel execution, real-time ERC/DRC checks, and faster completion for complex schematic jobs.
Source: Flux blog.
https://www.flux.ai/p/blog/10x-faster-self-correcting-feb-2026-update
nTop
Website: ntop.com
nTop is a computational design and engineering software company that helps teams generate, optimize, and iterate complex product geometries faster than traditional CAD workflows.
Category: New category.
Founded: 2015.
Country: United States.
Employees: 51-200 employees.
Landscape fit: nTop fits AI-native design & CAD because its software automates computational design, implicit modeling, and simulation-driven geometry generation to accelerate engineering and product development, replacing much of the manual iteration in traditional CAD.
Funding rounds
-
Series D
announced 2021-11-01
: 65000000 USD
; investors: Tiger Global, Oldslip Group, Root Ventures, Canaan Partners, DCVC, Haystack, Insight Partners
; source: nTop
; https://www.ntop.com/resources/blog/ntopology-secures-65m-in-series-d-funding/
-
Series C
announced 2020-09-01
: 40000000 USD
; investors: Insight Partners, Grant Verstandig, Root Ventures, Canaan Partners, DCVC, Haystack
; source: nTop
; https://www.ntop.com/resources/blog/ntopology-raised-40m-to-drive-the-future-of-engineering/
-
Series B
announced 2019-07-01
: 20000000 USD
; investors: Canaan Partners
; source: VoxelMatters
; https://www.voxelmatters.com/interview-ntopology-eyes-expansion-with-20-million-investment/
-
Series A
announced 2017-11-01
: 7600000 USD
; investors: Data Collective, Root Ventures, CrunchFund, Haystack, Pathbreaker Ventures, 1517 Fund
; source: 3Druck
; https://3druck.com/en/programs/cad-software-specialist-ntopology-secures-financing-of-over-76-million-5365769/
Company timeline
-
2026-06-01:
JetZero customer story linked nTop to AI-enabled aircraft design
(gtm)
. nTop highlighted its work with JetZero and NVIDIA NemoClaw on next-generation aircraft design, reinforcing its role as the geometry engine in advanced aerospace workflows.
Source: nTop.
https://www.ntop.com/resources/blog/ntop-and-jetzero-are-building-the-next-generation-of-aircraft-design-with-nvidia-nemoclaw/
-
2026-06-01:
Current hiring cluster visible across multiple functions
(hr)
. nTop’s LinkedIn Jobs page shows a cluster of open roles in engineering, product, finance, legal, field solutions, government programs, people operations, and technology partnerships; the careers page also invites candidates to join the team.. Team size observed: 51-200 employees employees.
Source: LinkedIn / nTop Careers.
https://www.linkedin.com/company/ntopology/jobs
-
2026-05-18:
nTop 4.19 simplifies FE meshing from CAD
(product)
. nTop added FE Volume Mesh from CAD, which generates FE volume meshes from CAD in one block and preserves selected CAD faces.
Source: nTop Support.
https://support.ntop.com/hc/en-us/articles/25874324621075-nTop-4-19-What-s-New
-
2026-04-06:
nTop 4.26 adds slice-by-marching-squares
(product)
. nTop added Slice Body by Marching Squares for slicing implicit bodies with large feature sizes and fewer sharpening artifacts.
Source: nTop Support.
https://support.ntop.com/hc/en-us/articles/29239893693331-nTop-4-26-What-s-New
-
2026-04-06:
nTop 4.20 adds natural frequency constraints
(product)
. nTop introduced a Natural Frequency Constraint block for topology optimization and added recent-files navigation plus related block updates.
Source: nTop Support.
https://support.ntop.com/hc/en-us/articles/26536442632083-nTop-4-20-What-s-New
-
2026-04-06:
nTop 5.0 adds implicit-body import, JSON, and viewport workflow updates
(product)
. nTop 5.0 added Import Implicit Body, JSON from Dictionary, Export JSON, and several viewport usability improvements.
Source: nTop Support.
https://support.ntop.com/hc/en-us/articles/30549947119251-nTop-5-0-What-s-New
