The autonomous hardware design platform
From a written specification to a finished, manufacturable circuit board — autonomously. SpecGens AI is the first autonomous hardware design platform, starting with cameras.
The problem
Every printed circuit board goes through design, fabrication, test — then fails and respins, usually two to four times. Each cycle burns weeks and thousands of dollars before a board works.
The insight
A compiler turns source code into a working program — deterministically, first time. Hardware works the opposite way: design, build, test, fail, repeat. We are building the hardware compiler: specification in, working board out.
The category we are creating: autonomous hardware design.
Where we play
Like self-driving, autonomy is defined by where the human sits. Every competitor today builds a better co-pilot. The open category is full autonomy in a bounded domain.
How it works
Input
A one-line intent, refined by our Architect agent into a complete, frozen spec the customer approves.
Autonomous
Agents architect, design, lay out and self-verify against the approved spec — no human in the loop.
Output
Everything needed to build it, trust it, and understand it — produced autonomously.
A non-engineer can't judge a layout — but can absolutely judge a specification. They approve what they understand; the system proves the board matches it. An unverifiable promise becomes a verifiable one.
Worked example
The customer types
“Doorbell camera — PoE, Wall-AC powered, 5MP, 120-degree square field of view, minimum distance 20cm, 30 frames/sec, max $85.”
Spec-compliance matrix — every requirement, mapped to evidence
Honestly out of scope: EMC pre-scan and C-mount first-article inspection — disclosed, not hidden.
Why we win
| SpecGens | Flux | Jitx | Circuit Mind | |
|---|---|---|---|---|
| Full workflow to layout | ● | ● | ◐ | ✕ |
| Autonomous (no engineer in loop) | ● | ✕ | ✕ | ✕ |
| Expert-encoded, not generic LLM | ● | ◐ | ◐ | ◐ |
| Vendor-approved BOM | ● | ✕ | ✕ | ✕ |
| Country-of-origin built in | ● | ✕ | ✕ | ✕ |
| Non-engineer friendly | ● | ◐ | ✕ | ✕ |
| Camera vertical depth | ● | ✕ | ✕ | ✕ |
The market
TAM
Global pre-design spend by camera hardware companies
SAM
US SMB camera hardware companies we can reach
SOM
Realistic ARR within three years (~2.5% of SAM)
Tailwinds accelerating demand
Strategy
Every board manufactured through the platform is a labeled data point — this design, this layout, worked or didn't on first build.
That dataset compounds. A competitor with more capital but a later start can never manufacture their way to the same accumulated first-build data.
Defensible by data, not features.
Business model
Because the unit of value is a completed design, we price per board or per design — not per seat. This sidesteps the churn that kills tool subscriptions: an autonomous design service isn't ripped out when a customer hires an engineer; it absorbs the work the engineer would have outsourced.
A $50–150K design contract or a $180K+ engineering hire.
Per design or per board — outcome-based, not seat-based.
Absorbs outsourced work; grows with the customer, not against them.
Roadmap
Now
Wired cameras or pre-certified modules. Connectivity, rules, manufacturability — fully checkable. Honest, narrow, defensible.
Next
Power, signal integrity, thermal. Each validated class widens the guaranteed envelope and board complexity we can take on.
Then
EMC pre-scan partners and a library of pre-validated building blocks. Each respin observed trains the loop.
Moat
Accumulated first-build data on what works — an advantage later entrants cannot replicate at any funding level.
Join the early access list and be among the first teams to go from a one-line specification to a finished, manufacturable camera board — autonomously.
No spam. We'll reach out personally when access is ready for your use case.