Compliance gateway · AI-generated engineering artefacts
The compliance gateway for AI-generated engineering artefacts.
AI now writes code, tests and requirements in automotive programmes. Domokos records each AI-generated artefact with the model, prompt and response that produced it, keeps it in a hash-chained evidence record, and shows the human review alongside it.
Gap register within 14 days of confirmed evidence access — or no fee. Terms
model recorded · prompt sha256 3f2a…91c0 recorded
reviewer different identity from author · ASIL D recorded
timestamps RFC 3161 · two independent authorities timestamped
Illustrative extract. Every entry is hash-chained and externally timestamped by two independent authorities, normally within 15 minutes of capture. The published open-source verifier checks the chain and every timestamp in an exported bundle.
The problem
AI is in the engineering process. Assessments have not changed.
Assessments under ASPICE 4.0, ISO 26262, ISO/SAE 21434, UN R155 and UN R156 still ask for traceable, independently reviewed evidence. A function an AI assistant wrote, with no record of the model, the prompt, or who reviewed it, is a finding waiting to be written.
You find out six weeks before the assessment.
That's when someone first reads the record end to end — and the only fixes left are the expensive ones: reconstruction, re-review, re-execution, or a finding you carry into the next milestone.
How it works
Record the AI artefact when it's produced, not when it's inspected.
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01
Capture
Each AI-generated artefact in scope is recorded with the model, prompt and raw response its tools expose, imported from their logs or captured through the API; anything missing is marked. An editor extension that captures live, signed with a key that stays on the engineer's machine, is in development and not yet released.
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02
Timestamp
Every entry is hash-chained and externally timestamped by two independent authorities, normally within 15 minutes of capture. The published open-source verifier checks the chain and every timestamp in an exported bundle.
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03
Confirm
Rules suggest the clauses each artefact may be evidence for. Named people review the artefacts and decide which suggestions stand; the record shows who reviewed, when, and whether reviewer and author differ.
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04
Gap register
The deliverable: the evidence an assessor will not find, each gap with a cause and an owner.
Underneath is a general evidence-integrity record: every capture, review and export is an entry in an append-only, hash-chained ledger, and an exported bundle carries every entry needed to check the chain. As EU AI Act obligations develop, the same record of model, prompt, response and human review is available as evidence.
Domokos records and maps evidence. Assessment and conformity decisions are made by people.
Engagements
Readiness
fixed price · 14 days from evidence accessOne programme or one assessment scope, founder-operated with the Domokos platform. First delivery slots from February 2027.
- A written scope, recorded in the ledger; its hash is printed on every deliverable
- A ledger of the AI-generated artefacts in scope, each with its provenance status: complete, partial or absent
- A gap register as CSV and PDF: the evidence an assessor will not find, each gap with a cause and an owner assigned by a person
- A verifiable evidence bundle that carries the gap register and every ledger entry it cites
Each deliverable is produced with the Domokos platform; the founder runs every engagement.
Gap register within 14 days of confirmed evidence access — or no fee. Terms
Continuous
monthlyFor programmes where the record has to stay current between assessments rather than be rebuilt before each one. Founder-operated.
- The record kept current as engineering continues
- The gap register updated every month
- Evidence bundles on request
Monthly. Cancel with 30 days' notice.
Engineering
hourlyNeed it built as well as recorded? Automotive software engineering to your specification.
- Plant and ECU models, V&V and test automation
- FMI/FMU co-simulation, MATLAB/Simulink
- Python, C, C++
What Domokos builds for you is never reviewed or attested by Domokos.
No one honest can guarantee an assessment outcome. Domokos guarantees the delivery date.
Why Domokos
The record-holder has no stake in the verdict.
A record is only worth auditing if whoever holds it gains nothing from the outcome. These are the commitments of the Domokos Neutrality Charter v2.0:
- will notTake revenue of any kind from assessment bodies, notified bodies or technical services while serving organisations they assess
- will notConduct assessments or issue conformity statements
- will notReview or attest anything Domokos built for a client
- will notTake investment, equity or revenue-for-influence from an assessment body, notified body, technical service, Tier 1 supplier or vehicle software producer, or be majority-owned by one
Who holds your record
Ádám Domokos — development engineer working daily on whole-vehicle virtual modelling and hardware-in-the-loop simulation under ASPICE 4.0, ISO 26262 and ISO/SAE 21434. Previously vehicle systems design engineer at a Tier 1 engineering service provider. Works in English, German, Hungarian and Romanian.
Declared — not omitted
Ádám Domokos also builds software for clients as an independent engineer, at agreed rates (the Engineering engagement). What he builds for a client is never reviewed or attested by Domokos.
Nothing from any consulting or engineering engagement enters the Domokos finding corpus: the corpus schema rejects such rows at the write boundary, and a test proves it.
Stating this is cheaper than being found out for it. It is the same principle the product runs on: a declared exception preserves the record, a silent one destroys it.
Domokos is operated independently through Domokos Ádám EV, a registered Hungarian sole proprietorship. It is not affiliated with, endorsed by, or operated on behalf of any employer.
Field guide
The Six-Week Problem
Seven patterns behind most assessment findings, and a 30-minute check to run against your own record. A new edition for AI-generated artefacts is in preparation; subscribe to receive it.
Sent by email via the Domokos Automotive newsletter. Unsubscribe any time.
Your next assessment has a date.
Book 30 minutes. Tell me which assessment is next and when. You'll leave knowing whether your record has the six-week problem — and if Domokos isn't the right fix, I'll say so on the call.
Gap register within 14 days of confirmed evidence access — or no fee. Terms
Prefer email? adam@domokos-automotive.com