Verification
- Candidates outside operating limits or below confidence thresholds are blocked.
- QA and operations confirm product, safety, and business targets before line trials.
Five approval gates, every decision preserved.
Gate 1 — Requirements approval
Experts confirm objectives, constraints and scoring priorities.
Gate 2 — Candidate approval
Experts approve candidates that may move into simulation.
Gate 3 — Physical validation approval
Experts approve the test plan, risks and recommended setpoints.
Gate 4 — Production approval
Operators and technical experts approve the production instruction.
Gate 5 — QA and release approval
Authorized experts approve the final result and product release.
At every gate an expert can approve, reject, request changes, annotate, explain an exception or assign a follow-up. The decision and its reason are preserved.
AI explores and evaluates. Experts approve and decide.
AI executes repeatable, searchable, calculation-heavy and document-heavy work; experts control objectives, exceptions, scientific judgment, safety, approvals and product release.
AI executes repeatable, searchable, calculation-heavy and document-heavy work; experts control objectives, exceptions, scientific judgment, safety, approvals and product release.
QA verification
Inline + lab cross-check before release
- 14.1%pass
Protein
target 14.0 ±0.5%
- 5.9%pass
Fat
target 6.0 ±0.4%
- 842 IU/gpass
Vitamin A
target ≥ 800 IU/g
- 63 ppmpass
Iron (NaFeEDTA)
target ≥ 60 ppm
- 11.8%pass
Moisture
target ≤ 12%
- 1.2 µg/kgpass
Aflatoxin B1
target ≤ 5 µg/kg
Every batch proven against its own spec
NIR scans, inline sensors and lab assays are reconciled against the recipe spec. Nothing leaves the warehouse until each parameter is inside its tolerance — and any deviation creates an investigation task automatically.
- Checks
- 34
- Pass rate
- 100%B-2419
- Lab time
- 42 min
- Inline NIR results reconciled with wet-lab assays automatically.
- Out-of-tolerance reading opens an investigation, blocks release.
- Verified results feed the certificate without re-keying.
Specifications, sampling, deviations, CoA preparation and a complete batch record.
QA acceptance criteria, laboratory and inline results, deviation and root-cause records, lot-to-batch traceability and release documentation.
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