>
One grounded, explainable, audited decision on every batch. ForgeQC sits in your batch-release flow — catching defects, off-spec product and label errors before a batch is ever shipped.

Built for food & beverage manufacturers and co-packers, ForgeQC sits in the batch-release flow. Every batch and every product image passes through one API call and returns a single grounded decision — RELEASE, REVIEW or HOLD — with confidence, full reasons, recall-ready traceability and a signed Certificate of Analysis.
A clipboard check is a commodity. ForgeQC detects fill, colour, foreign objects, surface defects and label errors from the pixels, consumes your lab results (Brix/pH/moisture/microbial), and fuses everything into one grounded, explainable batch decision. The AI is advisory only — the evidence always wins.
Fill level, colour, foreign objects, surface defects and labels — measured from the pixels, not eyeballed.
Fill, weight and label / date / batch codes cross-checked against the product spec automatically.
Brix, pH, moisture and microbial results are consumed as inputs — ForgeQC does not itself run lab testing. Honest scope, audit-ready.
Links batches by shared ingredient lot, line and shift — hold one, and every batch at risk in a recall is surfaced instantly.
Hash-chained, signed batch-release certificate — the evidence you hand a food-safety auditor.
Autopilot & copilot that explain and recommend — advisory only; physics and rules always win.


Batch traceability graph — every batch sharing an ingredient lot, line or shift is surfaced, so a recall reaches all at-risk batches, not just one.

One workspace — live batch decisions, defect counts, confidence, and a signed, hash-chained Certificate of Analysis ready for inspection.
Run an agent per channel, each with its own safe autonomy policy. Auto-clear obvious clean cases; route anything risky to a human. Any open-source camera or scanner works — no vendor SDK.
Food & beverage manufacturers, co-packers and beverage producers, and the QA, QC and production teams inside them — plus line operators and quality managers who need fast, consistent, audit-ready batch decisions.
Start with a shadow-mode pilot on your recent batches — see the defects and off-spec batches it would have caught, and the good batches it would have released faster. Zero production risk.
Talk to SalesForgeQC is designed to support the food-safety and quality standards that govern food & beverage production.
Supports critical-control-point monitoring with documented evidence.
Fits a food-safety management system with traceable decisions.
Supports preventive-control records and verification.
Governed, in-boundary deployment.
Designed to support and align with the frameworks above. Alignment describes how the platform fits your program; it is not a claim of independent certification unless separately stated.
ForgeQC is designed to deliver value on day one for a small team, and to scale to a governed, multi-site enterprise deployment on the same platform.
Illustrative walkthroughs of how ForgeQC is used and the value it creates. Your figures are set on your own data during a proof-of-value engagement.
A batch trending out of specification is flagged with the evidence attached before it ships.
Every line applies the same grounded standard, so quality decisions are consistent and comparable.
A recurring defect is traced to one upstream cause and fixed once.
A scoped engagement shows the results measured on your own operation before any wide rollout — then scale across the organization on the same platform.
Book a proof of value