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