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Food & Beverage Manufacturing · Quality & Safety Firewall

ForgeQC

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.

1 API
in the batch inspection flow
Seconds
to a signed decision
100%
every batch inspected
Recall-ready
traceability & audit
ForgeQC detecting a product defect with a grounded HOLD decision
Overview

The quality-control firewall for food & beverage manufacturers

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.

Core Capabilities

Everything fused into one decision

Visual defect detection

Fill level, colour, foreign objects, surface defects and labels — measured from the pixels, not eyeballed.

Spec compliance

Fill, weight and label / date / batch codes cross-checked against the product spec automatically.

Consumed lab results

Brix, pH, moisture and microbial results are consumed as inputs — ForgeQC does not itself run lab testing. Honest scope, audit-ready.

Batch traceability

Links batches by shared ingredient lot, line and shift — hold one, and every batch at risk in a recall is surfaced instantly.

Certificate of Analysis

Hash-chained, signed batch-release certificate — the evidence you hand a food-safety auditor.

Grounded AI agent

Autopilot & copilot that explain and recommend — advisory only; physics and rules always win.

How it works

From upload to a signed, audit-ready decision

Capture Inspect product Check spec Consume lab results Check traceability Ground & decide Issue certificate
Seeing is believing

Real defect intelligence

Autonomous & deployable

One agent — deploy it anywhere in the journey

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.

Production line Packing line Plant floor Any UVC / GenICam camera Flatbed scanner (SANE) REST / webhook API
Who it's for

Built for the teams that ship the batch

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.

Key Benefits

Outcomes you can measure

Fewer rejects & recalls
Defects & off-spec caught before shipping
Faster release of good batches
Less manual review, more consistency
Audit-ready evidence on demand
Safe, grounded AI in a regulated flow
Compliance by design

Regulator-ready from day one

HACCP ISO 22000 FSSC 22000 / Codex Certificate of Analysis Hash-chained audit On-prem / data-sovereign

See ForgeQC on your own data

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.

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Standards & engineering alignment

Fits your compliance environment

ForgeQC is designed to support the food-safety and quality standards that govern food & beverage production.

HACCP

Hazard analysis

Supports critical-control-point monitoring with documented evidence.

ISO 22000

Food safety management

Fits a food-safety management system with traceable decisions.

FSMA

Preventive controls

Supports preventive-control records and verification.

ISO/IEC 27001

Information security

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.

Built for your scale

From a single team to the whole enterprise

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.

For growing & mid-size businesses

Add inspection-grade quality control to a single line
No proprietary capture hardware required
Fast to deploy on your own infrastructure
Clear pass/hold verdicts for line operators

For large organizations

Standardize quality control across every line and plant
Governed, audit-ready records for compliance
On-prem or private-cloud, inside your boundary
Systemic detection across batches and sites
In practice

Deployment scenarios

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.

Line quality gate

A batch trending out of specification is flagged with the evidence attached before it ships.

Cross-plant standardization

Every line applies the same grounded standard, so quality decisions are consistent and comparable.

Batch common-cause

A recurring defect is traced to one upstream cause and fixed once.

Proof of value

See it on your own data

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