AI-Powered Food Traceability & Batch Investigation

Every batch has a story.
Find it instantly.

When a supplier flags a lot code, stop rummaging through disconnected spreadsheets and PDFs. BatchTrace connects receiving manifests, batch execution sheets, and dispatch logs into an explainable, evidence-grounded intelligence graph.

100%Grounded Evidence
< 3 secForward & Back Trace
ZeroHallucinated Data
Interactive Supply Chain Graph3D TraceSphere
Rotate & Click Nodes to Inspect Flow

TraceSphere Relationship Network

Deterministic links connect Greenfield Ingredients (Supplier) → Lot L-204 → Batches PB-031 & PB-032 → Finished Lots → Customer Orders.

Open 2D Operational Explorer →
INGREDIENT LOT
Lot L-204 (Rolled Oats)

1,200 kg received on 2026-09-12. Flagged for DON mycotoxin concern.

Interactive Trace Simulation

Live Traversal & Discrepancy Auditing

Select an ingredient lot to watch how the deterministic engine resolves the entire supply chain.

L-204

— Organic Rolled OatsFlagged Quality Concern

Supplier: Greenfield Ingredients Co. (SUP-01) • Received Quantity: 1,200 kg

Supplier alert: Elevated DON mycotoxin detected in milling lot.
STAGE 01
Supplier Receipt

Greenfield Ingredients Co.

INV-GF-90411,200 kg received on 2026-09-12
STAGE 02
Production Batches

Honey Granola & Energy Bars

PB-031 + PB-0321,250 kg total consumed across 2 lines
STAGE 03
Finished Inventory

Pouches & Retail Cartons

FP-101 + FP-1022,750 packaged units quarantined
STAGE 04
Retail Dispatches

Whole Foods, FreshDirect, Trader Joe's

5 Customer OrdersORD-101, 102, 103, 104, 107
Mass Balance Discrepancy Detected-50 kg (Over-consumed)

Received 1,200 kg; PB-031 consumed 800 kg + PB-032 consumed 450 kg = 1,250 kg used.

Investigate with AI
Confirmed Downstream Order Linkages:
ORD-101 (Whole Foods)ORD-102 (FreshDirect)ORD-103 (Trader Joe's)ORD-104 (Apex)ORD-107 (Sprouts)
Explainable Architecture

From raw receipts to defensible recall intelligence

Deterministic PostgreSQL engine enforces mass balances and citations, while an open-weight AI copilot interprets queries and drafts incident dossiers.

STEP 01

Ingest & Extract

Upload CSVs, XLSX sheets, invoices, and dock receiving logs. Extracted fields preserve page, row, and exact text coordinates.

Coordinate Grounding
STEP 02

Deterministic Trace

PostgreSQL relational engine executes forward and backward graph traversal. Quantities are strictly reconciled without hallucination.

Mass Balance Engine
STEP 03

AI Investigation

Open-weight Qwen model operates through constrained tool calls to interpret queries, evaluate discrepancies, and draft reports.

Bounded Tool Calling
STEP 04

Human Review & Audit

No consequential recall or customer notification is executed autonomously. Explicit QA sign-off is recorded in immutable audit logs.

Immutable Provenance
Operational Comparison

Manual Spreadsheet Hunt vs. BatchTrace Intelligence

SPEED & EFFICIENCY

< 3 Seconds Investigation

Deterministic graph traversal immediately resolves forward impact from Lot L-204 to batches, finished goods, and retailers.

Instant QA decision readiness
MASS BALANCE AUDIT

Automatic Discrepancy Flag

Mass balance reconciliation immediately caught the 50 kg over-consumption across PB-031 and PB-032.

Strict unit normalization & balance checks
LEGAL PROVENANCE

100% Grounded Evidence

Every factual claim is cited to exact stored PDFs, rows, and line items. Zero AI hallucinations.

Audit-ready printable incident report
Every verified batch record is cryptographically indexed and isolated by organization.
Explore Technical Architecture
Product Principles

Built for Food Safety Integrity, Not Speculation

Deterministic Ground Truth

The validated database and graph traversal engine are the single source of truth. AI assists with interpretation and drafting, but never invents lots, batches, or relationships.

Uncertainty is Explicit

Every link is classified as Confirmed, Possible, or Unknown. Missing records remain missing; we never extrapolate customer lists when records are incomplete.

Tenant Isolation & Audit

Row Level Security isolates confidential customer data. All extraction approvals, trace queries, and report authorizations are recorded with actor, timestamp, and before/after diffs.

Full Production MVP Ready for Evaluation

Experience Grounded Food Traceability Today

Explore the Meadow Pantry Products synthetic dataset, execute forward traces, interact with the controlled AI agent, and generate audit-ready incident reports.