Faster launches. Lower risk. No extra headcount.
Faster time to market
What takes your team days now takes minutes. Label Gaze audits every SKU in 120 seconds — removing the compliance bottleneck from your launch cycle entirely.
Scale without adding headcount
50 SKUs or 500, Label Gaze handles the volume. No new hires, no agency fees, no review backlog slowing your pipeline.
Protected revenue, reduced risk
A single recall costs an average of $10M. Label Gaze catches the errors that trigger them — before they ever reach the factory floor.
What is Label Gaze?
Label Gaze is an agentic AI that automates product label compliance for FMCG, food, and consumer goods businesses. It ingests your regulatory frameworks and brand guidelines, audits every SKU across 120+ checkpoints in seconds, and delivers a complete compliance report — eliminating the manual review bottleneck that slows launches, ties up your team, and leaves your business exposed to recalls and regulatory penalties. The more you use it, the smarter it gets — adapting to your categories, markets, and brand standards over time.
The Three Pillars of the BayesPair Suite
The BayesPair Suite is composed of three interconnected applications:
BayesConnect, BayesVision, and BayesCanvas.
BayesConnect: The Chat Tool
Converse. Collect. Connect.
What it does: Collects patient history via chat
BayesConnect is a chat assistant that collects patient and family details, together with their medical history. It makes family history-taking faster, simpler, and more accurate through a detailed and intuitive questionnaire. It guides users step-by-step, ensuring every relevant relationship and condition is captured effortlessly for downstream pedigree generation.
BayesVision: The Digitizer
See connections clearly.
What it does: Digitizes hand-drawn pedigrees
BayesVision uses advanced AI and computer vision to read and digitize hand-drawn pedigree charts. Built for precision and speed, it transforms complex family relationships into structured, editable digital formats for effortless updating and analysis. It converts your existing paper records into data-rich digital formats.
BayesCanvas: The Drawing Tool
Draw. Edit. Understand.
What it does: Creates and modifies digital family trees
BayesCanvas is an intuitive pedigree design platform that lets clinicians and researchers easily create, modify, and visualize family trees with clarity. Designed for genetic clinicians and consultants, it offers a flexible workspace for constructing accurate family trees. It's the central hub for visualizing and editing your hereditary data.
Full-stack automation (design → deploy)
Generate technical specs and project plans up front; auto-provision IAM roles, Glue triggers, jobs, and S3 layouts—no brittle manual scripts.
Zero-downtime snapshot + sync
Migrate historical data and continuously capture live changes with idempotent, resumable jobs for clean, repeatable cutovers.
Integrity by default
Built-in reconciliation (schema + data), precision/scale checks, and automated rollbacks protect production and ensure 1:1 fidelity.
Performance & cost optimization
Intelligent micro-batching and Iceberg compaction reduce tiny files, keep metadata lean, and sustain query performance at scale.
Built Around How Compliance Teams Actually Work
A labelling error doesn't just cost money — it costs market access, retailer trust, and months of recovery time. Label Gaze ensures your products are compliant before they ship, every time.
Complete audit coverage, automatically
Every font size, mandatory symbol, allergen declaration, and regulatory requirement checked across every panel — with no human effort required from your team.
Marketing claims that won't come back to bite you
Label Gaze flags the words and claims that invite regulatory notices and lawsuits — catching the risks that clear internal review but fail in the market.
Findings your team can act on immediately
Every deviation is cited to the exact law it breaks. No back-and-forth between legal and quality. Just a clear, actionable report that moves your launch forward.
Your Process Today vs With Label Gaze Alongside
Your Process Today
Each SKU reviewed manually, one at a time.
High-risk claims reviewed by eye.
Deviations flagged, but citations take time to locate.
With Label Gaze Alongside
120+ checkpoints completed in 120 seconds per SKU.
Semantic risk flagged before print.
Every finding cited to the exact law, instantly.
Label Gaze in Play
Built for Any Industry
Whether you are in food, beverage, or cosmetics, Label Gaze understands the specific rules of your vertical.
Cosmetics & Skincare
Avoid the "cosmetic-to-drug" trap by flagging prohibited therapeutic claims like "regenerate cells" or "stimulates genes".
FMCG & Food
Ensure dairy products never miss a mandatory storage instruction (like "Keep Refrigerated") or a specific nutrient declaration (like Cholesterol) that triggers "Major Deviations" in audits.
Electronics & Consumer Tech
Catches missing CE marks, incorrect RoHS declarations, and non-compliant battery warning symbols — before your product is rejected by retailers or held at customs.
Frequently Asked Questions
Industry Recognition
20th Manchester Dysmorphology and Developmental Disorders Conference in Manchester, United Kingdom.
We will respond to you within 12 hours
We'll sign an NDA if requested
Access to domain specialists
Let's Pilot Your Data
Challenge Us
Upload one un-vetted product label from your current catalog.
See the Result
Our 12-stage agentic pipeline will audit it live to expose hidden technical and semantic risks.