Tough job. Right tool.
Speed without shortcuts
From 20 minutes per SKU to 60 seconds
No more guesswork
Every deviation comes with the exact regulatory citation behind it — FSSAI, Legal Metrology, FDA, EU.
Learns with you
Label Gaze adapts to your feedback. The more you work with it, the sharper it gets.
What is Label Gaze?
Label Gaze is an agentic AI compliance co-pilot built for quality and regulatory teams. It takes in your regulatory frameworks and brand guidelines, then autonomously audits every SKU across 120+ checkpoints — verifying font sizes, allergen declarations, mandatory symbols, and high-risk claims in seconds. Every finding comes with the exact regulatory citation behind it, building a complete audit trail you can defend anywhere. And with every review cycle, Label Gaze learns from your feedback — getting sharper, faster, and more attuned to your specific categories and markets 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.
The recalls, notices, and lawsuits don't warn you before they arrive. Label Gaze does.
Pixel-Level Deconstruction
Verifies every technical element across every panel — font sizes, symbol placement, allergen formatting, mandatory declarations — so your sign-off is always on solid ground.
Semantic Risk Detection
Reads your packaging copy the way a regulator would, flagging claims that could attract scrutiny — giving you the chance to resolve them before they become an issue.
Agentic Grounding
Every finding is tied to the exact regulatory clause it references — FSSAI, Legal Metrology, FDA, EU. Defensible findings. No debate. Just the citation your team needs to act.
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 60 seconds per SKU.
Semantic risk flagged before print.
Every finding cited to the exact law, instantly.
Label Gaze in Play
Built for Every Industry
Whether you are in food, beverage, or cosmetics, LabelProof AI 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.
Global Export
Validate metrology standards—like the exact 2mm font height required for a 450ml pack—to ensure your product isn't rejected at the border.
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.