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Engineering Intelligent Regulatory Systems 

12-Stage SKU Audits

Deconstructs every pixel of your packaging. 

Semantic Risk Defence

Detect high-risk claims and prohibited words. 

Grounded Legal Truth

Get instant, audit-ready verification. 

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. 

What is LabelProof AI?

LabelProof AI is your digital regulatory assistant that takes the manual "guesswork" out of product packaging. It functions as an autonomous agent that scans your labels to catch typos, font errors, and risky marketing claims in seconds—protecting your brand from expensive recalls and legal headaches before they happen. 

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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. 

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Trust every label. 

Deploy LabelProof AI as an autonomous agent to audit, reason, and validate your packaging against regulatory and semantic risks. 

Why Choose LabelProof AI

A 20-minute manual check often misses what our AI catches in seconds—like a 1.3mm font that legally requires 3mm. One missed allergen or storage instruction can cost your brand $10M in a single recall.

 Pixel-Level Deconstruction

Analyzes font hierarchy, logo placement, and mandatory symbols (FSSAI, Veg/Non-Veg, Recycling). 

 Semantic Risk Detection

Identifies "impugning" words and high-risk marketing claims (e.g., "100% Natural," "Clinical Strength"). 

 Agentic Grounding

Every audit is grounded in the latest regulatory files—from FSSAI Compendiums to Legal Metrology Acts. 

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. 

LabelProof AI in Play 

Built for Every Industry 

Whether you are in food, beverage, or cosmetics, LabelProof AI understands the specific rules of your vertical. 

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Cosmetics & Skincare

Avoid the "cosmetic-to-drug" trap by flagging prohibited therapeutic claims like "regenerate cells" or "stimulates genes". 

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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. 

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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. 

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Frequently Asked Questions 

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Industry Recognition

20th Manchester Dysmorphology and Developmental Disorders Conference in Manchester, United Kingdom.

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Reimagine Pedigree Intelligence 

The BayesPair Suite ensures effortless data capture and rich, editable formats, giving you the critical time to manage more cases and deliver deeper insights.

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