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The last check before your label reaches shelf.

An AI-powered extra layer of review of product labels for compliance, legal, and marketing teams, so that nothing slips through the cracks.

  • Built on FSSAI, FDA, EU and GSO Regulatory Frameworks

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Your labels are complex. Your job shouldn't be.

Label Gaze exists so that never happens on your watch — 120+ checkpoints, every SKU, every time.

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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.

Label compliance is a manual, high-stakes, and complex process.

Every label carries critical information — ingredients, allergens, storage instructions, and marketing claims — and getting every detail right isn't always simple.

  • Regulations vary by country and category, and keep changing.

  • A single misstep can trigger a product recall, far costlier than catching it early.

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An extra layer of review, built to work alongside your team.

It audits every SKU across checkpoints and cites each finding to the exact regulation, so your team catches what a fast-moving process might miss.

Complete Audit Coverage

Reviews every part of your label, from the main panel to the fine print, against the rules for your market.

Flags What Breaks the Rules

Flags anything that breaks a rule right away — a wrong font size, missing symbol, or a disallowed claim.

Cited, Actionable Findings

Each flagged issue names the exact rule it breaks, compiled into one actionable report your team can act on right away.

You stay in control. Edit or override any finding, and the system learns from your corrections.

See Label Gaze in Action

A real audit doesn't just find problems, it tells your team exactly what to fix and why.

Label Gaze understands the specific rules of your industry.

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FMCG & Food

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Cosmetics & Skincare

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Pharma & Wellness

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Alcohol & Beverages

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Electronics & Consumer Tech

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. 

We will respond to you within 12 hours

We'll sign an NDA if requested

Access to domain specialists

What changes with Label Gaze.

10 min

to create a full audit report

95%

reduction in review time

100%

of findings cited to the exact regulation

Frequently Asked Questions 

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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

The second pair of eyes your team has always needed.

Upload one unvetted label from your current catalog. See what Label Gaze finds, cited to the exact law, in under 10 minutes.

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The second pair of eyes your team has always needed.

Label Gaze exists so that never happens on your watch — 120+ checkpoints, every SKU, every time.

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