Score every page
Measure product pages across multiple GEO dimensions and surface an overall Agentic Visibility Score.
Our mission
Make every product page measurably ready for AI - so the next generation of shopping happens through your catalog, not around it.
We evaluate product pages the way leading LLMs do, identify the gaps that hurt discoverability, and give teams the recommendations and reporting they need to act on them - from a single URL to an enterprise-wide catalog.
What we do
Visibility, broken down into something you can ship
Engine-specific insights
See per-engine scores, grades and recommendations for ChatGPT, Gemini and Copilot — with more AI shopping agents on the way.
Continuous monitoring
Track how page edits, schema updates and reviews move your visibility over time — and prove the lift.
Why GEO matters
The shift from search to AI-driven discovery
Shoppers are increasingly asking AI assistants what to buy instead of clicking blue links. That changes the unit of visibility: it's no longer a ranking, it's whether your product is understood well enough to be recommended.
Generative Engine Optimization (GEO) is how brands prepare for that world. We turn it into ten concrete dimensions you can measure and improve, page by page.
The ten scoring dimensions
- Structured Data
- Product Metadata
- Content Clarity
- FAQ Coverage
- Image Quality
- Review Signals
- Brand Authority
- Semantic Relevance
- Technical Accessibility
- AI Readability
Who it's for
Built for the teams shaping commerce
- Ecommerce Merchants
- Marketplace Sellers
- SEO Teams
- Digital Agencies
- Enterprise Brands
- Product Managers
- Developers
The AVS Roadmap
Fix the Foundation. Understand the Competition. Stay Recommended.
- Step 1
Step 1
Available NowProduct Readiness
Analyze individual SKUs, identify gaps, make improvements, and re-analyze.
- Step 2
Step 2
Coming SoonAI Intelligence
- Prompt analysis
- Competitors
- Citations
- AI-answer visibility
- Adaptability
- Step 3
Step 3
PlannedMonitoring & Maintenance
Track changes in scores, prompts, citations, competitors, and recommendation performance over time.
AVS for Shopify
Coming SoonBring product-level AI readiness directly into your Shopify workflow.
Analyze products, uncover readiness gaps, and improve your catalog without leaving the platform your team already uses.
Catalog-Level AI Readiness
Know Which Products to Fix First
Every SKU has a different level of AI readiness. AVS helps you identify which products are already strong, which ones are limiting your catalog’s recommendation potential, and where your team should focus first.
Move from isolated product audits to a prioritized AI-readiness roadmap across your catalog.
Find Your Most AI-Ready Products
See which SKUs already have the strongest foundation for AI understanding and recommendation.
Surface Products That Need Attention
Identify low-readiness products where missing content, weak structure, or incomplete signals may hold them back.
Prioritize the Highest-Impact Fixes
Focus your optimization effort on the products and gaps that can create the greatest improvement.
Compare Readiness Across AI Platforms
See how individual products are evaluated across ChatGPT, Gemini, and Copilot.
Spot Catalog-Wide Readiness Gaps
Identify recurring weaknesses across structured data, content, trust signals, imagery, and shopper-question coverage.
Build Your AI-Readiness Roadmap
Turn product-level findings into a clear sequence of what to fix first, what to improve next, and where to scale.
Built by Mobikasa
Engineered by an ecommerce team, for ecommerce teams
Agentic Visibility Score is built and supported by Mobikasa — a digital engineering studio that has shipped commerce experiences for global brands across Shopify, BigCommerce, Magento and custom stacks. We pair that operating experience with deep research into how LLMs read, rank and recommend products.
Ready to see your AI Visibility Score?
Run a free analysis on any product URL, or talk to us about rolling it out across your full catalog.