Semantic Summaries
AI generates concise, accurate product summaries optimised for agent comprehension. Key attributes, differentiators, and use cases extracted from unstructured descriptions.
AgentReady | Commerce Intelligence
Make Your Product Catalogue Ready for the Agentic Commerce Era
AgentReady transforms raw product catalogues into AI-agent readable data — with semantic summaries, structured FAQs, verified safe claims, and diagnostics that let AI shopping agents sell your products accurately.
Semantic product summaries
Structured FAQ generation
Safe claims verification
Agent compatibility scoring
Multi-platform syndication
agentready — catalogue enrichment
enrich
DONE
SKU-4821: Semantic summary generated — 3 FAQs extracted, 5 claims verified
score
94/100
Agent compatibility: structured data complete, zero ambiguous claims
sync
SYNCED
Published to 4 commerce channels — Shopify, Amazon, Google Shopping, ChatGPT
Ready for every AI shopping agent and commerce platform
ChatGPT Shopping
Google Shopping
Amazon
Shopify
WooCommerce
Perplexity
Bing Copilot
Algolia
AI Agents Can’t Sell What They Can’t Understand
The next generation of commerce is agent-driven. But most product catalogues are built for humans browsing pages — not AI agents making purchase decisions. Unstructured data, ambiguous claims, and missing context mean your products get skipped.
62%
Of shoppers are more likely to buy with AI agent guidance
72%
Abandon sites when they can’t find what they need quickly
35%
Conversion lift when AI agents can access structured product data
4x
Increase in AI-assisted product queries year-over-year
Transform Raw Catalogues Into Agent-Ready Intelligence
Six capabilities that bridge the gap between your product data and what AI agents need to sell effectively.
Structured FAQ Generation
Automatically extract and generate product FAQs from reviews, descriptions, and support data. Structured for instant agent retrieval during purchase conversations.
Safe Claims Verification
Validate product claims against source data and regulatory standards. Flag exaggerated, unsupported, or potentially misleading statements before they reach AI agents.
Agent Compatibility Scoring
Score each product’s readiness for AI agent consumption. Identify missing attributes, ambiguous language, and structural gaps that prevent agents from recommending your products.
Attribute Enrichment
Fill missing product attributes using AI inference from images, descriptions, and category data. Ensure every product has complete, structured metadata for agent discovery.
Multi-Platform Syndication
Push enriched, agent-ready data to every commerce channel: Google Shopping, Amazon, Shopify, ChatGPT plugins, and emerging AI shopping platforms.
How AgentReady Works
Four stages from raw catalogue to agent-optimised commerce data.
01
Connect
Connect your product catalogue from Shopify, WooCommerce, custom APIs, or flat-file exports. AgentReady ingests product data in any format and normalises it for processing.
02
Enrich
AI generates semantic summaries, extracts FAQs, fills missing attributes, and verifies product claims. Each product receives an agent compatibility score highlighting areas for improvement.
03
Verify
Safe claims verification flags exaggerated or unsupported statements. Human reviewers approve enrichments before publication, maintaining brand accuracy and regulatory compliance.
04
Syndicate
Push enriched data to every commerce channel simultaneously. Track agent engagement, conversion impact, and content performance across platforms in real-time.
See the Difference Agent-Ready Data Makes
The same product, before and after AgentReady enrichment.
Before AgentReady
Premium Wireless Headphones
Great sound quality. Bluetooth. Long battery life. Comfortable fit. Available in black and white. Best headphones for music lovers.
Agent Score: 23/100 Missing structured data, ambiguous claims, no specifications
After AgentReady
Premium Wireless Headphones — Model AX-700
Summary: Over-ear wireless headphones with 40mm drivers, aptX HD Bluetooth 5.3, 38-hour battery, and adaptive noise cancellation. 285g, USB-C fast charge (10 min = 3 hrs).
FAQ: “Are these good for calls?” — Yes, dual beamforming microphones with AI noise suppression.
Verified claim: “Best headphones” → flagged as subjective. Replaced with “Rated 4.7/5 across 2,400+ reviews.”
Agent Score: 96/100 Fully structured, claims verified, agent-optimised
Real-World Commerce Outcomes
How brands use AgentReady to win in the agentic commerce landscape.
Ecommerce Brand
35% conversion lift from AI-optimised product data
A fashion retailer enriched 12,000 SKUs with semantic summaries and structured attributes, resulting in a 35% conversion lift on AI-assisted shopping channels within 60 days.
Marketplace Seller
2x organic visibility on AI shopping platforms
An electronics brand doubled their product visibility on ChatGPT Shopping and Google Shopping after AgentReady enriched product data with verified claims and complete specifications.
Multi-Brand Retailer
Enriched 50,000 SKUs in under 2 weeks
A home goods retailer used AgentReady to process their entire catalogue, generating semantic summaries, FAQs, and compatibility scores for every product across 14 categories.
Grocery / FMCG
100% regulatory compliance on product claims
AgentReady’s safe claims verification flagged 847 non-compliant health and nutrition claims across a grocery catalogue, preventing regulatory exposure and platform penalties.
Measurable Commerce ROI
Quantifiable outcomes that ecommerce, marketing, and product teams can track from deployment.
35%
Average conversion lift
Products with complete, agent-optimised data convert significantly better on AI-assisted shopping platforms.
2x
AI agent discovery rate
Structured semantic data means AI agents can find, understand, and recommend your products reliably.
<2 weeks
Full catalogue enrichment
Process tens of thousands of SKUs with semantic summaries, FAQs, and verified claims in days, not months.
100%
Claims verification coverage
Every product claim is validated against source data and regulatory standards before reaching AI agents.
Plans That Scale With Your Catalogue
Start with your priority SKUs. Scale to your entire product portfolio.
Starter
£499/month
- Up to 1,000 SKUs
- Semantic summary generation
- Basic attribute enrichment
- Agent compatibility scoring
- 1 commerce channel sync
- Monthly enrichment refresh
- Email notifications
- Standard onboarding
Most Popular
Professional
£1,299/month
- Up to 10,000 SKUs
- Full semantic enrichment suite
- Structured FAQ generation
- Safe claims verification
- 4 commerce channel syncs
- Weekly enrichment refresh
- Performance analytics dashboard
- API access
- Webhook notifications
- Priority support
Enterprise
£2,999/month
- Unlimited SKUs
- Custom AI enrichment models
- Unlimited channel syncs
- Real-time enrichment
- Multi-language support
- Advanced analytics + A/B testing
- Dedicated account manager
- Custom integrations
- SSO access
- SLA with uptime guarantee
Enterprise Plus
Custom pricing
- Everything in Enterprise
- Custom AI model training on your data
- Multi-brand / multi-region
- White-glove catalogue migration
- Dedicated enrichment team
- Strategic commerce consulting
- Custom SLA guarantees
- Executive business reviews
- Priority roadmap influence
Need custom enrichment models or multi-brand coverage? Contact our sales team for tailored pricing.
Trusted by Commerce Leaders
“AgentReady transformed our product data from barely searchable to fully AI-optimised. Our visibility on AI shopping channels doubled within a month.”
“The safe claims verification caught hundreds of non-compliant product descriptions we didn’t know we had. Essential for regulatory compliance.”
“We enriched 50,000 SKUs in less than two weeks. The quality of the semantic summaries is genuinely impressive — better than our manual copywriters.”
Frequently Asked Questions
What does “agent-ready” mean for product data?
Agent-ready means your product data is structured, semantically enriched, and verified so AI shopping agents can accurately understand, recommend, and sell your products without misrepresentation.
Which commerce platforms does AgentReady support?
AgentReady integrates with Shopify, WooCommerce, Amazon, Google Shopping, ChatGPT Shopping, Perplexity, Bing Copilot, and custom platforms via REST API. New channels are added continuously.
How does safe claims verification work?
AI analyses every product claim against source data, regulatory standards, and industry guidelines. Exaggerated, unsupported, or misleading claims are flagged for review or automatically replaced with verified alternatives.
Can AgentReady handle multi-language catalogues?
Yes. Enterprise plans support multi-language enrichment with semantic summaries, FAQs, and claims verification in 33+ languages, maintaining accuracy and cultural relevance across markets.
How is the agent compatibility score calculated?
The score evaluates data completeness, structural quality, claim verification status, semantic clarity, and attribute coverage. Products scoring above 80 are optimally positioned for AI agent discovery.
How quickly can we enrich our catalogue?
Most catalogues up to 10,000 SKUs are fully enriched within 1-2 weeks. Larger catalogues with 50,000+ SKUs typically complete within 3-4 weeks depending on data quality and complexity.
Does AgentReady replace our existing PIM?
No. AgentReady complements your existing PIM by adding an AI enrichment and agent-readiness layer. It connects to your existing product data systems and pushes enriched data back or to commerce channels directly.
What if we have custom product attributes?
AgentReady supports custom attribute schemas. Enterprise plans include custom AI model training on your specific product taxonomy, industry terminology, and brand guidelines.
How do you measure the impact on conversions?
AgentReady provides analytics dashboards tracking agent engagement, product recommendation frequency, conversion rates, and revenue impact across each enriched commerce channel.
Is our product data secure?
All data is encrypted at rest and in transit. AgentReady runs on Cloudflare infrastructure with SOC 2 compliance, role-based access controls, and complete audit trails of all enrichment activities.
Ready for Agentic Commerce?
See how AgentReady transforms your product catalogue for the AI shopping era.