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Agent Readiness Layer — Prepare Your Catalog for AI Agents

Guaranteed +2/10 score improvement

AI Agent-Ready Catalog

Make your catalog readable by AI shopping agents. Score /10, 6 actionable deliverables, immediate improvement plan.

Book your analysis — 30 min
Agent Readiness — Radar
Intelligibility Attributes Product info Categories Transaction
6.2/10
Agent-Readiness Score
Intelligibility
Attributes
Product info
Categories
Transaction
650+ sites analyzed
80 LinkedIn reviews
Delivered in 5 to 7 days
Guaranteed +2/10 score
Expert since 2011

What this offer delivers

 

What it is

  • A catalog readability audit for AI agents — 6 deliverables, score /10
  • A prioritized implementation plan: what to fix first to become agent-ready
  • A cross-analysis of intelligibility + attributes + schema.org + transaction
  • A decision-ready deliverable: scorecard, radar, detailed findings

What makes this offer unique

  • AI-agent-specific approach: complements a traditional SEO audit (AI Commerce Scan)
  • Action plan prioritized by impact: you know exactly what to fix first
  • Implementation tier available: from diagnosis to turnkey deployment
  • Premium tier: 3 months of follow-up and team training included

Who conducts your audit

 

Stéphane Jambu — SEO & AI Engineer

Stéphane Jambu — SEO & AI Engineer

Engineer by training, I have deployed 1,300+ semantic clusters for 650+ e-commerce and B2B clients from Southeast Asia.

What sets me apart: I demonstrate. First call = live audit of your site.

650+ clients 1,300+ clusters 80 LinkedIn reviews Since 2011

Proprietary tools developed in-house through intensive R&D since 2019.

Founder of La Forge SEO and Hi-Commerce — 10 years in e-commerce, 13 years in IT consulting in Paris.

What each month of inaction costs you in the agentic era

Google agentic checkout, Shopify Universal Commerce Protocol: AI agents browse, compare, and buy.

-34%
of category clicks lost to agent-structured competitors
3 channels
degrading simultaneously: SEO, conversion, AI agents
€1,200
to know exactly where you stand
The first catalogs structured for AI shopping agents are already capturing agentic traffic. Every week, agent-ready sites gain visibility and market share.

Who this offer is for

 

Premium brands with 500+ SKUs and AI readability requirements
Multi-variant catalogs (fashion, home, technical): attribute normalization is critical
Marketplaces and retailers: heterogeneous taxonomy, need for standardization
International ambition: multilingual structuring, agentic commerce protocols

What your Agent-Ready audit includes

6 concrete, documented, and actionable deliverables

5-module scorecard + radar

Global score /10, sub-scores per module. Clear visualization of your agent-readiness maturity and action priorities.

Standalone value: €800

Catalog intelligibility audit

Can an AI agent understand what you sell? Descriptive titles, factual descriptions, detailed intelligibility score.

Standalone value: €800

Attribute normalization audit

Size format consistency, color nomenclature, weight units. Detection of inconsistencies and normalized attribute taxonomy.

Standalone value: €800

schema.org Product audit

Verification of critical properties: name, description, sku, gtin, brand, offers, review, image. Templates provided.

Standalone value: €800

Transaction readiness audit

Structured pricing, real-time stock, checkout API, Shopify UCP and Google agentic checkout compatibility.

Standalone value: €500

Prioritized implementation plan

Recommendations ranked by impact. You know exactly what to fix first as soon as the report lands.

Standalone value: €500
Standalone value: €4,200
Your investment: starting at €1,200 excl. VAT

Guaranteed +2/10 score improvement

Your catalog intelligibility score improves by at least 2 points out of 10 after implementing the priority recommendations. Otherwise, a full re-analysis is included.

Choose your analysis level

 

Recommended
Full Audit
€4,900 excl. VAT
One-time payment — 1,000 to 10,000 SKUs
  • Everything in the Agent-Ready Scan
  • In-depth analysis of all 5 modules + scorecard
  • Normalized attribute taxonomy
  • schema.org Product templates
  • 3-competitor benchmark
  • 60-min live debrief
  • 30-day support
Book this audit — 30 min
Agent-Ready Scan
€1,200 excl. VAT
One-time payment — up to 1,000 SKUs
  • 5-module scorecard with radar
  • Global intelligibility score /10
  • 5 prioritized recommendations
  • Agent-readiness benchmark
  • Delivered in 5 to 7 days
Book this scan — 30 min
Implementation
€9,000 excl. VAT
Shopify, WooCommerce, PrestaShop, Magento, custom
  • Everything in the Full Audit
  • Implementation of recommendations on your CMS
  • schema.org Product deployment
  • Attribute normalization in production
  • QA testing and validation
  • 60-day support
Book now — 30 min
Premium
€15,000 excl. VAT
10,000+ SKUs — multi-market
  • Everything in the Implementation tier
  • Team training (2 sessions)
  • 3 months of follow-up and maintenance
  • Continuous scoring dashboard
Book now — 30 min

5 analysis modules

Each module produces a score /10 and actionable recommendations

1

Catalog intelligibility

Can an AI agent understand what you sell by browsing your pages? Descriptive titles, factual descriptions (dimensions, materials, usage, compatibility), intelligibility score with prioritized recommendations.

2

Attribute normalization

Size format consistency, color nomenclature, weight units. Detection of missing values, duplicates, and inconsistencies. Construction of a normalized attribute taxonomy.

3

Agent-friendly product information

schema.org Product with critical properties (name, description, sku, gtin, brand, offers, review, image). Description quality, technical specifications, alternative images.

4

Categories and comparison

Logical tree structure, fine-grained selection filters, structured comparison attributes. Ability of an agent to identify the optimal product for a specific need.

5

Transaction readiness

Structured pricing (schema.org Offer), real-time stock, checkout API, accessible return and shipping conditions, compatibility with Shopify UCP and Google agentic checkout.

What our clients say

 

“
Factual result: +70% SEO traffic over 2 years of collaboration. Stéphane adapts perfectly to our workflow.
— Marc D., CEO, e-commerce site with 2,000 SKUs
“
The audit revealed taxonomy inconsistencies across 40% of our catalog. After correction, conversion rate improved by 22% in 6 weeks.
— Claire V., E-commerce Director, premium fashion brand
“
The scorecard is clear, actionable, and recommendations are prioritized. We knew exactly what to do the moment we received it.
— Thomas L., Acquisition Manager, vertical marketplace
See all 80 testimonials on LinkedIn →

Frequently asked questions

 

What is the minimum number of SKUs?
The analysis is relevant starting from 500 SKUs. Below that threshold, normalization and structure issues are typically less critical and can be addressed through a standard SEO audit.
How long does the analysis take?
The Scan takes 5 to 7 business days. The Full Audit takes 2 to 4 weeks depending on catalog size. The Implementation timeline depends on the CMS and volume.
Which CMS platforms are compatible?
Shopify, WooCommerce, PrestaShop, Magento, and custom solutions. The analysis adapts to any platform with catalog access (front-end, API, or CSV/XML export).
How is this different from a traditional SEO audit?
A traditional SEO audit optimizes for search engines (crawl, indexation, ranking). The Agent-Ready Catalog analyzes readability by AI shopping agents: product data intelligibility, attribute normalization, automated transaction capability. Both are complementary.
What happens after I receive the report?
You get 30 days of support to guide implementation. If you choose the Implementation or Premium tier, we deploy the recommendations directly on your CMS.
How does the guarantee work?
Your intelligibility score improves by at least 2 points out of 10 after implementing the priority recommendations. Otherwise, a full re-analysis is included.
Why only 3 projects per month?
Analyzing a catalog of 500+ SKUs requires significant processing time: full crawl, AI testing on sample products, detailed scoring. To guarantee quality, we limit capacity to 3 simultaneous projects.
What exactly is agentic checkout?
Agentic checkout is a model where autonomous AI agents browse e-commerce catalogs, compare products based on consumer criteria, and finalize the purchase. Google and Shopify launched the first protocols in 2025. Structured catalogs are selected first by these agents.
Does the analysis also improve SEO?
Yes. A better-structured catalog simultaneously improves SEO (schema.org, descriptive titles, structured data), conversion (complete product pages, functional filters), and visibility in AI-driven shopping journeys.
Can I start with the Scan and upgrade to the Full Audit later?
Absolutely. The Scan provides a global overview and the 5 priority recommendations. If the score reveals significant improvement opportunities, the Full Audit deepens each module with taxonomy, templates, and competitive benchmarking.

Get your catalog ready for agentic commerce

First call = live audit of your site. You see the diagnosis in real time before committing.

Book your analysis — 30 min
45 min · Free · 3 spots available this month
Next step

What’s next?

Training and Conferences →

The catalog is structured. To train your teams on AI applied to e-commerce, our Training and Conferences offer tailored sessions: half-day, full-day, or 2-day programs.

Starting at €1,200 excl. VAT
Book now — 30 min