AI agents are already shopping for your customers.
Can they find your products?
See how ChatGPT, Perplexity, and Google's AI interpret your catalog — and fix the gaps that keep you invisible.

Your best-selling product has 12 colorways. Agents show 3.
Retail catalog data is fragmented across feeds, PIMs, CMSs, and marketplaces. When structure drifts, agents miss variants, guess attributes, and surface stale details — if they surface your products at all.
Octogen scores your catalog across every major agent and automatically fixes:
- Missing variants (sizes, colors)
- Sparse attributes (materials, fit, style)
- Inconsistent taxonomy mapping
- Conflicting truths between your systems
What Octogen Does
Standardize & Enrich
Ingest your product data from every source, map it to a clean schema, and fill gaps across taxonomy, attributes, and variants.
Agent Compatibility
See how each major agent interprets your products, side-by-side. Know exactly where you’re invisible — and why.
Stay Compatible
Platforms change constantly. Octogen detects schema drift and auto-adjusts before performance breaks.
Measure & Optimize
Track agent-driven visibility and conversion, benchmark by category, and improve where it impacts revenue most.
Infrastructure, not dashboards.
Other tools tell you what's broken. Octogen fixes the data layer and keeps it compatible across every agent as they evolve.
- Standardize once, reuse everywhere
- Auto-maintain compatibility as platforms change
- Deliver clean feeds to agents, search, and partners
From correctness to ROI
Standardization
Clean, structured, continuously updated product data.
Agent Compatibility
Monitor and automatically maintain compatibility across agents.
Attribution
Measure agent-driven traffic and conversion over time.
Optimization
Improve surfacing and test improvements to grow agent-driven revenue.
See what agents see in 15 minutes.
Enter your storefront URL
We crawl a representative sample
Compare how agents interpret your products
Get gaps, readiness score, and next steps
No engineering lift. No feed export required.
Is your catalog readable by AI?
Start with a free audit. Get your readiness score, and see the gaps and fixes that move conversion.