for marketplaces
ai-ready at catalog scale
thousands to millions of SKUs, ready for ai discovery. score, optimize, and distribute at the scale your marketplace demands.
- bulk scoring and optimization across huge catalogs
- api access for programmatic scoring pipelines
- mcp distribution so ai assistants index your inventory
- gap analysis to prioritize the SKUs that matter most
ai commerce score
ai-ready+14 this month
aurora silk midi dressai-ready92
merino wool overcoatgood78
canvas low-top sneakerneeds work54the reality
marketplace-scale catalogs break ai
millions of SKUs
thousands of sellers and inconsistent data, impossible to fix by hand.
uneven quality
the worst listings drag down discovery for the whole marketplace.
ai-scale demand
assistants and agents need to index your inventory at full scale.
for marketplaces
ai readiness at millions-of-SKUs scale
scale
bulk scoring & gap analysis
score every listing, prioritize the SKUs and sellers that matter, and optimize in bulk.
- bulk scoring across huge catalogs
- gap analysis by seller and category
- automated optimization at scale
ai commerce score
ai-ready+14 this month
aurora silk midi dressai-ready92
merino wool overcoatgood78
canvas low-top sneakerneeds work54channels 2 & 3
search + distribution at scale
power the ai search inside your marketplace and distribute inventory to assistants via mcp.
- ai search for your storefront
- mcp distribution to assistants
- live sync as inventory changes
ai search · your storefront
understood intent · no zero results · 3 matches

aurora silk midi dress
silk · evening · sapphire

merino wool overcoat
wool · winter · tailored

leather crossbody bag
leather · everyday · compact
what's inside
one platform. four capabilities.
ready to make your catalog shoppable by ai?
start with a free ai commerce score and see exactly how ai assistants see your products.