How it works

From a raw feed to the answer AI recommends

Follow a single product through the Rezolve Ai pipeline. Connect your catalogue, let AI enrich and generate the content answer engines reward, publish everywhere at once, then measure and improve, on a loop that runs continuously.

Rezolve Ai · One product, end to endContinuous
  1. ConnectFeed in
  2. EnrichContext added
  3. GenerateContent built
  4. PublishSynced everywhere
  5. MeasureVisibility tracked
Then it runs again, keeping every product AI ready

Step 1 · Connect

Bring your catalogue in

Point Rezolve Ai at wherever your products already live. Upload a feed or connect a platform, map your columns once, and every product lands with a data-quality score, so you can see how AI ready your catalogue is before you change a thing.

  • Feeds and files in CSV, Excel, XML, JSON, and TSV
  • Shopify, WooCommerce, Google Merchant, and Amazon
  • Any size, from a handful of SKUs to six figures
  • Column mapping and a data-quality score on import
  • CSV
  • Excel
  • XML / JSON / TSV
  • Shopify
  • WooCommerce
  • Google Merchant
  • Amazon
Rezolve
Aiingest

0+

Products a single feed can hold

Mapped and scored

Step 2 · Enrich

AI reads every product

A bare feed row is not enough for AI to recommend it. Rezolve Ai reads each product and adds the buying criteria, use cases, and decision drivers answer engines weigh, then generates the schema they parse. The AI-visibility score climbs as each layer lands.

Grounded in your feed, never invented

raw feed › Trail Runner GTX, size 42, black

Trail Runner GTX

Waterproof trail running shoes

41AI score
  • Buying criteria added8 attributes
  • Use cases mapped5 scenarios
  • Decision drivers enrichedcontext
  • JSON-LD schema generatedProduct + Offer

Step 3 · Generate

One product becomes a library

From a single enriched product, Rezolve Ai generates every asset AI search and marketplaces reward. Tap a type to see a real sample.

Enhanced descriptionSample

Built for wet trails and long days out, the Trail Runner GTX pairs a waterproof GORE-TEX membrane with a grippy lugged outsole. Sized true to fit, it keeps feet dry on river crossings and stable on loose descents.

Step 4 · Publish

Publish once, appear everywhere

Enrich in one place, then sync the right feed variant to every channel you sell on. Rezolve Ai keeps each destination in step, so a change flows out to all of them at once, with versioning and rollback if you ever need to step back.

  • Google, Microsoft, and Shopify feeds
  • Amazon SP-API listings and Etsy
  • OpenAI Commerce agentic feed
  • One-click sync, versioning, and rollback

Step 5 · Measure

See what AI does with it, then improve

Rezolve Ai tracks how AI assistants and crawlers surface your products, and ties movement back to what you published. The figures below are illustrative of the metrics inside AI Visibility.

Since your last publish
214+67%

Brand mentions in AI answers, up from 128

Illustrative

Share of voice

Your brand vs competitors in AI answers

Illustrative

Agentic readiness

How your catalogue grades across the score

AI ready62%
Getting there26%
Needs work12%

Illustrative

And the loop runs again

Scheduled runs re-enrich, regenerate, and re-sync automatically, so every product stays AI ready as your catalogue and the engines change.

0

Sales channels

Google, Shopify, Etsy, OpenAI

0

Content types

Enhanced PDPs to JSON-LD

0

Feed formats

CSV, Excel, XML, JSON, TSV

0%

Automated

Ingest to optimise

Connects with your stack

  • Google Shopping
  • Shopify
  • Etsy
  • OpenAI Commerce
  • CSV feeds
  • XML feeds
  • JSON feeds
  • TSV feeds

FAQ

How the workflow works

Upload feeds and files in CSV, Excel, XML, JSON, or TSV of any size, or connect Shopify, WooCommerce, Google Merchant, and Amazon. You map your columns once and every product lands with a data-quality score.

Yes. Everything Rezolve Ai generates goes to Review first. Approve in batches, set auto-approval thresholds when you trust a content type, and roll back to an earlier version at any time. Nothing publishes without your say-so.

Enrichment and generation run in the background as durable jobs, so a large catalogue keeps processing without you waiting on it. Scheduled runs then re-enrich and re-sync on a cadence you choose.

It is a per-product agentic-readiness score from 0 to 100, based on schema coverage, enrichment depth, and the content available. Rezolve Ai grades every product in your feed on the same model, so you can see exactly what to improve.

AI Visibility tracks prompts analysed, AI responses, how often those responses cite you, and your share of voice against competitors. It also shows brand-mention movement since your last publish, brand-level with a per-product breakdown.

Ready to become the answer AI recommends?

Connect your catalogue and start optimising for AI search today. See enriched content in minutes.