Solutions · By channel · By audience · By engine

One scoring engine. Vendor-specific output for every channel.

A recommendation you can't ship is a report. eCommerce Insights scores every product on citation and agent-readability, then writes the fix in the vocabulary of the channel it lives on — Shopify metafields, Amazon A+ Content, Adobe Commerce attribute sets, BigCommerce Custom Fields, WooCommerce attributes, or a code-level diff for headless builds.

6 channels8 AI engines14-day trial


AI engines

Eight engines, ordered by D2C relevance. Never alphabetical.

ChatGPT and Perplexity lead because that's where D2C shopping research lives today. Behavior notes reflect each engine's answer style as of mid-2026.

ChatGPT — Shopping cards, Instant Checkout, Operator01
Perplexity — Shopping and Buy with Pro, 3–7 sources per answer02
Google AI Overviews — AIO plus AI Mode, tracked apart from classic SERPs03
Gemini — standalone app and Workspace, entity-driven citations04
Claude — research-style answers, editorial sources weighted heavily05
Copilot — Bing-grounded answers across Edge and Windows06
Rufus — Amazon's shopping assistant, scored via COSMO relations07
Sparky — Walmart's shopping assistant, tracked on request08

All engines, compared

Solutions FAQ

Which eCommerce Insights solution should a Shopify brand start with?

Start with the For Shopify page and the SKU-level tracking capability. Together they cover the primitive — every product tracked across six AI engines — plus the Shopify admin integration that reads variants and metafields. PDP optimization follows naturally once the first scan shows where the gaps are.

Does eCommerce Insights work if my catalog is not on Shopify?

Yes. The scoring engine is channel-aware: Amazon SKUs route to Rufus and COSMO scoring, Adobe Commerce recommendations speak in attribute sets, BigCommerce in Custom Fields, WooCommerce in product attributes, and headless storefronts get rendered audits. Shopify is the deepest integration because it includes admin-API push; every other channel gets the same tracking plus CSV export.

Which AI engines does eCommerce Insights track?

ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude, and Copilot on every plan. Rufus (Amazon) and Sparky (Walmart) are available for marketplace-selling brands, standard on the Agency & Enterprise tier. Every engine is tracked per SKU, not per brand.

How is a solution page different from the product page?

The product page explains the two-score model — citation score and agent-readability score — and the track, score, fix workflow. Solution pages translate that workflow into one channel's vocabulary or one team's job: metafields for Shopify, A+ Content for Amazon, client reporting for agencies. Same product, scoped to your stack.

Ask AI about eCommerce Insights solutions

Have your preferred AI engine match a solution to your stack.

Start with your catalog

Not a pitch deck. A scan.

14-day free trial. No credit card. Six engines on every plan.

6 channels · 8 engines · per-product