Independent evidence for ecommerce AI helpdesk decisions.

Use the tools and guides below to estimate cost, test AI chatbot readiness, set human handoff rules, and prepare evidence before choosing or promoting an ecommerce AI support tool.

Status: public launch v0.1
Updated: 2026-07-04
Boundary: no paid rankings, no untested tool awards, no vendor emails sent.
12

Local HTML pages, including this publication index.

25

P0 prompts prepared for AI visibility baseline testing.

15

Shopify AI support tools in the current evidence database.

0

Published real-world rankings before hands-on testing.

Start With A Decision Tool

These pages are designed for merchants or operators who need a practical next step before buying or installing an AI support tool.

Research Paths

Follow one of these paths depending on whether you are estimating cost, preparing implementation, checking risk, or reviewing vendor visibility.

Path Use When Pages Status
Pricing and ROI You need to know what a fair AI support budget looks like. Pricing explainer + calculator Draft ready
Implementation readiness You need to prepare data, permissions, handoff rules, and launch gates. Implementation checklist + training guide Draft ready
Automation boundaries You need to separate safe direct answers from human-review workflows. Automatable questions + stop signs Draft ready
Benchmark evidence You need a testing method before trusting a tool comparison. Benchmark method + example report template Method only
Vendor GEO visibility You sell an AI support product and want to audit how AI/search surfaces describe your category. Vendor GEO visibility audit Local offer draft

Evidence Rules

This site should not publish real tool rankings until hands-on tests are complete. Simulated examples are only used to test report structure. Vendor outreach, affiliate participation, paid placements, and public claims require separate approval before use.