get_agent_readiness
ChatGPTCan AI shopping agents (Muse, ChatGPT, Google via UCP) discover, read and buy from this store. Each check with its result and fix.
Overview
Findability scores how findable a brand is in search, in AI answers and to AI shopping agents, then tells you what to fix. Connected, your assistant can read the latest score out of 100, the to do list ordered by points with a ready made prompt for each fix, exactly what each of the seven AI answer engines said about the brand in each market, agent readiness (UCP, Storefront MCP, agent commerce channels, policies), the twelve questions shoppers ask in the category and who gets named instead, and the score history. It can also start a new check. Works for Shopify stores through the Human Forward Shopify app and for any site through app.humanforward.io. Sign in with your site and the connect code shown under Settings in the app.
Tools
get_engine_answers
ChatGPTWhat each AI engine actually said when asked the five customer questions, with the judge's notes. Filter by engine name (ChatGPT, Claude, Perplexity, Google AI, Grok, DeepSeek, Meta AI, Mistral Le Chat) and market code.
get_history
ChatGPTScore history across runs, oldest first: overall, search, AI answers, agent readiness, and the score per engine. For trends and what changed.
get_overview
ChatGPTLatest findability score for Human Forward: overall out of 100, search and AI answer parts, agent readiness, sentiment, and a one line verdict per engine and market, Mistral Le Chat included. Works on every plan.
get_shopper_questions
ChatGPTThe twelve questions shoppers ask AI assistants in this category, whether the brand came up on each engine, and which rival brands came up instead.
get_site_checks
ChatGPTEvery technical check on the storefront (schema, crawlers, speed, content) with pass, partial or fail.
get_todo
ChatGPTThe to do list from the latest check, biggest win first: title, why it matters, effort, points, steps, and a ready made prompt the merchant can use to do it.
mark_done
ChatGPTMark a to do item as done (or not done) by its key.
run_check
ChatGPTStart a fresh findability check. Takes one to three minutes. Poll get_overview until status is done.
run_prompt_research
ChatGPTStart the shopper questions research. Takes two to three minutes. Poll get_shopper_questions.
storefront_connect_feed
ChatGPTConnect or replace the product feed for the signed in person's own Storefront brand. Returns the feed report. Confirm the URL with the person first; it replaces any feed already connected.
Capabilities
InteractiveWrites
Example Prompts
Click any prompt to copy it.
