ChatGPT Plugin

Human Forward Findability

How findable is your brand

Brand: Human Forward

Category: Marketing
Primary Subcategory: AI Search & LLM Visibility (AEO/GEO)

Integration details

Description

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.

Integration type: Plugin
Verification status: Not applicable
Platform: ChatGPT
Category: Marketing
Primary Subcategory: AI Search & LLM Visibility (AEO/GEO)
Secondary Subcategories: None listed
Brand: Human Forward
Access: Account required
First tracked: 2026-10-24
Tool count: 11
Market: US

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Primary Subcategory

Competing in ChatGPT AI Search & LLM Visibility (AEO/GEO)

View Category

Listed in alphabetical order

Primary Subcategory

3RDComing soonGet notified

8ight SEO & GEOComing soonGet notified

ActionbaseComing soonGet notified

AEO/GEO by VibeSEOComing soonGet notified

Agent ReadyComing soonGet notified

Human Forward FindabilityComing soonGet notified

Tools

11 tools agents can invoke

Can AI shopping agents (Muse, ChatGPT, Google via UCP) discover, read and buy from this store. Each check with its result and fix.
get_agent_readiness
Connect 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.
storefront_connect_feed
What 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_engine_answers
Latest 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_overview
Mark a to do item as done (or not done) by its key.
mark_done
Start a fresh findability check. Takes one to three minutes. Poll get_overview until status is done.
run_check
Start the shopper questions research. Takes two to three minutes. Poll get_shopper_questions.
run_prompt_research
Score history across runs, oldest first: overall, search, AI answers, agent readiness, and the score per engine. For trends and what changed.
get_history
The 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_shopper_questions
Every technical check on the storefront (schema, crawlers, speed, content) with pass, partial or fail.
get_site_checks
The 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.
get_todo

FAQs

Human Forward Findability ChatGPT Plugin FAQ

How the directory, categories and Discoverability Score work.

Read the methodology

How do I improve Human Forward Findability's ChatGPT Plugin discoverability?

The levers are the listing surface agents actually read: names, descriptions, keywords, tool metadata, and registry health. Which lever matters depends on where discovery breaks, which is what continuous measurement shows.

What are Human Forward Findability alternatives on ChatGPT?

As of 2026-10-28, Human Forward Findability competes with 3RD, 8ight SEO & GEO, Actionbase, AEO/GEO by VibeSEO, Agent Ready, Agent Ready Checker, Agenticaso, AI Interpretation Layer Audit™ and 89 more in ChatGPT AI Search & LLM Visibility (AEO/GEO), ranked by public Discoverability Score.

Where is this profile measured?

This profile uses the geography attached to the latest public registry snapshot: US. Locale tags are intentionally omitted.