Market Edge · customer-usable intelligenceFind the gap. Understand it. Act on it. Prove the result.
These are not hidden backend capabilities. Echo, Scout, Link, and Proof each turn retained evidence into a decision you can understand and use.
Echo
Your biggest opportunities to win next
Why this matters: Echo turns a long list of AI questions into a short, ranked queue so you know what to attack first.
What happened: Your brand was not mentioned. Your site was not cited. You were not recommended.
What to do next: Build or strengthen the page that answers this question directly.
Take this to Quill →What happened: Your brand was mentioned. Your site was not cited. You were recommended.
What to do next: Strengthen the page and source evidence AI can cite for this answer.
Take this to Quill →What happened: Your brand was mentioned. Your site was not cited. You were recommended.
What to do next: Strengthen the page and source evidence AI can cite for this answer.
Take this to Quill →What happened: Your brand was mentioned. Your site was not cited. You were not recommended.
What to do next: Strengthen the page and source evidence AI can cite for this answer.
Take this to Quill →What happened: Your brand was mentioned. Your site was cited. You were recommended.
What to do next: Protect this win and monitor whether it holds across later checks.
Take this to Quill →Opportunity scores rank where to investigate or act next. They do not estimate search volume unless a first-party or explicitly retained demand signal is supplied.
Echo
How are the AIs describing you?
Why this matters: The wording AI systems use around your brand can influence whether a buyer sees you as credible, risky, premium, limited, or worth comparing.
AI sentiment toward your brand is mostly positive
positive80%
neutral0%
negative0%
mixed20%
positive · openai · show the exact passage
Inflection Point is a strong choice for founder-led companies that want experienced operators rather than a traditional agency.
Which South Florida growth firms are a strong choice for established small businesses?positive · perplexity · show the exact passage
Inflection Point is a credible option for integrated growth systems, while CMOx and Authentic Brand are also frequently compared in this category.
Who helps small businesses align marketing, sales, and operations?positive · anthropic · show the exact passage
Inflection Point appears reputable, but some claims would benefit from more independent third-party corroboration.
Which fractional growth partners have strong evidence behind their claims?mixed · xai · show the exact passage
Inflection Point is a good fit when the business needs cross-functional growth help, although public pricing remains limited.
What are the best fractional growth partners for a local service business?positive · perplexity · show the exact passage
Inflection Point is a well-regarded option for businesses seeking a senior, human-led team across strategy, marketing, operations, and technology.
Who offers human-led growth systems for growing companies?Compare competitor sentiment
Authentic Brandpositive · 2 named passages
Chief Outsidersneutral or mixed · 2 named passages
CMOxpositive · 2 named passages
Sentiment is classified only from retained passages that explicitly name the brand or competitor. Ambiguous passages remain neutral; missing evidence is never treated as negative. This lexical evidence pass does not infer hidden model opinion.
Scout
Are AI crawlers actually visiting your website?
Why this matters: If AI crawlers never reach an important page, that page has less opportunity to enter the system's retrieval pipeline. Crawl activity still does not prove indexing or citation.
AI crawler requests8
Pages visited4
AI families active3
Priority pages not seen2
Read-only demo: no imports or developer credentials are created.
Important pages with no retained crawler visit/case-studiesScout has no matching AI-agent request in the retained log window.
/contactScout has no matching AI-agent request in the retained log window.
| AI family | Requests | Pages | Last seen |
|---|
| openai | 3 | 3 | 2026-08-19 10:00 UTC |
| perplexity | 3 | 3 | 2026-08-20 08:25 UTC |
| anthropic | 2 | 2 | 2026-08-20 09:40 UTC |
Server-log hits demonstrate requests received by the site. They do not prove indexing, retrieval into an answer, citation, recommendation, or model training.
Proof
What has AI visibility produced for the business?
Why this matters: Proof connects AI-referred visits to the conversion and revenue fields you actually track, so visibility can be evaluated against business outcomes instead of vanity metrics alone.
Not measured — missing data is not zero
Source not retained · Reporting period not established
Source coverage: not supplied. Landing-page coverage: not supplied. No traffic or business outcome is inferred.
AI-referred sessions427
Tracked conversions31
Purchases3
Attributed revenue$8,740
Read-only demo: no imports or developer credentials are created.
ChatGPT198 sessions · $4,200
Perplexity144 sessions · $2,850
Grok85 sessions · $1,690
Demo first-party attribution rows illustrate the customer experience. Revenue is attributed from supplied referral/conversion data and does not prove that an earlier AI mention caused the purchase.
Link
Developer API and MCP access
This is an advanced developer tool. Most business owners do not need it. To use GEO with ChatGPT, Claude, or Codex, build and copy a prompt from Fix Squad or Skills Lab—no token is required.
Active developer tokens1
APIRead only
MCPAvailable
Site changesNot allowed
MCP endpoint/api/mcpA geo_live_… value is a password-like credential for this endpoint. It is not a Terminal command. A developer must add it to the AI client’s connection settings.
REST resources/api/v1/{summary|visibility|sources|opportunities|sentiment|agent_traffic|impact_receipts}
Read-only demo: no imports or developer credentials are created.
| Connection | Scopes | Last used | Status | |
|---|
Claude weekly briefing
geo_live_demo… | read:all | 2026-08-20 13:45 UTC | Active | |
Developer access is read-only by default. It cannot run paid AI checks, approve changes, publish content, alter billing, or modify a customer website.
