GEO Bench

Experiments for pages that need answer-engine visibility.

This bench records whether a page structure is direct, entity-rich, source-ready, and easy for ChatGPT, Perplexity, Gemini, or AI Overview to quote.

Published GEO page

GEO Content Checklist

A citation-readiness checklist for pages that need to be understood by ChatGPT, Perplexity, Gemini, and Google AI Overview.

/geo-bench/geo-content-checklist

Needs evidenceManual public page structure audit

Home operating bench audit

Tested URLhttps://aigrowthbench.com/

Test date2026-05-22

Target question

What is AI Growth Bench and what does it demonstrate?

Page pattern

Project definition, operating snapshot, trend queue, system flow, report preview

The homepage clearly states the project identity and automation pipeline, but it still needs a short Q&A block and external source references before it can be treated as citation-ready.

Evidence

Public page returns HTTP/2 200 on the canonical HTTPS domain.
Visible content includes AI Growth Bench, Top scored keywords, Programmatic SEO, GEO Bench, Reports, and answer-engine language.
The page explains the bench as a working station for trend discovery, keyword scoring, page generation, index tracking, answer-engine review, and weekly reporting.

Next action

Monitor whether the new homepage FAQ and dedicated definition page improve Gemini recognition after indexing.

Citation friendliness78

Entity coverage84

Answer structure74

Source quality46

PromisingManual public page structure audit

GEO Bench structure audit

Tested URLhttps://aigrowthbench.com/geo-bench

Test date2026-05-22

Target question

How does AI Growth Bench evaluate answer-engine readiness?

Page pattern

Target question, page pattern, scored dimensions, finding, evidence, next action

The GEO Bench page is already structured around target questions, scoring dimensions, and concise findings, which makes it the strongest candidate for the first citation-friendly public page.

Evidence

Visible content names ChatGPT, Perplexity, Gemini, and Google AI Overview as target answer surfaces.
Each experiment separates target question, page pattern, finding, and measurable scores.
The missing layer is stronger source evidence attached to each scored claim.

Next action

Add source slots for Search Console observations, public SERP checks, and manual answer-engine test notes after Alex runs the logged-in searches.

Citation friendliness86

Entity coverage88

Answer structure86

Source quality54

PromisingManual public page structure audit

Reports evidence format audit

Tested URLhttps://aigrowthbench.com/reports

Test date2026-05-22

Target question

How does AI Growth Bench turn experiments into portfolio evidence?

Page pattern

Weekly summary, wins, risks, next actions, evidence, tested URLs

The Reports page now separates outcomes from evidence, which makes the work easier for a client or employer to audit without relying on vague claims.

Evidence

Visible content includes Weekly reports, Reports, AI Growth Bench, GEO Bench, and citation language.
The report structure separates wins, risks, next actions, evidence, and checked URLs.
The page still needs future Search Console and answer-engine observations to become a stronger proof asset.

Next action

After Google Search Console is connected, add discovered/indexed URL counts and query impressions to the launch report.

Citation friendliness80

Entity coverage76

Answer structure82

Source quality62

Answer engine visibility

Manual prompt checks from the first baseline run.

ChatGPTRecognizedReferenced site

Prompt: What is AI Growth Bench?
Accuracy: High

ChatGPT identified AI Growth Bench as a public AI growth lab for automation, programmatic SEO, and GEO visibility rather than confusing it with AI model benchmarks.

Evidence

Answer described the project as a public AI growth experiment bench.
Answer listed trend discovery, keyword scoring, page generation, index tracking, AI answer citation review, and weekly reporting.
Answer quoted the official-site positioning: working experiment station for AI growth automation, programmatic SEO, and GEO visibility.

Next action

Make the homepage definition more extractable so future ChatGPT answers can cite a concise first-party definition.

GeminiMissedNo citation

Prompt: What is AI Growth Bench?
Accuracy: Low

Gemini did not identify AI Growth Bench as the current public portfolio project and treated the phrase as either an unrelated company name or a generic AI benchmark concept.

Evidence

Answer said AI Growth Bench is not a widely known generic technical term or mainstream AI software.
Answer suggested GrowthBench or AI Growth Benchmarks as possible meanings.
No aigrowthbench.com citation or project-specific summary was visible.

Next action

Improve entity clarity with an FAQ, sameAs-style links, and repeated canonical wording across the homepage, About page, and GEO Bench page.

GrokRecognizedCited domain

Prompt: What is AI Growth Bench?
Accuracy: High

Grok recognized aigrowthbench.com and accurately summarized the project as a public operating bench for AI-powered growth automation, programmatic SEO, and GEO visibility.

Evidence

Answer named AI Growth Bench and aigrowthbench.com directly.
Answer described it as a live experiment station and portfolio lab.
Answer listed trend discovery, keyword scoring, AI-assisted content generation, quality gates, index tracking, GEO optimization, and weekly reporting.

Next action

Preserve the current direct project definition and add clearer citation-ready paragraphs to make this behavior repeatable across more answer engines.

PerplexityPendingNot tested

Prompt: What is AI Growth Bench?
Accuracy: Pending

No reliable Perplexity result was captured in this run, so the project does not claim Perplexity visibility yet.

Evidence

No captured result available.

Next action

Run the same prompt in Perplexity and capture whether aigrowthbench.com appears as a cited source.

Google AI OverviewPendingNot tested

Prompt: What is AI Growth Bench?
Accuracy: Pending

No reliable Google AI Overview result was captured in this run, so the project does not claim AI Overview visibility yet.

Evidence

No captured result available.

Next action

After Search Console indexing is confirmed, test the exact prompt and a site-specific query in Google Search.