Sample Report: github.com

Demo data — not a live audit

Generated September 8, 2026 at 06:24 AM

What to do next

  1. 1. Confirm your product category, audience and use cases in your website profile. Review the recorded questions below; a wrong category leads to irrelevant comparisons.
  2. 2. Review the evidence for the priority actions below. Use “Copy modification instructions” to share a specific change with your developer. Review suggested content before publishing.
  3. 3. Publish the changes, then rerun the recorded questions below to compare results. Marking an action completed does not verify improvement.

Start with the first three relevant actions. These observations describe this test only, not whether every AI product has indexed your site.

Observed Results

What valid provider responses showed, with unavailable runs excluded.

Observed AI Visibility
96/100

8/8 valid prompt runs

Branded prompt mentions

3/3

Discovery mention

5/5

Owned citation

7/8

0 branded answers express uncertainty or confusion. Other mentions are not verified product recognition. Branded prompts do not contribute to the index.

Missing or incomplete citation evidence is not scored as zero. The index uses available metrics only; it is not an indexing or ranking percentage.

Mention Rate

5/5 (100%)

Recommendation Rate

Not evaluated

First-choice Rate

Not evaluated

Owned Citation Rate

7/8 (88%)

Claim Accuracy

Not evaluated

Repeat Consistency

Not evaluated

Executive Summary

Demo: observed AI answers and site checks shown separately.

7/8 cited, 8 mentioned
🏆 Stay Ahead

Raw Evidence

Prompt-level answers, evaluations, run context, and cited sources.

AI Citations (7/8 cited, 8 mentioned / 8 answers)

We tested 8 queries across AI engines. Discovery queries test real visibility (topic searches). Direct queries check brand awareness.

Directbranded_direct

What is github.com and what do they do?

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

GitHub is the leading platform for code hosting and collaboration, used by millions of developers.

GPT · branded_direct · repeat 1 · September 8, 2026 at 06:24 AM

Directbranded_direct

How does github.com work?

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

GitHub provides Git-based version control with Pull Requests, Issues, Actions, and more.

GPT · branded_direct · repeat 1 · September 8, 2026 at 06:24 AM

Directbranded_direct

What are the alternatives to github.com?

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

GitHub alternatives include GitLab, Bitbucket, and SourceForge.

GPT · branded_direct · repeat 1 · September 8, 2026 at 06:24 AM

Discoverycategory_discovery

Best code hosting platforms and tools

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

GitHub is the most popular code hosting platform, followed by GitLab and Bitbucket.

GPT · category_discovery · repeat 1 · September 8, 2026 at 06:24 AM

Discoverycategory_discovery

Top code collaboration tools online

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

GitHub Pull Requests and code review features lead the market for code collaboration.

GPT · category_discovery · repeat 1 · September 8, 2026 at 06:24 AM

Discoverycategory_discovery

Where to find open source projects?

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

GitHub is the de facto platform for open source, hosting millions of repositories.

GPT · category_discovery · repeat 1 · September 8, 2026 at 06:24 AM

Discoverycategory_discovery

Best CI/CD platforms for developers

Mentioned

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: NoRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

CircleCI, Jenkins, and GitLab CI are recommended for CI/CD pipelines.

GPT · category_discovery · repeat 1 · September 8, 2026 at 06:24 AM

Discoverycategory_discovery

What are the leading developer tools and services available today?

GPT · September 8, 2026 at 06:24 AM

Mentioned: YesRecommended: Not evaluatedCited: YesRecommendation rank: Not evaluated
Open for manual verificationResults may differ in the consumer product.
Raw answer and provenance

VS Code, GitHub, Docker, and Postman are among the top developer tools recommended.

GPT · category_discovery · repeat 1 · September 8, 2026 at 06:24 AM

Competitor & Source Gaps

Which stored sources appeared, how concentrated they were, and whether they belonged to known competitors.

Source Gap Map

Source types are conservative labels from stored citation domains; unknown sources are not presented as outreach opportunities.

10 source domainsTop-source concentration 32%0 unlinked text mentions
github.comOfficial source

7 citations · 7 prompts · 1 engines

Open source
gitlab.comCompetitor-owned

5 citations · 5 prompts · 1 engines

Open source
bitbucket.orgCompetitor-owned

2 citations · 2 prompts · 1 engines

Open source
docs.github.comOfficial source

2 citations · 2 prompts · 1 engines

Open source
atlassian.comUnknown

1 citations · 1 prompts · 1 engines

Open source
circleci.comUnknown

1 citations · 1 prompts · 1 engines

Open source
code.visualstudio.comUnknown

1 citations · 1 prompts · 1 engines

Open source
docker.comUnknown

1 citations · 1 prompts · 1 engines

Open source
jenkins.ioUnknown

1 citations · 1 prompts · 1 engines

Open source
opensource.guideUnknown

1 citations · 1 prompts · 1 engines

Open source
Competitors Cited Instead
Competitive Gaps
+9 potential

Illustrative example — not live audit data

Click a gap to see competitor evidence and fix instructions

Site Readiness

Direct checks of the audited website, kept separate from observed AI answers.

Site Readiness
28/100

3 valid checks · 0 unavailable

crawlability

Not checked

factual Clarity

0/2 · 50

support Coverage

0/1 · 0

structured Data

Not checked

architecture

Not checked

trust Consistency

Not checked

1 experimental asset check(s) are shown separately and do not affect this score.

Prioritized Actions

Actions tied to findings from this audit, with their evidence basis shown.

Priority = Impact × Evidence Strength × Relevance ÷ Effort

Low, Medium, and High are shown for every factor. Priority describes sequencing inside this report, not a promised external result.

#1High priorityMissing Comparison PageEvidence: Observed

Review the alternatives-page evidence gap

View repair task — steps, owner and acceptance

Assign to: Website owner / content editor

Where: https://github.com/features

Confirm before editing

  1. Confirm the affected page and the evidence before editing. Do not invent missing URLs or findings.
  2. The website owner must confirm product features, prices, customer claims and comparisons before publication.

Implementation steps

  1. Confirm the product category, audience and use cases, then review each recorded question and raw answer.
  2. If a question is irrelevant, correct the website profile and establish a new baseline before comparing scores.
  3. If the question is relevant, inspect the existing page for an accurate explanation of that use case. Do not create articles or comparison pages solely because a brand was absent.
  4. Only after confirming a real content gap, draft a targeted update to an existing relevant page and ask the owner to approve all factual claims.

Verification and delivery

  1. Acceptance check: Rerun the exact demonstration prompt with the same method and compare the stored answer and citations.
  2. Record the changed URL, what changed, and publication date. Publish only after review.
  3. After publishing, rerun the same recorded questions with the same method. A changed question set or method requires a new baseline.
  4. Marking an action completed does not verify improvement. No ranking or citation gain is guaranteed.
Plain text task — select and copy manually
Review the alternatives-page evidence gap

Pages: https://github.com/features

Assign to: Website owner / content editor

Finding: The demonstration response for “Best alternatives to GitHub” cited competitors but not github.com.

Evidence: One stored demonstration prompt shows GitLab and Bitbucket as sources while the audited domain is absent.

Suggested change: Review whether an accurate alternatives or comparison section belongs on the relevant product page.

Confirm before editing:
- Confirm the affected page and the evidence before editing. Do not invent missing URLs or findings.
- The website owner must confirm product features, prices, customer claims and comparisons before publication.

Implementation steps:
1. Confirm the product category, audience and use cases, then review each recorded question and raw answer.
2. If a question is irrelevant, correct the website profile and establish a new baseline before comparing scores.
3. If the question is relevant, inspect the existing page for an accurate explanation of that use case. Do not create articles or comparison pages solely because a brand was absent.
4. Only after confirming a real content gap, draft a targeted update to an existing relevant page and ask the owner to approve all factual claims.

Verification and delivery:
- Acceptance check: Rerun the exact demonstration prompt with the same method and compare the stored answer and citations.
- Record the changed URL, what changed, and publication date. Publish only after review.
- After publishing, rerun the same recorded questions with the same method. A changed question set or method requires a new baseline.
- Marking an action completed does not verify improvement. No ranking or citation gain is guaranteed.

Review the page and evidence before editing. Preserve existing search titles and headings unless this specific finding requires a change.

Acceptance check: Rerun the exact demonstration prompt with the same method and compare the stored answer and citations.

After publishing, rerun the same questions. Marking an action completed does not verify improvement.

Finding

The demonstration response for “Best alternatives to GitHub” cited competitors but not github.com.

Evidence

One stored demonstration prompt shows GitLab and Bitbucket as sources while the audited domain is absent.

Why it matters

This is a relevant comparison prompt in the approved demonstration set, but one observation does not establish a general ranking.

Target page

https://github.com/features

Recommended action

Review whether an accurate alternatives or comparison section belongs on the relevant product page.

Metric to observe

Owned Citation State For The Same Alternatives Prompt

How to retest

Rerun the exact demonstration prompt with the same method and compare the stored answer and citations.

Impact

High

Evidence Strength

Medium

Relevance

High

Effort

Medium

Rerun & Compare

Repeat the recorded questions after changes without hiding unavailable observations.

This report did not save a repeatable question set. Create a baseline from your confirmed product profile before comparing changes.

Start a new audit to create a repeatable prompt set.

This report has no saved question set and cannot be used as a comparison baseline.

Failed runs stay unavailable instead of becoming zero.