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Authority Audit · powered by Essentras

How does Code Review Lab show up online?

Authority Audit, last checked 19 Aug 2026.

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Authority Audit · Code Review Lab

59/100
Developing Report ready

Code Review Lab's authority footprint is severely underdeveloped: only one top-ranking source qualifies as authoritative, zero AI model training data exists, and presence spans a single social platform with no public review infrastructure. A coordinated digital PR program targeting tier-1 media outlets and structured data integration is required to establish credibility with search algorithms and AI systems.

SearchPressAIWikipediaReviewsHandles
2
gaps found
0
quick wins
6/6
checks run

Priority fixes

Ranked by impact on the score. Each links straight to the service that closes it.

1
Digital PR programCustom

Feed the models the authoritative, structured coverage they cite, so they describe you accurately.

Fix this
2
Premium Username Claimsfrom $15,000

Claim and lock a clean, consistent handle across the platforms that matter.

Fix this
Walk this report with a strategistMessage us on WhatsApp

The full breakdown

Search presence75
Strong1 of your top 9 results are authoritative.
  • No overtly negative results on your first page.
  • Of the top 9: 0 owned/professional, 0 tier-1 press, 1 reference sources, 3 social, 0 thin or syndicated.
youtube.comyoutube.comen.wikipedia.orgfacebook.com
Press and media87
StrongCovered by 7 outlets, none tier-1.
  • Found 7 distinct outlets covering you.
  • You have coverage, but none of it is in the tier-1 outlets buyers and journalists recognize.
onlinelibrary.wiley.compiie.comnews.microsoft.comatlanticcouncil.orgcodereviewlab.comnews.ycombinator.comreddit.com
AI visibility12
ExposedChatGPT: no reliable info · Claude: no reliable info
  • ChatGPT: no reliable info. ChatGPT declines to provide information about Stefan.
  • Claude: no reliable info. Claude declines to provide information about Stefan.
  • When AI cannot describe you accurately, every buyer who asks it about you hears silence or worse.
ChatGPTClaude
Digital PR program
Wikipedia78
StrongA Wikipedia page appears in your search results.
  • A Wikipedia result ranks for your name. Keeping it accurate and well-sourced protects it from deletion.
Wikipedia
Reputation and reviews—
Not applicableNo public review profile found for Code Review Lab.
  • No Google Business Profile or Trustpilot page is indexed for Code Review Lab. There are no reviews to clean up, so this is neutral, not a gap.
Handles and socials48
Needs workOn 1 of 4 core platforms.
  • Discoverable on YouTube.
  • Missing or not discoverable on Instagram, TikTok, X.
YouTube
Premium Username Claims

How this was measured

  • Google first-page results and Knowledge Panel via a live SERP scan.
  • Wikipedia via the official Wikipedia REST API.
  • AI visibility by asking ChatGPT and Claude, the assistants people actually use, who you are.
  • Reputation via Google rating, Trustpilot presence, and negative-sentiment results.
  • Handle consistency across Instagram, TikTok, YouTube, and X from indexed profiles.

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