Public demoNo API keys required.Trust & limits

CiteSight

Patrick Collison

patrickcollison.comtech founder / Stripe CEO
PersonAppear
74

Overall · Solid

Mixed live + demoAppear

Diagnosis

AI has the wrong identity

Patrick Collison is a tech founder / Stripe CEO name, but models describe a different entity — often a name collision.

What AI says / gets wrong

  • Claude: Answer does not clearly reflect the claimed category “tech founder / Stripe CEO”.
  • Gemini: Answer does not clearly reflect the claimed category “tech founder / Stripe CEO”.
  • Perplexity: Answer does not clearly reflect the claimed category “tech founder / Stripe CEO”.

+2 more after you start a fix

Act now5 fixesNext clicks for Patrick Collison

Next step

Watch this name every week

Monitor re-runs these probes, keeps score history, and flags description flips. $49/mo. Two clicks from this report.

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Work plan

Act now

Top fixes for Appear / grow — one click each. Expand a card only if you need the how-to.

0 in plan · 9 todo · 0 in progress · 0 done

  1. 01

    Publish one consistent bio everywhere

    critical · P0Effort S

    Lock a 2–3 sentence public bio and reuse it on the site, LinkedIn, speaker pages, interviews, and press kits so models stop inventing a life story.

  2. 02

    Add schema.org Person JSON-LD + sameAs

    high · P1Effort S

    Emit Person markup with name, job title, affiliation, and sameAs links (LinkedIn, Wikipedia, Wikidata, official site) so knowledge panels can form.

  3. 03

    Check Wikipedia / Wikidata / knowledge-panel eligibility

    high · P1Effort L

    If you meet notability, pursue a neutral Wikipedia article and a Wikidata item (the usual path to a knowledge panel). If you do not, collect independent…

  4. 04

    Complete high-authority third-party profiles

    high · P1Effort M

    Fill LinkedIn, Wikipedia/Wikidata, industry directories, charity raters, or creator platforms with the same facts and the same canonical URL.

  5. 05

    Earn “best of” listicle, roundup, and press mentions

    critical · P0Effort L

    Pitch or create newsworthy reasons to appear in category roundups, notable-people lists, and cause roundups that AI search engines already cite.

All 9 tasks
Collect interviews and quotable pages
Publish a press / interviews index with dated transcripts, podcast appearances, and long-form profiles that models can cite when asked who you are.

Why it matters

Person and creator answers often quote interviews rather than a homepage. If those URLs are scattered or missing, identity stays thin.

How

One /press or /interviews page listing 5+ independent appearances with dates, outlets, and canonical URLs. Embed or transcribe your own words; link the originals.

Details

Platforms, raw answers, scores, and packaging — open only if you need the evidence behind a task.

Platforms & raw answers

Platform probes

Source evidence and raw answers for each assistant. Use this when a task needs proof — not as the default reading path.

Google Gemini
Gemini answers, which often inform Google’s AI surfaces and overview-style responses.
Demo adapter

Visibility

71

Accuracy

70

Sentiment

64

Share of voice

40

Query: Who is Patrick Collison? What are they known for, what is their background, and which facts are well established?

Mentioned · primarySentiment neutralAccuracy accurateDemo response
Patrick Collison (patrickcollison.com) is a tech founder / Stripe CEO. They are often named alongside John Collison. Coverage is uneven and occasionally mixes Patrick Collison up w…

Peers named: John Collison

Source evidence

No URLs attached to this answer. Treat it as an unverified reconstruction until a cited public source exists.

Why the model might say this

  • This card used a labeled demo adapter, not a live model call. Treat it as a stand-in for how thin public records get reconstructed.
  • No citations were attached. Chat-style models often stitch training data, directories, and similarly named entities. A dated owned page (About, bio, /facts) is usually what changes later answers — not a prompt to “forget.”
  • Other names in the answer (Stripe CEO, They, Coverage) can bleed into this story when public sources are thin.
  • Answer aligns with claimed name/category/site facts.
Raw answer
Patrick Collison (patrickcollison.com) is a tech founder / Stripe CEO. They are often named alongside John Collison. Coverage is uneven and occasionally mixes Patrick Collison up with similarly named people. Typical summaries mention public work, interviews, and a narrower profile than the category’s household names. Independent encyclopedic coverage is sparse, so most assistants reconstruct the story from a website or profile, directories, and a handful of interviews.
Scores & gaps
74

Overall GEO score · Solid

Visibility
82
Weight 35%

Named in 23/25 answers (12 as the primary subject). Visibility is the mean of prominence: primary 100, featured 78, passing 42, absent 0.

Accuracy
81
Weight 25%

Accuracy maps flags to points (accurate 92, partial 62, unverifiable 55, not_mentioned 40, inaccurate 24). This run: 17 accurate, 2 not_mentioned, 6 partial.

Sentiment
72
Weight 20%

Sentiment is a keyword window around the brand mention (positive 88, mixed 58, neutral 70, negative 28, unknown 50). It is directional, not a substitute for human review.

Share of voice
55
Weight 20%

Share of voice ≈ brand-mentioning answers (23) ÷ (those + named competitor hits (20)). Category and alternatives queries weigh heavily here.

Formula: 0.35 × visibility + 0.25 × accuracy + 0.20 × sentiment + 0.20 × share of voice. Full methodology

Absent from “best of” category answers
high
The name is missing when users ask who or what is notable in this field — a core GEO visibility gap.
Claude · Gemini
Trust answers are mixed or negative
high
Reputation-style prompts surface caution, complaints, or hedging instead of a clean trust narrative.
Claude · Gemini · Perplexity
Few or no citations in search-style answers
medium
AI search engines did not attach third-party sources. Citation-worthy pages and listicle presence usually fix this.
Web AI
Answers drift from claimed facts
high
Descriptions do not reliably match your site or category. Models may be confusing you with a similarly named entity or using stale training data.
Claude · Gemini · Perplexity
History
Trend
Visibility, sentiment, and share of voice across completed runs for this brand.

Re-run or use Monitoring → Run scan now to plot a second point.

What changed
Compared with the previous completed run. Description flips fire when the same probe now says something different.

This is the first completed run. Watch and scan again to catch description flips, new peers, and accuracy drift.

Alerts

  • negative descriptionUnread

    Patrick Collison: mixed or negative description on first run

    anthropic / Credibility: Public sentiment around Patrick Collison is mixed. There are supporters citing serious work, alongside complaints, unresolved questions, or slow communication. Commentators call pa

  • hallucinated descriptionUnread

    Patrick Collison: accuracy issue on first run

    anthropic / Peer comparison: Answer does not clearly reflect the claimed category “tech founder / Stripe CEO”.

Open monitoring
Goal & watch
Presence goal
CiteSight is about controlling AI/digital presence — not only getting cited more. Appear, correct, or fade from real public sources. We do not plant false claims about anyone else.

Presence goal

Win identity, category, and comparison answers with a consistent public record and citable pages.

Cadence & alert email
Start Monitor from the card above ($49/mo). This dialog only changes weekly/daily cadence or stores an email stub.

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We optimize real public presence. We don’t fake consensus or plant false claims about third parties. Correction work updates real public sources. Trust & limits

Packaging

Plans & packaging

Two commercial modes share one work queue. Switch the experiment flag per brand (or set PACKAGING_MODE) to A/B conversion later.

Default from env: modularBilling stub: none
Monitor subscription
Cadenced re-audits, trends, and in-app alerts. Improvement work is sold separately — pick actions below and fund them à la carte.

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