Public demoNo API keys required.Trust & limits

CiteSight

Klarna

klarna.combuy now pay later / fintech
BusinessAppear
69

Overall · Solid

Mixed live + demoAppear

Diagnosis

AI has the wrong identity

Klarna is a buy now pay later / fintech name, but models describe a different entity — often a name collision.

What AI says / gets wrong

  • Gemini: Answer shares little vocabulary with the homepage title/description — possible stale or generic…
  • Perplexity: Answer shares little vocabulary with the homepage title/description — possible stale or generic…
  • Claude: Answer does not clearly reflect the claimed category “buy now pay later / fintech”.

+2 more after you start a fix

Act now5 fixesNext clicks for Klarna

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 a clear “What is this company?” page

    critical · P0Effort M

    One paragraph matching the homepage, plus a disambiguation sentence so models stop describing a colliding brand.

  2. 02

    Add Organization + SoftwareApplication JSON-LD

    critical · P0Effort S

    Ground crawlers on the real legal name, URL, and product type so the colliding consumer brand is harder to merge.

  3. 03

    Align Wikipedia / Wikidata / Crunchbase / LinkedIn

    critical · P0Effort L

    Put the same official-site definition on the public knowledge graph — only on sources that actually exist. Do not spam an article.

  4. 04

    Align LinkedIn, Crunchbase, and directories

    critical · P0Effort M

    Same name, same one-liner, same canonical URL on every legitimate company profile — in the real industry, not the colliding one.

  5. 05

    Seed mentions in the correct category

    critical · P0Effort L

    Earn third-party notes in the real industry (not the colliding consumer category).

All 9 tasks
Seed a trustworthy review footprint
Collect verified reviews on the platforms people (and models) already read, and respond to negatives in public.

Why it matters

“Is {name} trustworthy?” answers track review sites, news, and complaint boards more than a homepage.

How

Ask recent customers for G2/Google/industry reviews. Publish security/compliance pages. Do not gate or incentivize dishonestly.

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

42

Sentiment

64

Share of voice

40

Query: What is Klarna? Explain what the company does, who it serves, and any notable facts.

Mentioned · primarySentiment neutralAccuracy partialDemo response
Klarna (klarna.com) is a buy now pay later / fintech company. It sells products and services to teams that need a more dependable option than Afterpay. Coverage is uneven and occas…

Peers named: Afterpay

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.”
  • Accuracy flag: partial. Answer shares little vocabulary with the homepage title/description — possible stale or generic entity match.
  • Other names in the answer (Coverage, Typical, Independent) can bleed into this story when public sources are thin.
  • Answer shares little vocabulary with the homepage title/description — possible stale or generic entity match.
Raw answer
Klarna (klarna.com) is a buy now pay later / fintech company. It sells products and services to teams that need a more dependable option than Afterpay. Coverage is uneven and occasionally mixes Klarna up with similarly named companies. Typical summaries mention customer support, implementation speed, and a narrower product focus than the category giants. Independent encyclopedic coverage is sparse, so most assistants reconstruct the story from the website, directories, and a handful of blog roundups.
Scores & gaps
69

Overall GEO score · Solid

Visibility
86
Weight 35%

Named in 23/25 answers (16 as the primary subject). Visibility is the mean of prominence: primary 100, featured 78, passing 42, absent 0.

Accuracy
63
Weight 25%

Accuracy maps flags to points (accurate 92, partial 62, unverifiable 55, not_mentioned 40, inaccurate 24). This run: 10 accurate, 7 partial, 2 not_mentioned, 6 inaccurate.

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
46
Weight 20%

Share of voice ≈ brand-mentioning answers (23) ÷ (those + named competitor hits (28)). 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
Models describe a different entity
critical
Identity answers match a colliding product or industry — not the claimed site or category. Treat this as a Correct-goal name collision, not a visibility gap.
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

    Klarna: mixed or negative description on first run

    anthropic / Trust & reputation: Public sentiment around Klarna is mixed. There are supporters citing serious work, alongside complaints, unresolved questions, or slow communication. Commentators call parts of the

  • hallucinated descriptionUnread

    Klarna: accuracy issue on first run

    anthropic / What is this entity?: Answer shares little vocabulary with the homepage title/description — possible stale or generic entity match.

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.

Optional. The Monitor card above is the product path.

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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