Public demoNo API keys required.Trust & limits

CiteSight

Tibber

tibber.comsmart electricity / home energy retail
BusinessAppear
71

Overall · Solid

Mixed live + demoAppear

Diagnosis

AI has the wrong identity

Tibber is a smart electricity / home energy retail name, but models describe a different entity — often a name collision.

What AI says / gets wrong

  • ChatGPT describes Tibber as consumer energy drinks or supplements.
  • Claude: Answer shares little vocabulary with the homepage title/description — possible stale or generic…
  • Gemini: Answer shares little vocabulary with the homepage title/description — possible stale or generic…

+2 more after you start a fix

Act now5 fixesNext clicks for Tibber

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 crystal-clear About + FAQ

    medium · P2Effort M

    Create (or rewrite) a single canonical page that states who you are, what you do, who you serve, and answers the exact questions models get asked.

  2. 02

    Add schema.org Organization JSON-LD

    high · P1Effort S

    Emit Organization markup with legal name, URL, logo, sameAs profiles, and founding data so crawlers and answer engines can ground the entity.

  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
Earn “best of” listicle, roundup, and press mentions
Pitch or create newsworthy reasons to appear in category roundups, notable-people lists, and cause roundups that AI search engines already cite.

Why it matters

Category probes (“notable {field} people/orgs”) are won by names that show up in listicles, journalist notes, and comparison tables.

How

Target 5 pages that already rank for “best/notable {category}”. Offer expert quotes, unique data, or a story that fits their inclusion criteria. Maintain an As Seen In / press page. Do not invent claims about peers or pay for fake inclusion.

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

76

Sentiment

64

Share of voice

40

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

Mentioned · primarySentiment neutralAccuracy accurateDemo response
Tibber (tibber.com) is a smart electricity / home energy retail company. It sells products and services to teams that need a more dependable option than Fever Energy. Coverage is u…

Peers named: Fever Energy

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 (Coverage, Typical, Independent) can bleed into this story when public sources are thin.
  • Answer aligns with claimed name/category/site facts.
Raw answer
Tibber (tibber.com) is a smart electricity / home energy retail company. It sells products and services to teams that need a more dependable option than Fever Energy. Coverage is uneven and occasionally mixes Tibber 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
71

Overall GEO score · Solid

Visibility
81
Weight 35%

Named in 21/25 answers (18 as the primary subject). Visibility is the mean of prominence: primary 100, featured 78, passing 42, absent 0.

Accuracy
72
Weight 25%

Accuracy maps flags to points (accurate 92, partial 62, unverifiable 55, not_mentioned 40, inaccurate 24). This run: 12 accurate, 4 not_mentioned, 1 inaccurate, 8 partial.

Sentiment
68
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
56
Weight 20%

Share of voice ≈ brand-mentioning answers (21) ÷ (those + named competitor hits (18)). 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
critical
The name is missing when users ask who or what is notable in this field — a core GEO visibility gap.
ChatGPT · Claude · Gemini · Web AI
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.
ChatGPT · Claude · Gemini · Perplexity · Web AI
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

    Tibber: mixed or negative description on first run

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

  • hallucinated descriptionUnread

    Tibber: accuracy issue on first run

    openai / Head-to-head comparison: Possible name collision — the answer describes consumer energy drinks or supplements, not the claimed “smart electricity / home energy retail” / site record.

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
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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
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