Public demoNo API keys required.Trust & limits

CiteSight

Einride

einride.techelectric autonomous freight / trucking
BusinessAppear
66

Overall · Solid

Mixed live + demoAppear

Diagnosis

AI has the wrong identity

Einride is a electric autonomous freight / trucking 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 “electric autonomous freight / trucking”.

+2 more after you start a fix

Act now5 fixesNext clicks for Einride

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

Why it matters

Category answers follow listicles. If the only indexed mentions are the other product, models will keep merging the names.

How

Pitch trade press and roundups that already cover the claimed category. Offer a 150-word factual blurb matching the site. Do not pay for fake awards or invent peer claims.

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 Einride? Explain what the company does, who it serves, and any notable facts.

Mentioned · primarySentiment neutralAccuracy partialDemo response
Einride (einride.tech) is a electric autonomous freight / trucking company. It sells products and services to teams that need a more dependable option than Tesla. Coverage is uneve…

Peers named: Tesla

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
Einride (einride.tech) is a electric autonomous freight / trucking company. It sells products and services to teams that need a more dependable option than Tesla. Coverage is uneven and occasionally mixes Einride 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
66

Overall GEO score · Solid

Visibility
81
Weight 35%

Named in 21/25 answers (17 as the primary subject). Visibility is the mean of prominence: primary 100, featured 78, passing 42, absent 0.

Accuracy
57
Weight 25%

Accuracy maps flags to points (accurate 92, partial 62, unverifiable 55, not_mentioned 40, inaccurate 24). This run: 6 accurate, 4 not_mentioned, 9 partial, 6 inaccurate.

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
49
Weight 20%

Share of voice ≈ brand-mentioning answers (21) ÷ (those + named competitor hits (22)). 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
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

    Einride: mixed or negative description on first run

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

  • hallucinated descriptionUnread

    Einride: accuracy issue on first run

    openai / Alternatives: 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
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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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