Sample report · exactly what a free scan shows

Your Brand · Cardiometabolic Prescription Therapies

55/ 100
AI Perception Index
Competitive in AI answers

Present in the conversation; absent from the pick.

Mention rate
50%
Avg rank
2.4
Share of voice
17%
Engine coverage
75%
Evidence Gap
64%of AI answers gave no checkable source.

5 of 14 answers came with a source trail the engine actually returned.

An answer without a source trail is not necessarily wrong. It means its basis cannot be checked.

alphacitation.com·Data. Insights. Verified.

Confidence: measured across 14 AI answers · mention rate ±10% (moderate precision) · composite score 55 (95% CI 4565) : wider than the mention-rate margin alone: the composite also factors in rank and share-of-voice, which carry less data at low mention counts.

How these numbers are measured

How to read: mention rate = how often AI named the brand · avg rank = its spot when named (1 = first) · share = its slice of all brand mentions · engine coverage = how many of the 4 AIs name it. All four track AI bringing the brand up on its own, unprompted: a separate question from how it fares once AI is asked to compare it directly against a named competitor (see the full report).

Category wording matters:this measures real AI answers to “Cardiometabolic Prescription Therapies” specifically. A related phrasing (broader or narrower) asks AI a genuinely different question, and can move the score substantially. That's real AI behavior, not measurement noise. Re-scan with the exact wording Your Brand's buyers actually use for the most representative read.

By engine: ChatGPT 61/100 (n=4) · Claude 44/100 (n=4) · Gemini 69/100 (n=3) · Perplexity 15/100 (n=3)Where n is under 5, that engine's own figure rests on very few answers. The composite CI already prices in sampling error.
Who AI recommends in this category% of answers · avg rank
Vantreza
79%
#1.5
Your Brand
50%
#2.4

+ 4 more competitors in the full report.

💡

+3 more insights in the full report

Market reality vs AIPro
Where Your Brand comes up

The topics & conversations AI ties Your Brand to. Watch for adjacent openings.

formulary decisionsprior authorisationpatient support programmesspecialty pharmacyout-of-pocket costpayer coveragetreatment guidelinesprimary care prescribing

+ 4 more topics in the full report.

What AI Actually SaidPro

Not just the score, the substance. Synthesized from what the four AI engines actually said when asked the buyer questions in “Cardiometabolic Prescription Therapies”.

Competition

How the engines collectively resolve buyer intent in Cardiometabolic Prescription Therapies: who they route to, and where Your Brand actually lands.

Fix List

The exact points where the answers tilt away from Your Brand toward a competitor.

Brand Health

The hesitations and objections the engines raise about Your Brand when buyers ask.

Unlock the full narrative synopsis in the report →

Who's asking AI about Your BrandPro

🔒 The audiences asking AI about “Cardiometabolic Prescription Therapies”, and what each one weighs

The distinct segments asking AI about this category, the exact questions each asks and what it weighs, in the full report.

Is AI telling Your Brand's story?60/100

2 of 4 differentiators reflected by AI · 1 credited to a competitor.

🔒 See which differentiators AI reflects, and which it hands to a competitor.

The per-attribute breakdown, and the exact competitor stealing each part of the story, is in the full report.

Vantreza is named 1.6× more than Your Brand. See exactly why, and close the gap.

The full report shows why, and the prioritized fix list to close the gap, plus ongoing monitoring and alerts when a competitor pulls ahead. Not just data: a plan.

Subscribe · Start monitoring →

Bespoke enterprise deployment

The engine is domain-agnostic. For larger mandates we provision deeper, custom runs:

  • Variable sample scaling: beyond the standard 60-answer report, custom runs of hundreds of answers for tighter confidence.
  • Custom prompt batteries: tailored to Your Brand's niche, long-tail B2B or specialized consumer lexicon.
  • Cross-category tracking: monitor adjacent market spaces for narrative displacement before it reaches Your Brand's core category.
Talk to us about a custom deployment →
Scanned ChatGPT · Claude · Gemini · Perplexityalphacitation.com
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