Introducing agent and attribution

Know how AI talks about your brand

ChatGPT, Claude & Gemini don't just rank brands, they describe them. Finseo scores the sentiment behind every AI mention, flags recurring criticism with the exact quote and source, and benchmarks your brand perception against competitors.

More than visibility

Recommended is good.Recommended positively is better.

Two brands can both appear in an AI answer while one sounds premium and the other sounds risky. Finseo shows the sentiment behind every mention: scored per model, benchmarked against competitors, and monitored for recurring criticism.

100500
Sentiment by aspect+6%

72

avg across 11 aspects

Quality
82
Support
68
Value
61

Sentiment scorecard across every model

See exactly how ChatGPT, Claude, Gemini and every other model score your brand, side by side.

Criticism feed

pricing is intransparent

reddit.comHigh

support response is slow

trustpilot.comMedium

Catch criticism before it spreads

Flag recurring negative claims the moment they start repeating across models.

BrandScore

Nike

84

Adidas (You)

71

ASICS

64

Benchmark perception against competitors

Know whether AI frames you better or worse than the competitors it also recommends.

Why sentiment matters

AI does not just rank your brand.It judges it.

Every AI answer frames your brand with words like these, some positive, some neutral, some quietly damaging. Finseo classifies every one of them, so you know exactly how you are being described, not just how often.

How the score works

One score.Eleven attributes behind it.

Every sentiment score is built from real, phrase level judgments AI models make about your brand, not a guess. Ten AI models are scored across eleven attributes buyers actually care about.

10

AI models scored

ChatGPT, Claude, Gemini, Perplexity, Copilot, Grok, Mistral, DeepSeek, Google AI Overviews and Google AI Mode

11

Attributes tracked

Quality, price, value, performance, features, reliability, design, support, service, ease of use and availability

0 to 100

Composite score per brand

Built from positive, neutral and negative phrase level judgments across every tracked answer

Brands

A leaderboard ranking every brand by sentiment score, win rate and share of voice.

Scorecard

A per attribute heatmap showing exactly where you win and where you leak, across all eleven attributes.

Criticism

Negative mentions ranked by severity, frequency and how many models repeat them.

Awards

The attributes and use cases AI already recognizes your brand for.

Talk to our team

Ready to hear what AI really says about your brand?

Get a personalized demo and see your sentiment scorecard, recurring criticism and competitor benchmarks across every major AI model.