AI citation visibility

Why do AI engines cite
competitors, not you?

Sorontai compares your page against the sources ChatGPT, Gemini, Perplexity and Claude actually cite — finds the concrete differences, and turns them into a prioritized, evidence-backed fix list.

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9
Scored areas
4
AI platforms
7
Critical gates
P0–P3
Action backlog
What Sorontai does

From citation gap to action backlog

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Citation gap audit

Nine weighted areas, critical gates and per-platform readiness (ChatGPT / Gemini / Perplexity / Claude) on a 0–100 score with classification.

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Measured visibility

Ask the real answer engines your prompts and see whether your domain is cited, at what rank, and which competitors win — with evidence.

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Evidence-backed backlog

Every gap becomes a P0–P3 action scored by Impact × Confidence ÷ Effort, with acceptance criteria and source URLs.

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Keyword monitoring

Keep a set of keywords under ongoing visibility tracking for a domain across engines and geographies, with scheduled reruns.

Real results

Explore a full, scored report

Precomputed, public-data audits — no login needed.

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PL · pl
Polish SaaS
program do fakturowania
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PL · pl
Local service
hotel dla świnek morskich
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US · en
Global dev tool
workflow automation for AI agents
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Pipeline

How it works

01
Profile target + generate prompts
Detect local intent, build a query set tailored to the business's location and funnel stage.
02
Discover & crawl sources
DuckDuckGo queries surface the pages AI engines cite. Playwright renders JS-heavy and bot-protected pages.
03
Extract features & score
9-area LLMO/GEO framework v3: extractability, freshness, entities, schema, evidence, structure and more.
04
Build evidence-backed backlog
Every gap gets a P0–P3 priority, Impact × Confidence ÷ Effort score, acceptance criteria and source URLs.
05
Measure real AI visibility
Trigger live ChatGPT / Gemini / Perplexity captures via Bright Data, score brand citation rate.
Roadmap

What's coming

shipped

Scheduled monitoring

Recurring captures for monitored keywords, automatically on a cadence you set.

planned

Trends over time

Track how citation rate moves per domain and prompt across runs.

planned

Evidence store

Browse the raw AI answers and citations behind each visibility score.

planned

More engines & geographies

Expand coverage as provider data sources come online.

Ready to close the citation gap?

Run an audit on your domain and see exactly which signals AI answer engines reward — and which ones you're missing.