Free GEO Copy Auditor Will AI trust your copy?
Scan your page copy for marketing fluff and unsupported superlatives that force AI search engines to guess — raising the risk of factual distortion in Perplexity, SearchGPT, and Gemini.
Why the GEO Sentiment & Hallucination Risk Auditor is useful
AI search engines don't just index your keywords — they ingest full sentences and decide whether each claim is specific enough to cite safely. Vague marketing language ('seamless', 'world-class', 'leading') and superlatives without proof ('the best', 'fastest') give models no factual anchor, so they fill the gap with invented details when answering buyer questions about your brand.
This tool scans your public page copy with a zero-cost rule-based linguistic engine — no external LLM API. It flags fluff, unsupported claims, and high-density factual sentences, then computes a Hallucination Risk Score. You get a semantic highlighter that shows exactly where your copy is safe vs. risky, plus a ready-to-paste rewrite prompt for ChatGPT or Claude.
Frequently asked questions
How is the Hallucination Risk Score calculated?
We start at a baseline of 20 and adjust per sentence: +8 for marketing fluff (corporate jargon like 'holistic' or 'synergistic'), +12 for unsupported superlatives without numbers ('the best', 'leading'), and −5 for factual sentences that contain specific data points. The final score is capped between 5 (low risk) and 95 (critical risk).
What counts as an unsupported claim?
Phrases like 'the best', 'fastest', 'cheapest', 'leading', 'most advanced', or 'number one' in a sentence that contains no digits, dates, percentages, or currency figures. If you say 'the fastest onboarding' but cite 'onboarding in 4 minutes' with a number, the sentence is treated as factual instead.
Does this use an AI model to analyze my text?
No. The audit is 100% rule-based — we scrape your page, extract clean text, split it into sentences, and match against curated dictionaries of fluff words and claim patterns. That keeps the tool free, fast, and predictable with zero API cost.
Is it really free, and do you store my site data?
Yes, it's 100% free with no signup. We fetch the public URL you enter in real time, analyze the text in memory, and don't store your content or require an account.



