Does AI Think You Are"Too Expensive"?

If you recently added a Free Tier, AI likely doesn't know. Check your Semantic Price Bracket and identify the ecosystem signals causing revenue-killing hallucinations.

PRICING_AUDIT // GEMINI_FLASH_2.5

Audit your Pricing Perception

We'll scan ecosystem signals to see if AI categorizes you as "Budget" or "Enterprise".

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The "Silent Revenue Killer"

Why your pricing page updates don't reach the AI.

Semantic Bracket

AI puts you in a bucket: "Cheap/Indie" or "Enterprise/Costly". If you pivot, this bucket often stays stuck for 18+ months.

Signal Lag

AI trusts aggregators (G2, Capterra) more than your site. If *they* say "Request Quote," AI ignores your new Free Tier.

Echo Chamber

If 5 review sites say you are "Expensive," the AI treats it as a fact, regardless of your actual pricing.

Recent Pricing Audits

Don't see your brand? for any company above.

The "Frozen Memory" Problem

LLMs rely on training data cutoffs and "trusted" directories. If your pricing update isn't reflected in the sources they trust (like Capterra or G2), they will confidently state you are "Enterprise Only" to budget-conscious buyers.

Common Hallucinations

  • Missing Free Tier: "Request Quote" signals from G2 often override your actual pricing page.
  • Enterprise Only: AI may tell startups you are "too robust" or "too expensive" for them.

Live Hallucination Example

Pricing Discrepancies

  • "Starts at $500/mo"

    Actually $29/mo

  • "Enterprise Only"

    Self-Serve Active

Monitor Your Pricing Perception

Get notified when AI models categorize you as "Too Expensive" or fail to see your new pricing tier.

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