Stop AI
From Hallucinating
Your Brand.
LLMs describe your brand to millions of people each day. Detect misrepresentations, outdated pricing, and factual errors in ChatGPT, Claude, Gemini, and Perplexity before your customers do.
Brand perception gap analysis delivered within minutes. No strings attached.
WHY THIS MATTERS NOW
AI is shaping buying decisions about your brand. Have you seen what it says?
01.
The Reputation Risk
AI doesn't just omit brands; it hallucinates details. When AI misrepresents your core facts, it's a revenue and reputation crisis.
02.
The Vicious Cycle
Training data and retrieval patterns create feedback loops. If AI gets your brand wrong today, it repeats that mistake across millions of conversations tomorrow.
03.
The Unscalable Audit
You can't manually prompt-test every product page across 4-5 different LLMs. Operyn automates the audit, catching hallucinations before they become PR fires.
01.
The Reputation Risk
AI doesn't just omit brands; it hallucinates details. When AI misrepresents your core facts, it's a revenue and reputation crisis.
02.
The Vicious Cycle
Training data and retrieval patterns create feedback loops. If AI gets your brand wrong today, it repeats that mistake across millions of conversations tomorrow.
03.
The Unscalable Audit
You can't manually prompt-test every product page across 4-5 different LLMs. Operyn automates the audit, catching hallucinations before they become PR fires.
HOW IT WORKS
From URL to diagnostic report in three steps
01.
Submit your brand
Enter your URL. Operyn builds your brand profile and runs an AI perception scan across major AI models.
02.
Complete the brand interview
Three rounds of guided questions capture your positioning, audience, competitors, and differentiators. AI- generated options keep it fast.
03.
Receive your diagnostic
Get a detailed report showing where AI's representation of your brand diverges from reality, with prioritized gaps and recommendations.
01.
Submit your brand
Enter your URL. Operyn builds your brand profile and runs an AI perception scan across major AI models.
02.
Complete the brand interview
Three rounds of guided questions capture your positioning, audience, competitors, and differentiators. AI- generated options keep it fast.
03.
Receive your diagnostic
Get a detailed report showing where AI's representation of your brand diverges from reality, with prioritized gaps and recommendations.
YOUR REPORT INCLUDES
What the diagnostic reveals
Replaces 15+ hours of manual prompt testing with a single,
automated source of truth.
AI's current perception
How AI models position your brand: category, attributes, qualities, and the language they use to describe you.
Competitive Positioning
How AI ranks you against competitors in your category, and where rivals get mentioned while you don't.
Factual Errors And Gaps
Specific hallucinations, outdated data, and misalignments between your brand identity and AI's representation, each rated by risk.
Prioritized Recommendations
Expert-verified steps to correct hallucinations and close gaps, ranked by impact on your AI visibility.
YOUR REPORT INCLUDES
What the diagnostic reveals
Replaces 15+ hours of manual prompt testing with a single,
automated source of truth.
AI's current perception
How AI models position your brand: category, attributes, qualities, and the language they use to describe you.
Competitive Positioning
How AI ranks you against competitors in your category, and where rivals get mentioned while you don't.
Factual Errors And Gaps
Specific hallucinations, outdated data, and misalignments between your brand identity and AI's representation, each rated by risk.
Prioritized Recommendations
Expert-verified steps to correct hallucinations and close gaps, ranked by impact on your AI visibility.
MONITORS RESPONSES FROM
MONITORS RESPONSES FROM
FACT VS. HALLUCINATION
Verify if AI's representation of your brand matches your reality
ACME PROJECT TOOLS
Query: "What does Acme Project Tools cost?"
VERIFIED SOURCE
Pricing (acmetools.com/pricing)
$49
/Month
Updated March 2026
HIGH RISK
ChatGPT Answer
$99
/Month
Citing outdated G2 review from 2022
Stale source: 4 years old
VERIFIED SOURCE
Feature (acmetools.com/features)
API access included on all plans
Shipped Q1 2025
HIGH RISK
Gemini Answer
No API access available
Based on pre-launch documentation
Outdated: feature shipped 14 months ago
Operyn flagged both hallucinations in 4.2 seconds, allowing the team to update source documentation and submit correction requests before potential buyers encountered the errors.
FACT VS. HALLUCINATION
Verify if AI's representation of your brand matches your reality
ACME PROJECT TOOLS
Query: "What does Acme Project Tools cost?"
VERIFIED SOURCE
Pricing (acmetools.com/pricing)
$49
/Month
Updated March 2026
HIGH RISK
ChatGPT Answer
$99
/Month
Citing outdated G2 review from 2022
Stale source: 4 years old
VERIFIED SOURCE
Feature (acmetools.com/features)
API access included on all plans
Shipped Q1 2025
HIGH RISK
Gemini Answer
No API access available
Based on pre-launch documentation
Outdated: feature shipped 14 months ago
Operyn flagged both hallucinations in 4.2 seconds, allowing the team to update source documentation and submit correction requests before potential buyers encountered the errors.
See what AI gets wrong about your brand
Your competitors might already know. Do you?
Limited availability. Expert-verified diagnostic report delivered within minutes.
See what AI gets wrong about your brand
Your competitors might already know. Do you?
Limited availability. Expert-verified diagnostic report delivered within minutes.
