How does the hallucination monitor actually work?

It queries each LLM with standardised prompts about your products, extracts factual claims with structured parsing, and diffs them against your catalog. Claims that don't match trigger severity-ranked alerts.

Will you deploy fixes to my site automatically?

Only after you approve the patch diff. Every change is shown to you first. You're always in control. One-click deploy pushes approved changes via the Shopify or WooCommerce API.

Do I need technical knowledge to use Discover?

No. Paste your URL, get your score, approve fixes. The crawler and deployer handle the rest. Most customers go from signup to first deployed fix in under an hour.

Which LLMs do you monitor for hallucinations?

Perplexity, ChatGPT (GPT-4o), Gemini, and Claude. Enterprise plans can add custom endpoints or private LLM deployments.

What if I don't use Shopify or WooCommerce?

GEO audits and hallucination monitoring work on any public URL. Patch deployment requires Shopify or WooCommerce for now; more platforms are on the roadmap.

VritantAI Discover · Global

The AI you can't control is talking about your brand.

Perplexity is recommending your products right now. Or your competitors'. Discover audits your structured data, benchmarks your citation rate across 4 LLMs, and catches hallucinated claims before a customer acts on them.

PerplexityChatGPTGeminiClaude

CRITICAL

via Perplexity AI

AI said

TrailMaster Pro is waterproof up to 500m and ships free worldwide

Actual

IP67 rated (1m/30min). Free shipping is US only, $12 elsewhere.

Product: TrailMaster Pro Boot

GEO: structured data · citation benchmarks · hallucination sweeps

Under the hood

Built for accuracy, not just speed

Structured data health scores

Audits your product pages for schema.org completeness and scores them against what AI search engines need to cite you. Actionable fixes, not just grades.

4-engine citation benchmark

Queries Perplexity, Gemini, Claude, and GPT-4o independently and measures how often each one cites your products. Each provider benchmarked separately.

Automated hallucination detection

Scheduled sweeps query configured LLMs, extract claims about your products, and compare them to catalog ground truth. False claims flagged with severity and source.

Structured data health scores

Audits your product pages for schema.org completeness and scores them against what AI search engines need to cite you. Actionable fixes, not just grades.

4-engine citation benchmark

Queries Perplexity, Gemini, Claude, and GPT-4o independently and measures how often each one cites your products. Each provider benchmarked separately.

Automated hallucination detection

Scheduled sweeps query configured LLMs, extract claims about your products, and compare them to catalog ground truth. False claims flagged with severity and source.

The Problem

AI is your new front page. And it's lying.

Perplexity cites your competitor instead of you

AI search recommends based on structured data quality and citation signals you can't see. You can't fix what you don't know is broken.

ChatGPT invents specs for your products

Hallucinated claims (wrong prices, features, availability) erode trust and drive returns before a customer ever contacts your team.

You find out too late

By the time a customer complains about wrong AI information, 50 more have already seen it and made a decision based on it.

Core engines

Four engines. One dashboard.

GEO Audit

Score and fix your structured data

Playwright-powered crawler scans your primary URL and up to 5 discovered internal pages in one session. Checks schema.org markup, JSON-LD completeness, Open Graph / Twitter Card meta, and entity coverage, with per-page scores and a prioritised issue list. One-click patch deployment to Shopify or WooCommerce.

GEO Scorecard

running-shoes.myshopify.com

Needs Work

0/100

Overall Score

Schema · Perf · Entity

3 issues found

Schema Markup85

Page Performance68

Entity Coverage72

Meta Tags80

Hallucination Monitor

Know the moment AI lies about you

Daily sweeps query Perplexity, ChatGPT, and Gemini with your brand and product names. Extracts claims. Compares to your catalog ground truth. Alerts on critical mismatches.

WARNING

via ChatGPT

AI said

Ships in 24h across EU

Actual

EU delivery is 5–7 business days.

Product: Alpine Pro Jacket

Citation Benchmark

Measure your AI visibility

Run controlled benchmarks across all major LLMs. See which ones cite you, which cite competitors, and track trends over time.

citation-benchmark
▋

Brand Sentiment

Track what people + AI say

Aggregate signals from Reddit, Trustpilot, Twitter/X, and Google Reviews alongside LLM sentiment. Catch negative narratives early.

Brand sentiment: 12 weeks

Reddit+0.72

Trustpilot+0.88

Twitter/X+0.61

See it live

A real GEO audit. No account needed.

Actual audit output for a demo store: scores, issues, and patch diffs. This is what lands in your dashboard the moment a scan finishes.

solestudio.in/products/trail-master-pro

Live Demo · Read-only

0/100

Composite GEO Score

schema 50% · perf 30% · entity 20%

Needs work · 3 issues found

48Schema

72Performance

44Entity

Issues · sorted by citation impact

Click to expand

Paste your URL. We'll score it.

Coming Soon

Platform results

What brands see after 90 days

0%

Avg. citation rate lift in 90 days

Discovery

0×

Reduction in critical hallucinations

Safety

0%

Structured data score improvement

median after first GEO auditDiscovery

0h

Time to detect new hallucination

avg. sweep frequencySafety

Workflow

From blind spot to full visibility in a day

Submit your URLs

Paste a product page URL. Our Playwright crawler audits the primary page and up to 5 discovered internal pages: structured data, Open Graph tags, and entity coverage, all in a single browser session.

See your score + issues

Get a prioritised list of fixes with exact patch diffs. Approve in one click to deploy directly to Shopify or WooCommerce.

Monitor forever

Daily hallucination sweeps and citation benchmarks run automatically. You get alerted only when something needs your attention.

Pricing

Pay per scan. No seat fees.

Starter

$49/mo

10 URL audits / month
Hallucination sweeps (weekly)
2 LLM providers benchmarked
GEO scorecard + issue list
Email alerts

Coming Soon

Growth

$149/mo

50 URL audits / month
Daily hallucination sweeps
All 4 LLM providers
Sentiment monitoring
One-click patch deploy

Coming Soon

Enterprise

$349/mo

Unlimited URL audits
Custom sweep frequency
API access
Dedicated CSM
Custom LLM endpoints

Coming Soon

Compare all plans →

FAQ

Common questions

AI is already talking about your products.

Paste a product URL. We'll show you what the LLMs are saying and what's wrong. Free, no account.

Coming Soon

The AI you can't control is talking about your brand.

Built for accuracy, not just speed

Structured data health scores

4-engine citation benchmark

Automated hallucination detection

Structured data health scores

4-engine citation benchmark

Automated hallucination detection

AI is your new front page. And it's lying.

Perplexity cites your competitor instead of you

ChatGPT invents specs for your products

You find out too late

Four engines. One dashboard.

Score and fix your structured data

Know the moment AI lies about you

Measure your AI visibility

Track what people + AI say

A real GEO audit. No account needed.

What brands see after 90 days

From blind spot to full visibility in a day

Submit your URLs

See your score + issues

Monitor forever

Pay per scan. No seat fees.

Starter

Growth

Enterprise

Common questions

How does the hallucination monitor actually work?

Will you deploy fixes to my site automatically?

Do I need technical knowledge to use this?

Which LLMs do you monitor?

What if I don't use Shopify or WooCommerce?

AI is already talking about your products.