TruthEngine® for AI
Clean, authenticated, LLM-ready review data
AI and LLMs shape millions of buying decisions every day
Search traffic has fallen by up to 50 percent in 2025, and users are flocking to LLMs for guidance, product comparison, and navigation.
According to McKinsey’s latest report, half of consumers already rely on AI search in their discovery journeys.
TruthEngine® for AI helps brands take full advantage of this extraordinary new opportunity, ensuring their reviews are authentic, discoverable, and tuned to power AI-driven recommendations.
We transform your existing review footprint into one, clean, authenticated, LLM-ready dataset that can feed directly into modern AI systems.
Why this matters
LLMs are now answering the questions that once happened on search engines and review sites.
The problem is, LLMs cannot distinguish between genuine and fake reviews, and they ingest everything, including outdated, manipulated, or malicious content.
With 48 percent of consumers unsure whether they can trust online reviews, allowing AIs to ingest unverified content about your brand is risky and unpredictable, and can be commercially harmful.
Clean, structured, and authentic review data is rapidly becoming the foundation for how AI understands your business.
What TruthEngine® delivers
1. Aggregate
We collect your reviews from every major platform, including Google, Trustpilot, Tripadvisor, Feefo, Reviews.io, Trustist, the app stores, and a large number of sector specific sites.
2. Authenticate
Our AI powered engine independently verifies each review, looking for signs of manipulation, duplication, and inauthenticity.
3. Clean and normalise
Reviews are cleaned, deduplicated, independently authenticated, and standardised into a consistent, LLM-friendly and easily-discoverable format.
4. Produce an LLM-ready dataset
TruthEngine® returns a unified, structured, authenticated review corpus, ready and optimised for:
- RAG pipelines
- AI search
- Recommendation engines
- CX and product analytics
- Knowledge bases
- Training internal agents and copilots
The benefits of clean, AI friendly review data
More reliable AI outputs
AI systems stop learning from fake, distorted, outdated, or inaccurate reviews.
A single source of truth
Consistent, cross platform review data for AI, analytics, and reporting.
Defensible provenance
Every review has a clear audit trail, proving governance and helping meet regulatory requirements.
Compliance by design
Independently authenticated reviews help brands meet the new UK DMCC Act, EU Omnibus rules, and the FTC’s new fake review requirements.
Commercial uplift
Clean, AI friendly review data improves discoverability, reduces risk, and strengthens brand visibility and performance.
Pricing
Ingestion and authentication
£10 per 1,000 reviews per month
Clean LLM-ready review stream
Flat monthly fee per brand - please enquire
Optional modules
- Topic sentiment feed
- Risk and anomaly detection
- Competitor benchmarking
- Historical remediation toolkit
- TruthMark® badge and verifier
- Executive dashboards