Cutting-Edge Fact-Checking Service
PraetorUQ is our cutting-edge Uncertainty Quantification (UQ) framework purpose-built for LLMs. It integrates a suite of state-of-the-art techniques alongside proprietary algorithms to deliver robust, reliable performance in high-stakes domains such as finance where accuracy and trustworthiness are non-negotiable.
The Challenge
As AI-generated content becomes more convincing, yet potentially deceiving, and misinformation spreads rapidly, the need for reliable, real-time fact-checking has never been greater.
Unverified Outputs, Lacking Confidence
Modern LLMs generate fluent answers, but offer no indication of how confident they are. Users can’t tell when to trust the model—and when to double-check.
- Lack of native QA signals in LLM-generated outputs
- Lack of safeguards against overconfident hallucinations that mislead users
Too Slow to Verify at Scale
Current fact-checking workflows—manual or model-assisted—are too slow and reactive. LLMs may surface incorrect claims faster than humans can verify them.
- Verification lags behind content generation
- Misinformation spreads before it’s caught
Our Key Technology
Fact-Checking Process with Uncertainty Quantification
LLM Output
Smart PraetorUQ
Flagged Content
Fact-checked Result
Key Features of PraetorUQ
PraetorUQ evaluates and quantifies the reliability of LLM outputs, empowering users to make informed decisions with confidence. Key features include:
- High Customizability
- Plug-and-Play Integration
- Actionable Interpretability
Hallucinations appear unpredictably, risking user trust and credibility.
Labor-intensive, costly, and difficult to scale for real-world applications.
- To pinpoint specific spans likely to contain hallucinations
- To deliver efficient, scalable, and trustworthy content validation
Results Comparison
See the difference our fact-checking service makes by comparing original content with fact-checked versions.
Original Content
Warning: This content contains potential inaccuracies and has not been verified for factual correctness.
Fact-Checked Content
Validation: This content is fact-checked by PraetorUQ with over 90% confidence.
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