How NoParrot works
From your question to a confidence-scored answer in seconds. Here's what happens behind the scenes.
Prompt Improvement
Your question is analyzed and refined automatically for clarity and specificity. This ensures all AI models receive an optimally worded query, leading to more precise and comparable responses.
Multi-Model Query
Your question is sent to 4 leading AI models simultaneously — Claude, GPT, Gemini, and Grok. Each model answers independently with no knowledge of the others' responses, ensuring unbiased results.
Claim Extraction
Each model's response is broken down into atomic, verifiable claims. Individual facts are isolated so they can be compared across models — not entire paragraphs, but specific statements.
Cross-Model Matching
Claims from different models are compared using semantic similarity powered by multilingual embeddings. We find which claims across models are talking about the same thing, even when worded differently.
Contradiction Detection
When models make similar claims but might disagree, an AI arbiter determines whether they truly agree or actually contradict each other. Only genuine disagreements are flagged.
Confidence Scoring
Each claim cluster receives a confidence score based on model agreement. Verified (green): 3+ models agree. Uncertain (yellow): limited agreement. Disputed (red): models actively contradict each other.
Synthesis
A final AI composes a clear, readable answer using the scored claims. Each sentence is color-coded by confidence — so you can see at a glance what's well-supported and what needs caution.
Try it yourself
Ask any question and see where AI models agree and disagree — no signup required.