PREDICT
Generate the next likely token from patterns learned in training.
Evidence for consequential AI use
Kelreva checks factual claims in AI chat responses against retrieved web evidence—before an answer becomes a decision.
01 / THE STRUCTURAL GAP
Language models produce likely continuations from learned patterns. Fluency is native. An independent source-of-truth check is not.
Generate the next likely token from patterns learned in training.
Turn probabilities into one fluent, coherent response.
Not automatic. Independent evidence checking is a separate system.
Research: TruthfulQA examines how models reproduce common falsehoods; Why Language Models Hallucinate analyzes statistical and evaluation pressures that reward guessing.
02 / SEE THE DIFFERENCE
Run an illustrative check to see the path from fluent claim to inspectable evidence.
AI RESPONSE
“The Great Wall of China is visible from the Moon with the naked eye.”
SELECTED CLAIM
VERDICT
REFUTED BY RETRIEVED EVIDENCENASA states that the wall is not visible from the Moon and is difficult or impossible to see from Earth orbit without high-powered lenses.
01 / NASA — Great Wall03 / THE METHOD
Kelreva does not reduce a long answer to one vague score. It checks discrete claims and preserves the evidence trail.
Choose the passage that matters. Kelreva waits until you ask.
The answer is broken into specific, checkable claims and facets.
Public web evidence is retrieved and ranked for relevance and authority.
Each claim is marked against the evidence and linked back to its sources.
04 / CONTROL
Kelreva does not automatically monitor every page. A check begins only after you choose Verify, and verdicts describe support from retrieved evidence—not absolute truth.
05 / ESSENTIALS
No. Kelreva starts only when you choose Verify. It sends the associated question and selected answer to the configured backend for that check.
No. A verdict describes how well the retrieved evidence supports a claim. It is a decision aid, not a replacement for judgment or domain expertise.
The Chrome extension supports ChatGPT, Claude, and Gemini. Select a passage or use the Kelreva action on a completed response.
Yes. Results attach source links to checked claims so you can open the underlying evidence and decide for yourself.