Evidence for consequential AI use

AI sounds sure.Evidence decides.

Kelreva checks factual claims in AI chat responses against retrieved web evidence—before an answer becomes a decision.

CHROME EXTENSIONCHATGPTCLAUDEGEMINI

01 / THE STRUCTURAL GAP

The model is trained to continue.
You need it to be correct.

Language models produce likely continuations from learned patterns. Fluency is native. An independent source-of-truth check is not.

01

PREDICT

Generate the next likely token from patterns learned in training.

02

COMPOSE

Turn probabilities into one fluent, coherent response.

03

VERIFY

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

One claim. One check. Sources attached.

Run an illustrative check to see the path from fluent claim to inspectable evidence.

ILLUSTRATIVE CHECK
EXAMPLE / 01

AI RESPONSE

“The Great Wall of China is visible from the Moon with the naked eye.”

SELECTED CLAIM

STATUSReady

VERDICT

REFUTED BY RETRIEVED EVIDENCE

NASA 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 Wall

03 / THE METHOD

Verification at the sentence level.

Kelreva does not reduce a long answer to one vague score. It checks discrete claims and preserves the evidence trail.

01

Select

Choose the passage that matters. Kelreva waits until you ask.

02

Separate

The answer is broken into specific, checkable claims and facets.

03

Search

Public web evidence is retrieved and ranked for relevance and authority.

04

Compare

Each claim is marked against the evidence and linked back to its sources.

04 / CONTROL

Nothing is checked until you ask.

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

Before you rely on it.

Does Kelreva read every AI conversation?

No. Kelreva starts only when you choose Verify. It sends the associated question and selected answer to the configured backend for that check.

Does a supported verdict mean absolute truth?

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.

Where does it work?

The Chrome extension supports ChatGPT, Claude, and Gemini. Select a passage or use the Kelreva action on a completed response.

Can I inspect the evidence?

Yes. Results attach source links to checked claims so you can open the underlying evidence and decide for yourself.

CHECK BEFORE YOU CHOOSE

Keep the speed. Add the evidence.