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Comparison

Grading only means something when the grader has nothing to gain.

ASURIQ isn’t a scorecard against other tools. It rests on a structural argument: independent, claim-level verification is a different kind of proof than an outlet rating itself, a provider certifying its own output, or a marketplace vouching for its own reviews. Three versions of the same structural gap, and why independence is what closes each one.

1. Outlet-level rating is not claim-level verification

A grade on the source answers a different question than a check on the claim.

Rating a whole outlet, a whole model, or a whole publication measures how that source has performed on average. It says nothing about the one statement you’re actually deciding whether to trust. Claim-level verification checks that specific statement against sources and the public record, and returns a verdict scoped to it alone. These aren’t two ways of measuring the same thing — they’re answers to different questions, and only one of them tells you whether to trust what’s in front of you right now.

An outlet score tells you
The source's average performance across everything it has ever published
Nothing about the one sentence in front of you right now
A single reputation score standing in for every claim the source makes
A claim check tells you
This specific claim, checked against sources, timestamps, and the public record
A verdict scoped to what's actually in front of you
Independent of the source's overall track record, good or bad
2. Self-grading is a conflict of interest

The grader and the graded can’t be the same party.

A provider that certifies its own answers is marking its own homework. That’s not a claim about anyone’s honesty or intent — it’s structural. Independence is what makes a grade mean anything at all; remove it, and the grade collapses into a claim about itself. ASURIQ has no stake in whether any given answer turns out to be right. It checks claims against public databases it doesn’t own and has no return on, not against its own products.

Self-grading
The grader has a stake in the outcome
The same party writes the answer and checks it
A bad grade costs the grader something, so the incentive runs the wrong way
Independent grading
The grader has nothing riding on the verdict
Public sources decide, not the party that produced the claim
The check and the claim come from two different parties, every time
3. A marketplace can’t certify its own reviews

Same conflict, one layer over.

A platform that hosts reviews and also vouches for their authenticity is grading itself again, just wearing a different hat. The reviews live on its own site, feed its own conversion numbers, and the certification comes from the party with the most to gain from a favorable one. Independent verification closes this gap the same way it closes the first one: a party with nothing riding on the outcome checking the claim on its own terms. The logic is identical whether the claim under review is a sentence in an AI answer or a five-star rating on a product listing.

The standard behind the argument

Published, versioned, and checkable — not asserted.

This isn’t a claim you have to take on faith. The scoring method behind every ASURIQ verdict — how evidence is weighted, how independence is scored, what the system refuses to measure — is published and versioned on the methodology page. When a scored party disputes a verdict, the answer is that page: here is the standard, here are the categories, here is the record behind this specific score.

This is what it looks like

Real verification. Real ChatGPT. Real result.

ASURIQ Vindication Card on ChatGPT showing flagged ibuprofen claim

Independent. Claim-level. Permanent record.

Your data stays yours
Prompts stay with your provider. We see analysis metadata only.
Keys never stored
One-way hash for authentication. Your credentials pass through. Never persist.
~2 second responses
Single-model cognitive tools return in about 2 seconds.
37 of 100 flagged
We ran 100 ChatGPT answers through verification. See the study →

See the standard behind every verdict.

No daily cap on the free badge · a certificate on every check