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A council of models, and the proof behind every answer

Danphe sends your question to models from different companies, has them check each other's statements against your documents, and gives you the answer together with the evidence and the record.

Example

What a checked answer looks like

An answer, then every statement in it with its label and the quote it relies on. Click a quote in the app and the source opens with the passage highlighted.

Standard check4 models from 4 companies1 document

Question

Can the supplier share our confidential information with its affiliates without telling us?

Answer

Yes. Sharing with affiliates needs no prior notice, but only with affiliates bound by equally protective confidentiality terms. The agreement has no after-the-fact notice duty.

Checked statements

  1. 1Models agree

    The supplier may share your confidential information with its affiliates without telling you first.

    …may disclose Confidential Information to its Affiliates without prior notice to the Disclosing Party, provided that…Master Services Agreement, §7.2
  2. 2Models agree

    Those affiliates must be bound by confidentiality terms at least as protective as this agreement.

    …each Affiliate is bound by obligations no less protective than those set out herein.Master Services Agreement, §7.2(b)
  3. 3Disputed

    The supplier must tell you within 30 days after sharing.

    3 of 4 checks found no such clause in the agreement. Removed from the answer.

  4. 4Opinion

    Consider asking for a notice requirement at renewal.

Audit record saved · hash chain intact
Illustrative example. Labels and layout match the product; the agreement is fictional.
  • Statement by statement

    The answer is split into individual statements, so one weak point doesn't hide behind a strong paragraph.

  • Evidence viewer

    Each quote opens the source document at the right page with the passage highlighted. PDFs, Word, Excel, slides, scans and web pages are supported.

  • Who checked this

    Open any statement to see which models agreed, which disagreed and why, in plain words.

  • Ask a person to review

    Send a doubtful statement to a human reviewer from the answer itself (Pro and Pro Max).

Depths

Choose how hard the council works

Smart is the default: two models answer first, and the full council is called in only when they disagree.

  • Smart

    Recommended

    Two models answer first. If they agree, you get a fast answer; if not, the full council is called in automatically.

    20 s – 5 min

  • Quick check

    Fastest

    Two different models answer and their points are compared. No cross-examination.

    about 30 s

  • Standard

    Balanced

    Several models from different companies answer on their own, check each other's points against your sources, and an editor writes the final answer.

    2 – 5 min

  • Thorough

    Most careful

    Like Standard, with more models, more checks per point, more rounds and a dedicated checker on every statement.

    5 – 15 min

  • Full report

    Long documents

    Each model writes a complete report (for example a peer review, audit or feedback). The best parts are merged, every statement is fact-checked, and failed statements are fixed or marked.

    8 – 25 min

Labels

The full label vocabulary

Labels always pair an icon with a word. “Confirmed” appears only in workspaces with a signed-off calibration.

Statement labels and what they mean
LabelMeaning
ConfirmedChecked and certified. Independent models checked this against your sources, and this workspace has a signed-off calibration, so the error rate of “Confirmed” statements is measured.
Models agreeBacked by independent checks, with a quote (not certified). Independent models checked this and it is backed by a quote from your sources. It is not marked “Confirmed” because this workspace has no signed-off calibration yet, so the error rate of these statements has not been measured. Check the quote if the decision matters.
Two models agreeBoth quick-check models said this. In a Quick check, two different models independently made this point. No full cross-examination was run.
Not settledBacked, but not certified. The independent checks were mixed, or the point is backed but without a quote from your sources. Check the source before relying on it.
Only one modelOnly one model said this. In a Quick check, only one of the two models made this point. Check the source before relying on it.
DisputedChecks mostly went against it. Most independent checks disagreed with this statement or found the sources do not back it. Treat it as doubtful. (Not a certified result: this workspace has no calibration yet.)
Not supportedNo model could back this up. Independent checks found no support in your sources, or found evidence against it. It was removed from or flagged in the answer.
OpinionA judgement, not a checkable fact. Recommendations, interpretations and other judgements. They are shown for context but cannot be proven true or false from the sources.

Audit

The audit record

Tamper-evident

Records are hash-chained and anchored with a signing key. A one-byte change to a past record is detected by the verifier.

Complete

Sources, quotes, every model's answer and verdict, settings version and costs, in one evidence pack (JSON or printable).

Fair by construction

A model never checks a statement written by its own model family, and models answer before they see each other's answers.

Control

Models and settings

Free uses a fixed council of four models from different companies. Pro opens up every model and algorithm setting; Pro Max adds your own councils, collections and calibrated results.