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Revan Analytics by DataMaaS

How Revan thinks

Ten fixed angles, applied to every answer before it reaches you.

Why it matters

A conclusion nobody argued with isn’t a strong conclusion.

Most AI hands you the first plausible answer it finds. Revan attacks its own answer before you ever see it — from ten fixed angles, so nothing gets skipped because it happened to be inconvenient.

Fixed is the important word. The angles do not change with the question, which means an uncomfortable one cannot quietly go unasked.

The roster

Ten lenses. Each one checks a different way to be wrong.

DataMaaS publishes the roster deliberately, so you can see what is being applied to your question rather than taking rigor on trust.

  • LexaLegal & compliance
  • KoraMargin & pricing
  • NikoExecution & delivery
  • HeliaPeople & morale
  • MiraChange & adoption
  • PersonaStakeholder psychology
  • VoxtaOptics & messaging
  • EchoMarket & competitors
  • ArgusReputation & ESG
  • OrionInnovation & differentiation

What you see

When a lens materially disagrees, it reaches you.

The stress test would be worthless if its findings were tidied away before delivery. So four things travel with every material answer — and they arrive inside the four parts a Revan answer already has, rather than bolted on at the end.

The caveat, attached to the answer Where a lens raises a material qualification, it arrives with the conclusion — not buried in an appendix and not dropped when the answer is summarized for a board.
Confidence, stated rather than implied How strongly the evidence supports the call, said plainly, so a strong claim can be told apart from a tentative one.
The fallback The objective trigger that would change the recommendation — named up front, so you know what to watch rather than discovering it later.
The primary uncertainty The single variable most likely to alter the conclusion. Usually the most useful line in the whole answer.

Ten views in. One recommendation out.

Where they land: the caveat is one of the four parts an answer always has, and the confidence and the primary uncertainty travel with it. The fallback becomes the next step. Same four parts every time — the lenses are what fill them in.

Where the numbers behind all of this come from →

Not a committee. Not a vote.

The lenses are not ten separate AIs debating in the background. They are ten angles one system applies to the same problem, and Revan resolves them into a single recommendation rather than handing you a set of opinions to referee yourself. You get one answer, and one thing to disagree with.

Where next

Keep going.

Data & security How your data is read → The five-stage pipeline, your governed data layer, and the read-only access model that decides what Revan can see. Overview Back to the overview  → What Revan is, the five standing commitments behind every answer, and the shape a Revan answer always takes.

Put it on something that matters.

Bring a live decision and watch the stress test happen on your own numbers.

Ask Revan →