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Pensator

Pre-launchPlanned: expert data delivery for AI

Expert-verified data and evaluations for AI

That is what Pensator is being built to deliver. First planned domain: finance, starting with Indian tax, designed so that answers and model evaluations are verified by Chartered Accountants.

Stage
Pre-launch
First planned domain
Finance · Indian tax
Planned verification
Chartered Accountants (CA)
Abstract illustration: a vortex of red, white and blue light trails over a bare horizon, with a tiny figure for scale.

01The problem

Fluent is not the same as correct

Answer AReads correct
Answer BReads correct
Illustration — abstract answers, not real content

First

Models produce fluent answers.

Ask a model a professional question and it replies in clean, confident, well-structured prose.

Then

A wrong answer can read exactly like a right one.

In professional domains, a mistaken answer carries the same confidence, structure and tone as a sound one. Side by side, there is nothing on the surface to tell them apart.

So

It often takes a domain expert to tell.

Separating the right answer from the plausible wrong one takes someone with expertise in the domain. That judgment is what Pensator is built to deliver, as verified data and evaluations.

See the work on your own question

Request a sample of Indian-tax data or evaluation, planned to be CA-verified. Domain experts can register interest on the same page.