Praman Labs scores whether a real, independent, economically active person stands behind every financial application.

People walking through a busy Mumbai market

Every check can pass before the loss.

A genuine credential does not prove that the named person controls the application or will operate the account.

Aadhaar
Valid
PAN
Valid
Face
Matched
Economic actor
Unresolved

The checks pass and the account opens. The first EMI may never arrive.

Explore the product

Five ways a valid identity becomes a false application.

Each pattern passes different checks and leaves a different trail.

Personhood checks across five origination channels.

Praman Labs fits before account opening without replacing the controls each institution already runs.

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Institutional buildings at Horniman Circle in Mumbai

Prove it on your own book before integration.

Send twelve months of application data, hashed inside your environment. We score it offline.

The return file identifies applications flagged as synthetic and calculates the loss linked to that cohort.

Its precision curve maps the result to your team's review capacity.

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The scale is already visible.

Reports from RBI and I4C show the scale after accounts open.

Add one decision before the account opens.

We do not replace KYC, the bureau pull or post-onboarding monitoring. We answer the missing question at application time.

  1. KYC verification

    Checks whether documents and credentials are valid.

  2. Bureau pull

    Reads repayment history from the available credit file.

  3. Personhood score

    Tests whether an independent economic actor is behind the application.

  4. MuleHunter.AI

    Reads account behaviour after money begins to move.

Read how it works

A thin file is not a hollow identity.

Production reviews keep thin-file applicants separate from cases with absent economic control.

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Review record

Personhood band
Thin
Recommended action
Step-up verification
Primary reason
Thin footprint, no contradictions

Final action remains inside the institution's policy and review process.

Praman Labs

Run it against your own book.

We sign a mutual NDA before any data moves. No integration is required.

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