For diagnostic labs and insurers in India

Ask your report.

DI reads a lab report as it was printed, as a PDF or as a phone photo, and shows the exact line behind every answer. When a value cannot be read, it says so.

Scripted demo with a synthetic report. Nothing you click is sent anywhere.

Draft. Every number in this section is illustrative, not a result. Replace them in bench-data.js and set verified: true before this page goes public.

Benchmark

Checked against the top frontier models.

Field accuracy

Higher is better. Full 0 to 100 scale.

Values not on the page

Invented values per 1,000 fields. Lower is better.

Median time per report

One line, read three ways.

A wrong value that sits on the page is an error. A value that appears nowhere on the page is invented, and it is the one a reviewer cannot catch by eye.

How we tested Reports, models, scoring and what was left out

Send us a set of your own reports. We score DI on them the same way, and the results are yours.

Building the island…

Where it is used

One report,
every desk.

Follow the same report across the island: printed at the lab, read inside DI, explained at home, discussed at the clinic and reviewed by an insurer.

At the lab

It starts as a printed page.

The technician runs the sample and the lab prints its report as it always has. Nothing about the lab's workflow changes.

Inside DI

Read, structured and linked to its source.

DI reads the page as printed, puts every value into one record with its unit and range, and links each one to its line. The smudged vitamin D value is held for a person to check.

At home

An answer the family can read.

The explanation arrives on WhatsApp in English or Hindi, with the original a tap away. It says what the report shows, not what to do.

At the clinic

The doctor sees the same evidence.

The four values above range arrive with their source lines, so the conversation starts from the page. The clinician makes the call.

At the insurer

Evidence ready for the claims desk.

In a separate, authorised workflow, claim lines are matched to documents and policy clauses, the arithmetic is checked and gaps are named. A person decides.

Every desk

One report, understood at every desk.

DI runs pilots with diagnostic labs and insurers in India.

Built to be checked.

Source-linked by default
Every finding carries its page and line, so anyone can check it against the original.
Unclear means unclear
Unreadable values are sent back for a better copy. They are never filled in by a guess.
Explains, never diagnoses
DI describes what a report shows. Clinical decisions stay with clinicians.
Separate by design
Patient conversations and insurer reviews are different, authorised workflows. Uploads do not move between them.

The people

Built by people who have shipped in healthcare and claims.

  • Kush Prajapati

    Co-founder · CEO

    Seven years building health technology. Founded a medical-device company that sold to leading Indian pharma companies and won a US distribution deal.

  • Ravi Mathur

    Co-founder · CTO

    Co-founder and CTO of Insurance Samadhan, an insurance-claims resolution company. Fortune India 40 Under 40.

  • Yash Shah

    Co-founder · CBO

    Chairman of ES Group, a healthcare network of care centres, diagnostics and medical travel across India, the UAE and Tanzania.

Founder-reported, 12 Sep 2026: 300K+ reports and partnerships secured in India. Partner names are confidential.

Bring your reports.

Start with a blind test on your own lab reports or claim files, scored line by line.