FamFirst

How teams use FamFirst

From a folder of PDFs to clean data you can check. Here's what working with us looks like, step by step.

  1. Step 1

    Send us a sample of real reports

    Pick 20 to 50 reports your team actually receives: different labs, PDFs and phone photos, the messy ones included. We agree a secure way to share them, and we delete them when the pilot ends.

  2. Step 2

    See the accuracy on your own files

    For each report we check every value FamFirst read against a hand-made answer key, the same way we test FamFirst itself. You get a report-by-report summary: values read correctly, values missed, and anything read that shouldn't have been.

    You decide whether to go further with real numbers, not a sales promise.

  3. Step 3

    Review each report in seconds

    Your team opens a report and sees every value next to the exact line it came from on the original page. Out of range values are flagged in words, with how far outside the limit they are. Checking a value is a glance, not a search through seven pages.

    A lipid panel on a sample report, with the HDL cholesterol line outlined
    Total Cholesterol
    100.00mg/dL
    Triglycerides
    100.00mg/dL
    HDL Cholesterol
    30.00mg/dL
    LDL Cholesterol
    50.00mg/dL

  4. Step 4

    Export into your own system

    Download each report as CSV or JSON with a standard name for every test, so SGPT, ALT (SGPT) and Alanine Aminotransferase all arrive as the same field, whichever lab sent the report. During a pilot we set up an API so reports flow straight in.

    test,standard_name,value,unit,reference_range,flag,page,source_line
Creatinine,Creatinine,1,mg/dL,0.70 - 1.30,normal,1,Creatinine 1.00 mg/dL 0.70 - 1.30
GFR Estimated,eGFR,107,mL/min/1.73m2,>59,normal,1,GFR Estimated 107 mL/min/1.73m2 >59
Urea,Urea,40,mg/dL,13.00 - 43.00,normal,1,Urea 40.00 mg/dL 13.00 - 43.00
Urea Nitrogen Blood,Blood Urea Nitrogen,18.68,mg/dL,6.00 - 20.00,normal,1,Urea Nitrogen Blood 18.68 mg/dL 6.00 - 20.00
    The first rows of a real CSV export from the Lal PathLabs sample.

  5. Step 5

    Handle the data properly

    • Uploaded files are deleted as soon as they're read; only the extracted results are kept.
    • Retention is agreed with you, and anything can be deleted on request.
    • Every view, export and deletion is recorded in an audit trail.
    • Built for India's Digital Personal Data Protection Act: consent, purpose limits and deletion.

Questions teams ask

Which labs and formats work?
Full body checkups and blood and urine reports from Indian labs and hospitals: digital PDFs, scanned PDFs and photos. The pilot measures exactly how well your mix of labs is read.
How fast is it?
A digital PDF is read in well under a second; a 7-page report takes about 0.1 seconds. Photos and scans take a few seconds a page.
What does it cost?
Tell us how many reports you handle and how you'd like to use FamFirst, and we'll work out pricing with you.
Is anything sent to an AI service?
Only bare test names that aren't in our dictionary, to match them to a standard name. Never patient details, values or files.

Try it on your own reports

Tell us a little about your team and the reports you handle, and we'll get back to you by email.

Ask for a pilot