AI Medical Records Parser
Send any patient form or medical record to Google Sheets, your practice management system, or your API — no templates, no typing.
Drop a medical record here, or browse
AI auto-detects every field. Parse 10 pages free — no credit card.
10 pages free · No credit card
What is a medical record?
A medical record is the file a practice keeps on each patient — registration details, intake questionnaires, insurance information, referrals, and clinical notes. Parsing medical records and patient forms means turning those documents (typed, scanned, or handwritten) into structured fields you can enter into a practice management system, a spreadsheet, or a database — without anyone typing them in.
How medical record parsing works
Three steps from a medical record in your inbox to clean rows in your tools.
Send your documents
Scan intake packets at the front desk, forward emails, snap photos, or POST via the API. Typed, scanned, and handwritten pages all work.
Parsli reads every field
Powered by Google Gemini 2.5 Pro, Parsli pulls patient details, checkbox answers, medication lists, insurance card fields, and handwritten notes — as structured, typed data.
Clean data lands in your tools
Send extracted fields to Google Sheets or Excel, or into your practice management system via Zapier, Make, webhooks, or the REST API.
What Parsli reads from a medical record
Every field below ships out of the box. Add custom fields anytime — Parsli reads them too.
Patient details
| Field | Type | Example |
|---|---|---|
| Full name | Text | Maria K. Alvarez |
| Date of birth | Date | 1988-04-17 |
| Patient / chart ID | Text | MRN-0047215 |
| Phone | Phone | +13125550143 |
| maria@example.com | ||
| Address | Text | Street, city, state, ZIP |
Intake & registration forms
| Field | Type | Example |
|---|---|---|
| Reason for visit | Text | New patient — annual exam |
| Current medications | Table | One row per medication |
| Allergies | List | Penicillin; latex |
| History checkboxes | Boolean | true / false per condition |
| Emergency contact | Text | R. Alvarez — +1 312 555 0177 |
| Signature present | Boolean | true |
| Date signed | Date | 2026-07-12 |
Insurance cards
| Field | Type | Example |
|---|---|---|
| Member name | Text | Maria K. Alvarez |
| Member ID | Text | XQH204817744 |
| Group number | Text | GRP-88213 |
| Payer / plan name | Text | BlueCross PPO |
| Plan effective date | Date | 2026-01-01 |
| Copay amounts | Text | Office $25 · Specialist $40 |
Referrals & clinical notes
| Field | Type | Example |
|---|---|---|
| Referring provider | Text | Dr. S. Patel |
| Referred-to specialty | Text | Orthopedics |
| Date of service | Date | 2026-07-08 |
| Reason as written | Text | Right knee pain, 3 weeks |
| Handwritten note text | Text | Transcribed free text |
Who parses medical records with Parsli
Medical records live in different parts of the business — Parsli works for all of them.
Medical & healthcare centres
Automate new-patient onboarding: intake packets are extracted the moment they're scanned, and the structured record is ready to enter into your practice management system — no front-desk re-typing.
Learn moreFront-desk & admin teams
Registration forms and insurance cards arrive on paper all day. Snap or scan them and Parsli returns every field — including the handwritten ones — as clean rows.
Learn moreMedical billing teams
Pull member IDs, group numbers, and payer names from insurance cards and registration forms into your billing spreadsheet or system without re-keying a digit.
Learn moreWhy pick Parsli for medical record parsing
Three reasons teams move off manual entry, templates, or traditional OCR.
A front desk re-keying a new-patient packet types the same name, date of birth, and policy number three or four times across systems. Parsli reads the whole packet in seconds and returns every field once — typed, structured, and ready to import.
No two practices use the same intake forms, and even one practice's forms change between revisions. Template tools need a fresh template for every version. Parsli reads any form layout on day one — nothing to maintain.
Traditional OCR returns raw text and struggles with handwriting. Parsli reads the meaning — which checkbox is ticked, which lines are the medication list, what the cursive note actually says — and outputs structured fields your systems can use.
Get started in 30 seconds
No demo call. No sales cycle. Drop a medical record and you'll see structured data the same minute.
Sign up free
10 pages free to start. No credit card.
Drop a patient packet
Scan, photo, PDF, or email — intake forms, registration forms, insurance cards, referrals.
Get clean data
Lands in Google Sheets, Excel, or your practice management system via Zapier, webhooks, or the REST API.
10 pages free · No credit card
Frequently asked questions
Can Parsli read handwritten patient forms and clinical notes?
What can Parsli extract from patient intake and registration forms?
Can Parsli extract data from insurance cards?
How does extracted data get into my practice management system?
What is a medical record parser?
Can I process medical records in bulk?
Does Parsli work with medical records in other languages?
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