Per-page pricing: 10¢ per deduplicated page, down to 5¢ at volume. Duplicates never billed. See pricing →

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Medical record review services vs software: cost per record

On a 2,000-page record, per-page and per-case medical record review software costs about $45 to $200 per file at published rates, while human review services cost about $200 to $5,000. The gap grows with file size. Software still needs a person to check its output, so the fair comparison adds that checking time to the software bill.

By Ahmed Jemaa, Co-Founder & CEO of Medrecords AI · Published 24 Oct 2026 · Updated 24 Oct 2026Summarize with ChatGPT, Claude, Perplexity or Google AI

Key takeaways
  • ›At published rates captured on 2026-10-23, a 2,000-page file costs $45 to $200 in per-page or per-case software and $200 to $5,000 from hourly or per-page human services.
  • ›Hourly services scale with page count. At 75 to 150 pages an hour, a 10,000-page file is 67 to 133 hours of reading.
  • ›Flat per-case software wins on very large files. A $49 case price beats any page rate once a file passes about 490 pages at 10¢.
  • ›Seat-based software looks cheapest on the invoice, but those tools expect your staff to build the work product, so the labor sits on your payroll.
  • ›Add your own checking time to every software line. Our assumption is 1 hour per 1,000 pages, and it holds only when every line cites its page.
Disclosure: Medrecords AI publishes this page and is one of the tools compared. Vendor prices and features come from public pages captured on the dates shown; check the vendor before you buy.

Is software cheaper than a medical record review service?

Mostly yes. On 2,000 and 10,000-page files, every software line costs the same as or less than the cheapest service line, and Medrecords AI at list costs 9 to 25 times less than a per-page service. On a 500-page file, a $15-an-hour service ($50 to $100) can undercut the higher per-case prices, though not Chronos at $49. Clinical opinion stays with a licensed person either way.

That answer holds only if you count the full cost on each side. A service price includes the reading and usually a nurse or physician's judgment. A software price covers the drafting and machine checks; your team supplies the judgment. The number that matters is the cost per record after a qualified person signs off, because that signed record is what goes into the demand, the deposition outline or the IME report.

How did we price each model? (our method and assumptions)

We priced 3 file sizes, 500, 2,000 and 10,000 pages, across 4 pricing models, using only prices published on vendor pages and captured on 2026-10-23. Every assumption is listed here so you can replace it with your own numbers.

  • Pages are deduplicated. We assume 0 duplicates so every model is billed on the same count. Real productions contain duplicates, which raises the bill for any vendor that charges per page received.
  • Hourly throughput is 75 to 150 pages an hour. RRR Health Tech's own example puts a 600-page file at 4 to 8 hours.
  • Seat plans are spread over 4 files a month, 1 seat, list price.
  • In-house paralegal cost is $37 to $40 an hour fully loaded, RRR Health Tech's figure built from the BLS median of $61,010 a year plus 25% to 35% overhead. 13 LinkedIn personal injury paralegal posts with a stated hourly range, captured on 2026-10-24, put the median posted pay at $32.80 an hour, which is $41 to $44 loaded at the same overhead.
  • Per-page service rates are $0.90 to $2.50 a page, as RRR Health Tech describes the per-page service market.
  • Checking software output takes 1 hour per 1,000 pages at $41 an hour. The rate is the LinkedIn median posted pay of $32.80 plus 25% overhead. The 1 hour per 1,000 pages is our assumption, not a vendor figure. Checking is cheap only when each line cites its page: the reviewer clicks the cite and confirms the fact. Uncited output means re-reading the record to find each fact, and the 1-hour assumption no longer holds. Run the 20-entry test in our medical chronology cost guide to measure your own.

What does each model cost on a 500, 2,000 and 10,000-page file?

Software costs $11.75 to $199 on a 500-page file and $11.75 to $1,000 on a 10,000-page file. The low ends are seat plans that leave the reading to your staff; per-page and per-case lines alone run $25 to $199 and $49 to $1,000. Human review costs $50 to $1,250 on the small file and $1,000 to $25,000 on the large one. The table shows every line.

Model and vendorRate as published500 pages2,000 pages10,000 pages
Per page: Medrecords AI list10¢ per deduplicated page$50$200$1,000
Per page: Medrecords AI at the 5¢ volume rate5¢ per deduplicated page$25$100$500
Per page plus base: CaseMark Medical Summaries$25 + 1¢, capped at $100$30$45$100
Per case: Chronos (reported by Superinsight)$49 per case, 5-case pack$49$49$49
Per credit: Superinsight$80 per credit, about 2 credits per report (vendor average, estimate)$160$160$160
Per case: Legalyze$199 per case (sale price)$199$199$199
Per seat: Hathr.AI$47 per user per month / 4 files$11.75 + staff time$11.75 + staff time$11.75 + staff time
Per seat: Casefleet Advanced AI$140 per user per month / 4 files$35 + staff time$35 + staff time$35 + staff time
Hourly: RRR Health Tech$15 per hour$50 to $100$200 to $400$1,000 to $2,000
Hourly: High Rock Experts$50 per hour$167 to $333$667 to $1,333$3,333 to $6,667
Hourly: in-house paralegal$37 to $40 per hour loaded$123 to $267$493 to $1,067$2,467 to $5,333
Per page: human review service$0.90 to $2.50 per page$450 to $1,250$1,800 to $5,000$9,000 to $25,000

Add the checking time to the software lines

At 1 hour per 1,000 pages and $41 an hour, add $20.50 to a 500-page software line, $82 to a 2,000-page line and $410 to a 10,000-page line.

Option500 pages2,000 pages10,000 pages
Medrecords AI list + checking$50 + $20.50 = $70.50$200 + $82 = $282$1,000 + $410 = $1,410
Chronos per case + checking$49 + $20.50 = $69.50$49 + $82 = $131$49 + $410 = $459
CaseMark capped + checking$30 + $20.50 = $50.50$45 + $82 = $127$100 + $410 = $510
RRR Health Tech at $15 an hour$50 to $100$200 to $400$1,000 to $2,000
High Rock Experts at $50 an hour$167 to $333$667 to $1,333$3,333 to $6,667
Per-page human service$450 to $1,250$1,800 to $5,000$9,000 to $25,000

With checking added, Medrecords AI at list beats every $50-an-hour, in-house paralegal and per-page service line on all 3 files. RRR Health Tech's $15 rate overlaps it on every size: $200 to $400 against $282 on 2,000 pages. RRR prices chronologies and summaries at that rate and charges $35 an hour for a medical opinion, so compare like for like.

Why the seat lines need a warning

Hathr.AI describes its product as a workspace where your own staff build cited chronologies and summaries. Its own worksheet compares 6 productions of 3,000 pages at a $1.00 per page service rate plus $150 per follow-up request ($21,600 in total) against 3 seats ($141). The software saving is real, but the reading hours move to your team, so price them in.

When does a review service still make sense?

A service makes sense when you need a signed clinical opinion, an expert to testify, or a nurse's narrative commentary that you cannot write yourself. Software drafts and cites; it does not hold a license or sign a report. Budget a service for those deliverables.

The published rates reflect that split. RRR Health Tech charges $15 an hour for chronologies and summaries but $35 an hour for expert medical opinion. Superinsight's comparison table lists nurse reviewer companies at $300 to $1,500 or more per case with 3 to 7 business days of turnaround, and offshore vendors at $100 to $1,000 per case with 5 to 10 business days.

The cheapest setup we see is a hybrid. Software builds the cited chronology in minutes, and the nurse or physician spends their billed hours on judgment instead of reading. On a 2,000-page file, a $50-an-hour expert reading at 150 pages an hour needs about 13 hours. Cut that to 2 hours of review on cited output and the expert saves 11 hours x $50 = $550; subtract $200 of software at 10¢ and the net saving is $350 before the opinion is written. The expert also walks into the deposition with a page cite behind every fact in the report. For the staffing side of this choice, read in-house vs outsourced medical record review.

When does flat per-case software beat per-page pricing? (be fair)

Flat per-case pricing beats per-page pricing on large files. At 10¢ a page, a $49 case price is cheaper on any file over 490 pages. At 5¢, the break-even is 980 pages. If most of your files are 5,000 pages or more, a flat case price or a capped page rate will usually cost less on the software line.

We publish a per-page rate, so this is the honest caveat. Per-page pricing wins when file sizes vary, when many files are small, and when you need more than 1 output per file. It loses on raw cost per file when your files are consistently huge.

Before you pick a flat case price, check 3 things:

  • What "case" means. Ask whether a case has a page limit, and what happens when supplemental records arrive after the first run.
  • What is included. Some case prices cover a summary only. Ask whether chronology, billing summary, record Q&A and exports are inside the price.
  • Whether output is cited. A cheap draft without page citations raises the checking line, which can erase the saving.

How do you calculate cost per record for your own practice?

Multiply your average deduplicated page count by the per-page rate, or divide a case, credit or seat price by the files it covers, then add your checking hours at your loaded staff rate. Do it for your smallest, typical and largest file of the last quarter.

  1. Pull 3 real files. Smallest, median and largest from the last 3 months, with page counts after duplicates are removed.
  2. Price each model. Use the formulas in medical records review software pricing per page.
  3. Add checking time. Time a sample check, or start with our 1 hour per 1,000 pages assumption.
  4. Add the cost of waiting. A service with 5 to 10 business days of turnaround can delay a demand or a deposition. Put a figure on that delay if it matters to the case.
  5. Compare the total for a month. Seats and subscriptions only make sense at the monthly level.

You can run the per-page side in the medical record review cost calculator.

"I have 12 (AI medical record review vendors) down here. And of them, this is the one I'm choosing to go with. Number one is the quality of the product. The second is that the cost makes sense."
Diane, medical malpractice attorney (RN, JD)

What does Medrecords AI cost per record?

Medrecords AI costs 10¢ per deduplicated page, 5¢ per page at volume. At 10¢, a 500-page record is $50, a 2,000-page record is $200 and a 10,000-page record is $1,000; at 5¢ those halve to $25, $100 and $500. Exact duplicates are never billed, which changes the math on real productions: a 2,000-page production with 150 exact duplicates bills 1,850 pages, or $185 at 10¢. There is no subscription, seat fee or setup fee, and credits never expire.

Every plan includes all 86 capabilities: OCR, deduplication, chronology, record Q&A, missing-records detection, summaries, billing summaries, demand packages, IME reports, Bates numbering, redaction and hyperlinked exports. Every output line cites its source page, and every page goes through 2-layer machine verification. Processing runs at about 100 pages a minute.

Records come in through the upload portal, SFTP or the API, with MFA, per-matter role access and activity logs. Medrecords AI holds SOC 2 and HIPAA controls, signs a BAA at signup and offers a DPA. Customer records never train a model, as a contract term in the BAA. See security and HIPAA-compliant AI medical record review. For programs that need everything inside their own network, Enterprise On-Prem is an annual license plus a deployment fee, quoted on a call.

Which should you choose?

Choose software for the reading and a person for the judgment. Software plus checking time costs less than every $50-an-hour, in-house and per-page service line on all 3 file sizes we priced; only a $15-an-hour chronology service comes close. Pay a service for the parts that need a license or a signature.

  • Solo or small plaintiff firm: per-page software with credits that never expire. See medical record review for solo attorneys.
  • Firm with consistently huge files: compare flat case prices and capped page rates.
  • Legal nurse consultant: software drafts, you bill your clinical analysis. See the legal nurse consultants page.
  • Team that needs signed opinions: a hybrid of software chronology and an hourly expert.

For the chronology deliverable itself, see medical chronology cost. For a demand-letter workflow, see how to use AI to summarize medical records for a demand letter. For a broader quality comparison, see AI vs human medical record review. Book a demo or see pricing.

See it on your ugliest case

Bring us your ugliest case. We run it live in a demo, show you the deduplicated page count and the exact bill, then hand the file back with every line cited. First case is free on us.

Watch it in the app

3 short guides from our help center, recorded on a demo case. They play inside the app: sign in or create a free account, and the video opens at the chapter you picked. First case is free on us.

Frequently asked questions

Is medical record review software cheaper than a service?

Yes, at published rates captured on 2026-10-23. A 2,000-page file costs $45 to $200 in per-page or per-case software (seat plans excluded) and $200 to $5,000 from hourly or per-page human services. Add your checking time to the software line for a fair comparison. Services still make sense when you need a signed clinical opinion.

How much does a medical record review service cost per record?

It depends on the pricing model. Hourly services published $15 to $50 an hour, which is $200 to $1,333 on a 2,000-page file at 75 to 150 pages an hour. Per-page services run $0.90 to $2.50 a page by one provider's account. Nurse reviewer companies quote $300 to $1,500 or more per case.

How much does AI medical record review cost per file?

Published AI prices captured on 2026-10-23 run from 1¢ to 10¢ per page, $49 to $199 per case, or $47 to $140 per user per month. A 2,000-page file costs $45 at CaseMark Medical Summaries, $49 at Chronos, $200 at the Medrecords AI list rate and $199 at Legalyze's sale price.

Is per-case or per-page pricing cheaper?

Per-case pricing is cheaper on big files and per-page pricing is cheaper on small ones. A $49 case price beats 10¢ a page once a file passes 490 pages. Per-page pricing wins when file sizes vary, when many files are small, or when the case price excludes outputs you need.

Do I still need a nurse if I use software?

You need a qualified person to check and sign off on the work, and a nurse or physician if the deliverable is a clinical opinion. Software reads and cites. Your team reviews, revises and signs. AI does the reading and helps you make the call. The last word is yours.

What hidden costs should I include in a services vs software comparison?

Include duplicate pages billed as new, base fees, pack minimums, credits that expire, seat fees in quiet months, staff hours for tools that expect you to build the chronology, checking time, follow-up request fees and turnaround delays. Hathr.AI's own worksheet adds $150 per follow-up request to a service bill.

How long does software take compared with a service?

Software processes a file in minutes. Medrecords AI handles about 100 pages a minute, so a 2,000-page file is ready in about 20 minutes. RRR Health Tech publishes a standard turnaround of 48 to 72 hours, and Superinsight's table lists 3 to 7 business days for nurse reviewer companies and 5 to 10 for offshore vendors.

Sources and method

Vendor prices and features below come from public pages captured on the dates shown. Vendors change pricing often, so confirm before you buy.

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