Reasoning · Inquiry · Tactical · Assistant

Medical-legal case intelligence reasoned, cited, and honest.

RITA reads the record, reasons through it like a colleague who's read every page, and shows her work — citing every finding back to the source instead of guessing.

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Built to sit beside your paralegals and legal nurse consultants — not replace them.
Why RITA Exists

Built to serve, not to replace.

Every med-legal AI on the market will tell you it's faster, or smarter, or more accurate. We'd rather tell you what RITA is actually for: to serve the people who do this work — the paralegals reading 1,400-page charts at midnight, the legal nurse consultants whose name goes on the chronology, the attorneys whose license is on the line every time they sign a demand letter. RITA doesn't replace that judgment. She was built to earn a place beside it.

She will never be perfect, and we will never claim she is. Every record is different, every case has an edge she hasn't seen before, and there will always be a person whose job is to catch what she misses and decide what to do about it. That's not a limitation we're working around — it's the design. RITA is built to keep getting better with a human in the loop, the same way any good colleague does, not to arrive as a finished replacement for one.

If that sounds like an unusual thing for legal software to say about itself, that might be exactly the problem it's trying to fix.

Who RITA Works For

She does the reading. Your team still does the deciding.

RITA isn't here to replace the paralegals and legal nurse consultants who already know these cases cold. She's here to hand them a fully-cited first pass — record read, timeline built, findings sourced back to the page — so the person who signs their name to the work spends their time reviewing and judging, not scanning 1,400 pages of records to find the one line that matters.

Faster First Drafts

Hours of chart review compressed to minutes, not replaced.

You Stay the Decision-Maker

Every finding is a citation you can check, not a verdict.

More Cases, Same Team

Capacity to take on more work without burning out the people doing it.

Local & Secure By Design

Your file never touches a public cloud.

When a patient file comes in, it's processed entirely locally — no public cloud AI service ever sees it. That's how every case is handled today, and it's the foundation for where this is headed next.

Processed Locally, Not in the Cloud

The moment a patient file arrives, it's read and reasoned through entirely on local infrastructure — never uploaded to a public cloud AI service for analysis.

PHI Never Exposed

Because processing never leaves local infrastructure, protected health information is never exposed to a third-party cloud environment — in transit or at rest.

No Public AI, No Data Sharing

Your case is never sent to a shared or third-party AI model. The reasoning happens in one controlled, local process, start to finish.

Coming Soon

An On-Site RITA, Behind Your Own Firewall

The next step: a dedicated appliance installed inside your firm's own network — a physical box behind your firewall — so records never have to leave your building at all, not even to reach us. Updates arrive one of two ways, your choice: pushed over a brief internet connection, or delivered fully offline by USB with zero network exposure.

Why RITA Is Different

Not a summary. A reasoned opinion.

Every RITA report is built on a simple rule: if it's not documented, she says so — instead of guessing.

1

Reasoned

Conclusions drawn from the record, not a summary or a search.

2

Sourced

Every finding is cited back to its exact page in the record.

3

Honest

Abstains — "not in the record" — instead of guessing.

4

Benchmarked

Deviation of care measured against the standards you upload.

5

Calculated

Billing analysis computed from the charge lines, not estimated.

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On-Premises

RITA runs locally — on your own infrastructure or within our closed-loop system — so your case files never leave a network you control.

A Full Litigation Suite

Twelve report types, one platform.

Meet Jordan Avery (a synthetic case). From first merit screen to expert rebuttal, RITA covers the full lifecycle of a case.

Every sample above is a real RITA-generated report from a synthetic demo case — built to be shown, not staged.

See For Yourself

Radical honesty, report by report.

Hover the dot on each page below. These are real excerpts from the sample packet — not cherry-picked wins. Some flag a problem, one confirms a clean record. That's the point.

Merit Screen QA banner
This report failed its own QA check — and says so, right in the deliverable, instead of quietly shipping a shaky number.
She names the exact upstream objects — charge_ledger, billing_qa_gate — that made this report provisional, not just a vague "needs review."
Flag a problem, then hand you the one-click path back to source — not just a warning with nowhere to go.

Merit Screen — Fails Loudly, Not Quietly

When the underlying data is provisional, the report is marked "QA Fail — Provisional" instead of presenting it as settled fact.

View full report →
Billing Analysis QA status and fraud-score disclaimer
100/100 (high) — flagged right in the executive card, not buried in an appendix, so no one skims past it.
A 100/100 fraud-indicator score sounds damning — so RITA immediately clarifies what it does and doesn't mean, instead of letting the number speak for itself.
Every unsupported dollar traces to a named CPT code and the specific reason it's unsupported — not a lump-sum estimate.

Billing Analysis — Precise About What a Score Means

Every scored finding comes with the plain-language boundary of what it is and isn't proof of.

View full report →
Expert Rebuttal missing expert report warning
No opposing expert report was loaded — so instead of inventing one, RITA flags the claim language as placeholder text until you load the real thing.
She's explicit that this is placeholder language standing in for a real opinion — not something quietly repackaged as if it were one.
Not just a warning — a direct link to the exact panel where you load the real expert report and regenerate.

Expert Rebuttal — Won't Fake What's Missing

She'll draft the scaffolding, but she tells you plainly when it's a placeholder, not a rebuttal.

View full report →
Medical Chronology QA advisories
29 contradictions in the record, surfaced for attorney review — before anyone treats this chronology as settled fact.
Not a vague "inconsistencies found" — she names the exact conflicting details, ready to hand to the treating provider or opposing counsel.
She won't block you from using a flawed chronology — but she won't let you export it without you seeing the warning first.

Medical Chronology — Flags Its Own Contradictions

Conflicting mechanism-of-injury accounts get called out explicitly, not smoothed over into one clean story.

View full report →
Treatment Timeline QA verified banner
The intake facts sit right above the QA verdict — so you can see exactly what was checked before RITA calls it clean.
Not every report gets flagged. When the record checks out clean, RITA says that too — the same banner, the opposite verdict.
A clean QA verdict doesn't mean the analysis stops — she still builds out the full litigation timeline underneath it.

Treatment Timeline — Verified Clean

The honesty cuts both ways: this one passed every QA check, and the report says so just as plainly.

View full report →
Demand Letter scope disclaimer
Liability language stays narrow and factual — tied to a dated record entry, not an advocate's framing.
The suggested range isn't a guess — it's shown with the exact multiplier and specials figure that produced it, fully auditable.
Even in a letter built to persuade, RITA draws a hard line between her computation and counsel's judgment call.

Demand Letter — Knows Where Her Job Ends

The suggested range is deterministic scaffolding, not a legal opinion — and the letter says so in plain English.

View full report →
Verified On A Real Case File

The numbers behind the honesty.

Every report above came from one source case file — Jordan Avery, a synthetic demo record built to stress-test RITA the way a real case would. Here's what checking her work actually found.

1,987/1,988
Engine Checks Passing
The full product regression suite, run clean tonight — engine-wide, not specific to this case.
29
Contradictions Surfaced
Conflicting mechanism-of-injury details in the chronology, flagged for review — not smoothed over.
100/100
Fraud Score, Explained
Flagged loudly in the billing analysis, then immediately clarified in plain language.
12
Reports, One Case File
The full litigation suite, generated from a single record, start to finish.
The Inquiry & Tactical Layer

Ask her the question you'd ask a second chair.

Twelve reports won't cover every question a case throws at you. When they don't, ask RITA directly in the query section — she doesn't guess at strategy, she surfaces what the record already says, cited back to the page, so you can build the argument yourself. Every answer traces to a document. If it's not in the record, she tells you that too.

Where does the record support future medical costs — and where does it go quiet?
Pulls every documented basis for future care, page by page, and flags the gaps instead of filling them in.
Pull every note that touches the pre-existing condition.
Surfaces the full, cited trail through the chart — not a summary of what she thinks it means.
What does the defense's own expert say that helps us?
Reads the opposing report on its own terms and cites the language, favorable or not.
Show me every gap in the treatment timeline, with dates.
Lists the documented dates on either side of each gap — the record's own silence, not a guess at why.
Where's the weakest point in our causation argument?
Surfaces every contradiction, gap, or unsupported claim on causation that's already sitting in the record, cited — a real vulnerability to prepare for, not a guess at what opposing counsel might argue.

And if that isn't enough — if you need her with you outside the portal, on your phone, mid-deposition-prep at midnight, or shared with your colleagues…

Patent Pending

Introducing RITAPod™

A portable, de-identified version of a case that drops into any AI assistant your firm already uses — on a laptop, a monitor, or your phone. Ask it anything, out loud or typed, the second you need it.

  • On-Premises Core — RITA herself runs locally, not in the cloud — on your own infrastructure or within our closed-loop system, so your case files never leave a network you control
  • Portable — the case travels with you, no login required
  • De-identified — PHI scrubbed and verified before export, so a RITAPod can be used in a cloud-based AI assistant without violating HIPAA
  • Citation-Grounded — every answer traces back to the record
  • Four Lenses — Plaintiff, Defense, Expert Prep, Neutral, one pod
Try the Sutton RITAPod →

The Sutton case, de-identified and packaged as a RITAPod — 16 clinical events across 3 episodes, ready to drop into any AI assistant your firm already uses.

The case
travels
with you
About Us

A Note From Our Founder

I didn't set out to build a piece of software. I set out to build something that could serve the people doing this work — the way my father meant it when he used that word with me.

He wasn't talking about business. He was talking about a way of showing up for people... doing the work not to be faster, or flashier, or first, but because it actually helps someone. When he said it, something clicked. That's what RITA is supposed to be. Not a replacement for the paralegals and legal nurse consultants and attorneys who've spent years learning to read a chart the right way — an extension of them, built with the same care I'd want if it were my own name on the line.

I've come to understand something while building this: whatever you build reflects who you are. Your morals, your standards, what you're willing to let slide and what you're not. So I've tried to build RITA the way I'd want to be treated — honestly, plainly, never pretending to know something she doesn't.

RITA will never be perfect. I will never tell you she is. Every record is different, every case has something she hasn't seen before, and there will always need to be a person in the loop to catch what she misses and decide what matters. That's not a flaw we're patching around — it's the whole design. She's meant to keep learning alongside the people who use her, the same way any of us do.

Search how other medical-legal companies describe themselves and you'll find faster, smarter, cutting-edge. You won't find serve. I want that to be the word people remember about RITA — not that she's perfect, but that she was built to actually help, and to respect the license of everyone who trusts her with their case.

— Peter, Founder

Run one of your real cases through RITA

Send the records, typically a 24-hour turnaround — request a demo or account and see exactly what she does on a case that matters to you.

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