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How to Use AI for a Workers' Comp Law Firm in 2026

Published 2026-05-20 · 18 min read · Managing-partner playbook

TL;DR

For a 2–20 attorney workers' compensation firm — plaintiff or defense — the 2026 AI stack pairs a WC-capable case-management system (Filevine, Litify, SmartAdvocate, CasePeer, CloudLex, Neos, Needles, Clio Manage + Duo) with a BAA-covered medical-records + chronology engine (Supio, EvenUp, Eve AI, DigitalOwl, Fast Case Summary, Timeline.AI), ambient note-capture for client + treating-physician calls (Jump, Zocks, Fireflies Enterprise), citation-verified legal research (Westlaw Precision AI, Lexis+ AI, CoCounsel, Harvey, Paxton, Bloomberg Law AI, Fastcase, vLex Vincent), AI-assisted AWW + comp-rate + permanent-disability calculators, an IME / QME / AME rebuttal workflow, a Medicare Set-Aside review loop (Ametros, Medivest, ExamWorks, IMPAXX, Synergy), and a vocational-rehabilitation + return-to-work memo drafter. The managing partner keeps the pen on AWW sign-off, causation conclusions, settlement (C&R / Stipulation / Section 32) strategy, MSA adequacy, state WC board filings, and every client communication — AI drafts, attorney signs.

Who this is for

Managing partners, equity partners, and practice-group heads at 2–20 attorney plaintiff- or defense-side workers' compensation firms (WCAB / WCB / IC / BRC / WC Commission practitioners). If you run a general personal-injury, employment-law, or social-security- disability firm, use those dedicated guides — the state-WC-board procedural overlay, the AWW math, the IME / QME / AME dynamics, the MSA workflow, and the C&R / stipulation settlement posture are materially different and are what this playbook targets.

The 2026 WC-firm AI stack

LayerRepresentative tools
Case managementFilevine + Filevine AI, Litify + Litify AI, SmartAdvocate, CasePeer, CloudLex, Neos, Needles, Clio Manage + Duo, MyCase IQ, Smokeball AI, PracticePanther, Rocket Matter, CosmoLex
Lead + intake + conflictsLead Docket, Captorra, Intaker, Growpath, Lawmatics, ICE Unblocker, Clio Grow
Medical records + chronologySupio, EvenUp, Eve AI, DigitalOwl, Legora, Fast Case Summary, Timeline.AI, Briefpoint, MedicalTimelines, Chronwell — all BAA-covered
Ambient scribe + client callsJump, Zocks, Fireflies Enterprise, Fathom, Granola, Read AI, Otter, Nyota, TL;DV (with state 2-party consent)
Legal research + brief AIWestlaw Precision AI, Lexis+ AI, CoCounsel, Harvey, Paxton, Bloomberg Law AI, Fastcase, vLex Vincent, Spellbook
eDiscovery + document reviewRelativity aiR, Everlaw + Everlaw AI, DISCO Cecilia, Reveal, Logikcull, Ipro, Zylab, Axcelerate
AWW + comp-rate + PD calcIn-state WCAB / WCB rate calculators, Matthew Bender Workers' Comp Reporter, state bar section forms, custom AI-assisted calc layered on statutory formulas
MSA + life-care planAmetros, Medivest, ExamWorks, IMPAXX, Synergy, Gould & Lamb, Tower MSA Partners, Franco Signor, MedAllocators
Voc rehab + RTWGenex, CorVel, Concentra, Paradigm, OneCall, MES Solutions, ExamWorks VR, Innoverent, CCMI
Depo + hearing prepDepoIQ, Trellis, TrialDirector, CaseMap, Opus 2, Inteligex
Marketing + intake funnelCallRail CI, CallTrackingMetrics, Phonewagon, WhatConverts, Scorpion, Rankings.io, Mockingbird, EverService, Justia, Nifty, Avvo

10 copy-paste AI prompts for a WC firm

Every prompt is attorney-reviewed before client- or opposing-counsel-facing release. Adapt bracketed tokens to your state's WC board, statutory citations, and firm templates.

1) Claimant intake + conflicts + SOL triage

You are the workers' comp intake AI for [FIRM]. Inputs from the intake call (BAA-covered transcript): [CLAIMANT_NAME / DOB / SSN-LAST4 / STATE_OF_INJURY / DOI / BODY_PARTS / EMPLOYER / INSURER_IF_KNOWN / WAGE_INFO / CURRENT_TREATMENT / PRIOR_WC_HISTORY / REFERRAL_SOURCE / LANGUAGE]. Produce: 1. Jurisdiction + statute-of-limitations triage: state WC act + date-of-injury SOL (CA §5405 1 yr from DOI / last TTD / last med; FL §440.19 2 yr DOI + 1 yr from last benefit / medical; TX §409.003 1 yr; NY WCL §18 30-day notice + §28 2-yr file; IL §6(d) 3 yr DOI OR 2 yr from last comp payment; PA §311 120-day notice + §315 3 yr file) — flag any date within 30 days of SOL. 2. Conflicts-of-interest screen: employer, insurer, TPA, co-worker-witness, prior-firm representation — run against firm CRM. 3. Red-flags: cumulative-trauma vs specific-injury framing, occupational-disease latency, concurrent employment, undocumented-worker status (state-specific; Farmers Bros Kanas reg), pending employment discrimination / ADA / FMLA claim, Medicare eligibility status. 4. Intake packet: HIPAA authorization (45 CFR 164.508), employer-wage-records authorization, social-media preservation notice, do-not-discuss-with-insurer instruction, language-access plan if non-English. 5. Fee agreement: state-specific WC contingent-fee statute citation (CA §4906 board-approved / FL §440.34 statutory schedule / TX not-to-exceed 25% / NY WCL §24 board-approved / IL 20% capped at $100k w/ board approval) — include exact statutory rate and approval mechanism. 6. Disposition: sign-up (send docket), decline with gentle referral-back letter, or hold-for-further-investigation. Output: jurisdiction memo + conflicts report + intake packet + fee agreement draft + disposition recommendation. Attorney reviews + signs.

2) AWW + comp-rate + PD-rating first pass

You are the AWW + comp-rate + permanent-disability calculator assistant. Inputs: [STATE / DOI / 52_WEEKS_WAGES / OVERTIME / BONUSES / FRINGE_BENEFITS / CONCURRENT_EMPLOYER_WAGES / TENURE_IF_LESS_THAN_52_WK / EMPLOYMENT_STATUS (FT / PT / seasonal / apprentice) / TREATING_PHYSICIAN_P&S_DATE / IMPAIRMENT_RATING_AMA_GUIDES_ED + whole_person_or_body_part]. Produce: 1. AWW calculation under the governing state statute: CA Lab Code §4453(c) sub-formulas (hourly x 40 + OT, weekly, monthly, annual, concurrent, similar-employee, same-trade); FL §440.14 (full-time 91 days / seasonal / concurrent / Grice); TX §408.041 same-or-similar; NY WCL §14 subsections 1-6; IL 820 ILCS 305/10; PA §309. Show the formula + number + citation. 2. Comp rates: TTD rate (state max/min), TPD rate, PTD rate, PPD rate, statutory max/min per state WC board annual schedule for DOI-year. 3. Permanent-disability first-pass rating from AMA Guides (CA 5th + 2005 PDRS + FEC; FL 1996 Fla impairment; NY Permanent Impairment Guidelines 2012 + 2018 update; IL PPP; TX DWC Guides Ed 4). Convert whole-person to body-part and apply state modifiers. 4. Life Pension / PTD / death-benefit analysis if applicable. 5. Settlement-value range using state-standard multipliers + future-medical-reserve. Output: 1-page AWW + comp-rate + PD worksheet with every citation + formula visible. Attorney verifies + signs before any opposing-counsel disclosure. DO NOT transmit to insurer before attorney review.

3) Medical-records synthesis + treatment chronology

You are the medical-records chronology AI. BAA-covered input: [CLAIMANT_FILE: all medical records / diagnostics / operative reports / PT notes / pharmacy / imaging / pre-DOI records / post-DOI records / IME + QME + AME reports]. Produce: 1. Day-by-day treatment timeline: date, provider, CPT, ICD-10, clinical finding, objective measures (ROM, strength, VAS, imaging), treatment, work-status (TTD / modified / full-duty), medications + MME conversion, referral, return-to-clinic. 2. Apportionment analysis: pre-existing vs DOI-caused findings. Flag every pre-existing or post-DOI-new condition that could support (for plaintiff) or undermine (for defense) apportionment. Cite specific records + dates. 3. Causation timeline: mechanism of injury vs diagnostic findings — consistent / inconsistent / unclear. 4. MMI / P&S date(s) per treating physician + IME + AME. Conflict table if multiple. 5. Red-flag list: non-industrial injury mentions, surveillance references, inconsistent subjective reports, addiction / opioid-use-disorder indicators, prior work-comp history, return-to-work sabotage signals. 6. Exhibits list with bates-stamp range ready for depo or hearing. Output: chronology + apportionment memo + causation memo + exhibits. DO NOT output any hallucinated citation. Attorney verifies every page.

4) IME / QME / AME rebuttal prep + cross outline

You are the IME / QME / AME rebuttal AI. Inputs: [IME_REPORT / TREATING_PHYSICIAN_RECORDS / PRIOR_IME_REPORTS_BY_SAME_PHYSICIAN_IF_AVAILABLE / DEPOSITION_HISTORY_OF_IME_DOCTOR]. Produce: 1. Internal-inconsistency map: every place the IME doctor's history, physical findings, record review, or conclusion is inconsistent with (a) the treating physician's contemporaneous records, (b) the diagnostic imaging, (c) prior IME reports by the same doctor, (d) the AMA Guides edition the doctor claims to apply. 2. Apportionment challenge: does the doctor apply the state's apportionment standard correctly? CA §4663 "substantial medical evidence", FL "major contributing cause" §440.09, NY "causally related", TX "producing cause" — cite the doctor's exact language vs the correct standard. 3. Bias-pattern memo: from prior IMEs by same doctor, what % find claimant's injury non-industrial? Cite dates + outcomes. 4. Cross-examination outline: 15–25 leading-question modules — qualifications, record review, history-taking, physical exam, diagnostic review, causation opinion, apportionment, MMI, impairment rating, future-medical. 5. Rebuttal-expert RFP: 3 bullet points summarizing what a rebuttal IME / QME / AME would need to evaluate + sample question list. 6. Motion-to-compel or objection angles per state WC procedure. Output: rebuttal memo + cross outline + rebuttal-expert RFP + objection analysis. Attorney reviews + signs.

5) Demand package + C&R / stipulation settlement memo

You are the settlement-package AI. Inputs: [CLAIMANT_FILE / AWW + PD_RATING / TREATMENT_CHRONOLOGY / FUTURE_MEDICAL_PROJECTION / VOC_REHAB_STATUS / OUTSTANDING_LIENS (Medicare + Medicaid + ERISA + child-support + attorney-lien + state-provider-lien) / MSA_DRAFT_IF_MEDICARE_ELIGIBLE]. Produce: 1. Demand letter: injury narrative, treatment arc, impairment + disability, wage loss TTD + TPD + PTD or PPD, future medical reserve, vocational impact, pain + suffering NOT claimed (WC is statutory, not tort), statutory max/min, settlement range. 2. C&R vs Stipulation vs Section 32 (NY) vs Section 58 analysis: tax treatment (IRC §104(a)(1) WC benefits non-taxable), lien-resolution posture, future-medical closure (open vs closed), Medicare Set-Aside posture, impact on SSDI offset (42 USC §424a reverse-offset states CA/FL/NJ/NY + 15), impact on LTD / STD / pension. 3. Lien resolution table: Medicare conditional payments (MSPRC BCRC + Commercial Repayment Center), Medicaid TPL, ERISA (FMC Corp v. Holliday), state medical liens, workers' comp medical liens, child-support enforcement, attorney fee + costs. 4. MSA analysis: CMS WCMSA Reference Guide v4.1 Feb 2024 (check current) — is submission threshold met? If yes, projection method + pharmacy breakdown (brand/generic, red/yellow/green drug list) + DME + physician visit. 5. Offer + counter-offer ladder + BATNA analysis. 6. Client-facing plain-English settlement memo (5th-grade reading level, translated if needed). Output: demand package + settlement-strategy memo + MSA analysis + client memo. Managing partner signs before transmission.

6) Medicare Set-Aside review loop

You are the MSA review AI for a WC settlement. Inputs: [WCMSA_VENDOR_REPORT (Ametros / Medivest / ExamWorks / IMPAXX / Synergy / Gould & Lamb / Tower / Franco Signor) / TREATING_PHYSICIAN_RECORDS / LIFE_CARE_PLAN / MEDICARE_ELIGIBILITY_STATUS / SETTLEMENT_AMOUNT]. Produce: 1. Threshold analysis: (a) Class I — Medicare beneficiary and total settlement + $25,000; (b) Class II — reasonable expectation of Medicare eligibility within 30 months and total settlement + $250,000. Cite current CMS WCMSA Reference Guide. 2. Line-by-line MSA audit against CMS Reference Guide: future physician visits (frequency + CPT + Medicare rate), future DME (durable-medical-equipment + rental vs purchase + replacement schedule), future pharmacy (brand vs generic substitution, red-yellow-green drug list — brand-required drugs stay brand, generic-required stay generic, yellow case-by-case), future surgery (probability-adjusted), future diagnostics. 3. Over- vs under-reserve flag: which line items are overfunded relative to treating-physician trajectory, which are underfunded. 4. Seed + annuity vs lump-sum recommendation. 5. Professional administration vs self-administration analysis (CMS WCMSA Reference Guide 17.1). 6. CMS submission decision (voluntary) + timing + amended-review posture + re-review-rule 12-48 months. Output: MSA audit memo + funding-structure recommendation + admin memo + submission decision. Attorney + MSA vendor + claims examiner all sign off.

7) Voc-rehab + return-to-work memo

You are the vocational-rehabilitation + return-to-work AI. Inputs: [CLAIMANT_WORK_HISTORY / EDUCATION / TRANSFERABLE_SKILLS / PHYSICAL_RESTRICTIONS_FROM_TREATING_PHYSICIAN / FCE_IF_AVAILABLE / LABOR_MARKET_SURVEY / EMPLOYER_OFFER_OF_MODIFIED_DUTY]. Produce: 1. Transferable-skills analysis: claimant's pre-injury occupation DOT / O*NET code + skill level + physical demand + SVP; post-injury restrictions mapped to residual functional capacity. 2. Labor-market survey summary: 5 realistic job titles in claimant's geography paying at or near pre-injury wage, with source citations (BLS OEWS, state labor market data). 3. Employer offer-of-modified-duty analysis: is the offer bona-fide under state WC? CA Labor Code §4658.7 (supplemental job displacement voucher); FL §440.491 (reemployment services); TX §408.102 (BRC); NY WCL §15(3)(w); IL 820 ILCS 305/8(a). Compare job description to restrictions. 4. Voc-rehab plan: retraining vs direct-placement vs self-employment, cost, duration, expected wage recovery. 5. Client communication: plain-English explanation + informed-consent on voc rehab election. Output: voc-rehab memo + modified-duty offer analysis + client letter. Attorney + voc counselor + treating physician loop.

8) Depo + WC-board hearing prep

You are the WC-hearing / depo-prep AI. Inputs: [HEARING_TYPE (pre-trial / MSC / trial / lien-resolution / 132a / Serious-and-Willful / Section 32) / WITNESSES_LIST / EXHIBITS_LIST / OPPOSING_COUNSEL / JUDGE_ALJ / ISSUES_IDENTIFIED_IN_PRETRIAL_STIP / DISCOVERY_STATUS]. Produce: 1. Issue map: every issue that will be litigated (AOE/COE, injury to body part, parts of body, AWW, TTD period, TPD period, P&S date, PD rating, apportionment, future medical, vocational, penalty under §5814 / §132a / Serious-and-Willful, employer-employee relationship, course-and-scope, intoxication defense, self-inflicted defense). 2. Witness outline per witness: claimant direct + cross, treating physician direct + cross, IME doctor cross, vocational expert direct + cross, co-worker witness, supervisor. 3. Exhibits list with bates + foundational-witness + admissibility objection anticipated. 4. Opening statement draft (plaintiff or defense) keyed to legal standard. 5. Evidence-of-record list: is every needed document in evidence? Missing-document flag. 6. Settlement window + MSC strategy if pre-trial conference allows. Output: issue map + witness outlines + exhibit list + opening draft. Attorney finalizes. Citation-verification mandatory.

9) State WC-board procedural + penalty analysis

You are the WC procedural + penalty AI. Input: [STATE / CASE_FACTS / TIMELINE_OF_BENEFITS_PAID / UNPAID_OR_LATE_ITEMS / DENIAL_LETTERS / UTILIZATION_REVIEW_DECISIONS / BILL_PROVIDER_LIENS]. Produce: 1. Benefit-payment audit: every TTD / TPD / PPD / medical payment due vs paid — with statutory due-date, late-payment penalty (CA §4650(d) 10% auto-increase + §5814 25% / $10k for unreasonable delay; FL §440.20(6)(e) 20% late-payment + interest; NY WCL §25(3)(c); IL §8.2 19% interest). 2. Utilization-review + IMR challenge: state-specific UR / IMR / IBR / UM process. Deadline map. Statutory standard for overturning denial. 3. 132a / discrimination / retaliation claim analysis (CA), §440.205 FL, §4553.1 CA Serious-and-Willful, PA §440(a), NY §120 — facts supporting, penalty calculation. 4. Sanction + attorney-fee motion: did the insurer engage in bad-faith claim-handling? Factual predicate + state statute. 5. Lien-resolution procedural path: medical provider lien, Medi-Cal / Medicaid, Medicare MSPRC, HMO / PPO, state-fund assessment. Output: penalty-calculation memo + UR/IMR timeline + 132a analysis + lien-resolution path. Attorney verifies every citation.

10) Managing-partner monthly scorecard + state-bar-compliant ads

You are the managing-partner scorecard AI. Inputs for [MONTH]: [new files, sign-ups, conversion rate, active files by stage (pre-MSC / MSC-ready / post-MSC / settled / closed), files closed, gross fees, per-attorney productivity, avg days to settlement, avg settlement value, MSA-required files, penalty recoveries, 132a / S&W recoveries, AR aging, referral-source mix, lead cost, state-bar-compliance-audit findings, TCPA-complaint count, AI-disclosure-compliance per ABA Formal Opinion 512]. Produce: 1. One-page monthly scorecard: revenue + files + productivity + settlement + compliance in traffic-light format. 2. Trend callouts: 3 up, 3 down, 3 to watch. 3. 3 highest-ROI managing-partner actions for next month. 4. State-bar-compliant ad copy samples (3): must include firm name + office address + "advertising material" disclaimer where required (FL Rule 4-7 / NY Rule 7.1-7.5 / CA Rule 7.1-7.5 / TX 7.01-7.06 / IL Rule 7.1-7.5). No guarantees of outcome. Past-result disclaimers where required. Specialization claim only if board-certified per state analog. 5. Partner-to-associate + associate-to-paralegal delegation review: any unauthorized-practice risk? Output: scorecard + trend + actions + ad drafts + supervision review. Managing partner reviews.

Compliance floor — non-negotiables

60-day rollout for a 10-attorney WC firm

  1. Week 1 — Baseline + AI governance policy. Adopt a firm AI policy consistent with ABA Formal Opinion 512 + state bar AI opinion. Inventory current stack. Require BAA for every vendor touching PHI. Establish citation-verification protocol (human hand-check every AI-cited case/statute/reg).
  2. Week 2 — Case-management spine. Pick Filevine / Litify / SmartAdvocate / CasePeer as system of record. Stand up WC-specific custom fields (AWW, comp rate, PD rating, MMI, DOI, SOL).
  3. Weeks 3–4 — Intake + conflicts + SOL. Deploy prompt #1. Pipe into Lead Docket / Captorra / Intaker / Clio Grow. Daily SOL dashboard.
  4. Week 5 — Medical records chronology. Pilot Supio / EvenUp / DigitalOwl / Eve AI on 10 active files. Measure hours saved + accuracy.
  5. Week 6 — AWW + comp-rate + PD calculator. Deploy prompt #2 with state-statute-specific templates. Attorney verification required before any disclosure.
  6. Weeks 7–8 — IME rebuttal + demand-package workflow. Deploy prompts #4 + #5. Standardize demand-package output.
  7. Week 9 — MSA review + lien resolution. Deploy prompt #6. Engage MSA vendor relationships.
  8. Week 10 — Depo + hearing prep. Deploy prompt #8. DepoIQ / Trellis integration.
  9. Weeks 11–12 — Managing-partner scorecard + compliance audit dry run. Deploy prompt #10. Review state-bar-compliant ads + AI-disclosure + citation-verification logs.

8 common mistakes

  1. Letting AI cite a case, statute, or WCAB/WCB en-banc opinion without hand-verification — Mata v Avianca + Park v Kim + Morgan & Morgan sanctions exposure; Rule 11 + §1927 + state-bar discipline.
  2. Sending medical records to a non-BAA AI vendor — HIPAA violation + state health-privacy exposure (CA CMIA, WA My Health My Data, MA Ch. 127).
  3. Letting AI "calculate" AWW and transmitting to opposing counsel without attorney verification — bad-faith + penalty exposure (CA §5814, FL §440.20(6)(e)).
  4. Not running the MSA threshold check on every settlement + every Medicare-eligible claimant — CMS recovery + 250% conditional-payment exposure.
  5. Ambient-scribing a client or witness call in a 2-party-consent state without written consent — state recording-law violation + attorney-discipline risk.
  6. Using AI-generated client testimonials or "case-result" advertising without state-bar-compliant past-result disclaimer + AI-disclosure — Rule 7.1 + FTC Fake Reviews Rule.
  7. Failing to submit the state-board-required fee agreement for approval (CA §4906, FL §440.34, NY §24, IL §16a) — fee is uncollectible without written order.
  8. Allowing a paralegal or intake specialist to give "legal advice" via AI-drafted SMS/email without attorney review — unauthorized-practice-of-law per state bar + Model Rule 5.3.

FAQ

Can AI calculate Average Weekly Wage (AWW) and comp rate without a licensed attorney's review?

No. AWW + comp-rate calculation is a legal determination under each state's workers' compensation act (e.g., CA Labor Code §4453, FL §440.14, TX Labor Code §408.041, NY WCL §14, IL 820 ILCS 305/10). AI can aggregate the 52-week wage history, concurrent-employment wages, overtime, bonuses, and fringe benefits, then run the statutory formula — but the attorney (or a state-licensed claims examiner) must verify the input, apply the correct §/subsection, handle short-tenure alternative-computation methods, and sign the calculation. AI is decision-support only; state WC boards have penalized misrepresented AWWs with bad-faith + fee awards.

Is it safe to feed medical records into an AI to build a treatment-timeline chronology?

Yes, with (1) a signed BAA from the AI vendor under HIPAA 45 CFR 164.502(e) + 164.504(e), (2) an attorney-client privilege + work-product protected workflow, and (3) a firm AI governance policy consistent with ABA Formal Opinion 512 (July 2024) on generative AI + competence + confidentiality + candor + supervision + fees. Supio, EvenUp, Eve AI, DigitalOwl, and Fast Case Summary offer BAA-covered WC-capable workflows. The attorney remains responsible for verifying every ICD-10 / CPT / MME conversion, apportionment, and causation conclusion — no hallucinated citations.

What's the AI role in rebutting an adverse IME / QME / AME report?

AI is excellent at (a) cross-referencing the IME doctor's history + conclusions against the underlying medical records for inconsistencies, (b) pulling prior IME reports by that same physician for bias patterns, (c) summarizing relevant treating-physician notes + diagnostics, and (d) drafting a first-pass cross-examination outline or objection. The rebuttal memo, discovery motion, or treating-physician counter-report is attorney-drafted and attorney-signed — citation-verification is mandatory post-Mata v. Avianca (SDNY 2023), Park v. Kim (2d Cir 2024), and Morgan & Morgan (2025).

How does Medicare Set-Aside (MSA) review work with AI?

AI can (1) aggregate the injured worker's Medicare eligibility + CMS Workers' Compensation MSA Reference Guide version inputs, (2) pull a defensible future-medical cost projection from treating-physician life-care-plan notes, (3) cross-check the WCMSA vendor's (Ametros, Medivest, ExamWorks, IMPAXX, Synergy) projection line-by-line against the CMS WCMSA Reference Guide (current v4.1 Feb 2024 — always check for newer), and (4) flag over- or under-reserves on pharmacy (brand vs generic, red-yellow-green drug list), durable medical equipment, and physician visits. The MSA is still submitted per CMS thresholds ($25k + Medicare-eligible OR $250k + reasonable-expectation within 30 months) and CMS reviews only voluntarily-submitted MSAs. Attorney + MSA vendor + claims examiner all remain in the loop.

What year-1 ROI can a 10-attorney plaintiff-side workers' comp firm expect?

Conservative targets at scale for a 10-attorney plaintiff WC firm (~1500 active files): 40–60% reduction in medical-records intake + chronology time (Supio / EvenUp / DigitalOwl), 25–35% reduction in demand-package drafting time, 15–25% increase in files closed per attorney per quarter, and 5–10% lift in average settlement value from better-organized medical-causation narratives + IME rebuttals. Translation: $400k–$900k in gross-revenue lift on a $5–8M fee base after stack cost — provided the firm enforces BAA-covered AI, citation verification per Mata v Avianca, state bar AI disclosure per ABA Formal Opinion 512, and state WC board recordkeeping.

Sources + further reading

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