How to Stop Mass Tort Claims From Stalling: AI Case Intake for Law Firms

CASEpeer, Filevine, CloudLex, and Litify store mass tort claimant files. None of them screen inbound leads, chase a missing medical record, or flag a stalling file. Here's what each costs in 2026.

Short answer: Mass tort case management platforms like CASEpeer, Filevine, and CloudLex give a firm a system of record for thousands of claimant files, and Litify does the same on a Salesforce backbone for larger operations. None of them screen inbound leads against eligibility criteria, chase a claimant for a missing medical record, or flag a file that's gone quiet before a filing deadline. That active layer — AI case intake — usually runs on top of whichever platform a firm already pays for, not instead of it.

What's different about intake for a mass tort firm versus a normal law firm?

A mass tort firm isn't working ten or twenty open matters — it's often screening thousands of inbound leads from ad campaigns (TV, digital, referral networks) against narrow eligibility criteria: the right diagnosis, the right exposure window, the right product or drug, sometimes the right jurisdiction. Most of those leads don't qualify. The ones that do still need a signed retainer, medical records, and proof of exposure before the file is even usable in a settlement pool.

Case management software stores the claimants who make it through. It doesn't do the screening, and it doesn't chase the paperwork:

• Intake screening — inbound leads get checked against eligibility criteria in real time, instead of a paralegal working through a call queue reactively
• Document processing — medical records, pharmacy records, and proof-of-exposure documents get auto-classified and key fields extracted as they arrive

• Case chase — automatic follow-up with claimants, medical providers, and referring attorneys for outstanding records or signatures, plus alerts when a file has gone quiet
• Referral pipeline — inbound calls from referring attorneys and marketing vendors get triaged so a batch of qualified claimants doesn't sit in a shared inbox

What does mass tort case management software actually cost in 2026?

Every one of these is a place to store or screen leads. None of them proactively re-requests a missing medical record from a provider's office or flags a claimant file that's stalled three weeks before a filing window — that has to be built as automation, added on top, or done by a person who remembers to follow up on every one of potentially thousands of open files.

Why do qualified claimants still fall out of the pipeline?

Volume. A single ad campaign can generate thousands of inbound calls and web submissions in a week. Intake CRMs like Captorra or Intaker route and score those leads, but a human still has to place the screening call, a paralegal still has to chase the medical records once someone qualifies, and nobody is automatically re-checking files that have gone silent. In a pipeline sized in the thousands, that's where genuinely eligible claimants get lost — not because the software failed, but because following up on every file consistently isn't a job a CRM does on its own.

:::cta Curious what an AI intake system would look like for your firm's claimant volume? The free strategy brief maps the highest-leverage piece to build first — no call required. Get my free strategy brief → :::

What does the full stack cost a mass tort firm in 2026?

Stack it up and a mass tort firm is often paying for three separate things: case management software billed per seat regardless of case volume, an intake CRM like Captorra or Intaker priced against lead volume, and the paralegal or intake-team hours spent manually screening calls and chasing records that neither platform touches on its own. That labor line is the one that doesn't show up on a software invoice but directly caps how many qualified claimants a firm can actually process before a filing deadline or settlement window closes.

An installed AI case-intake system is priced differently — one build, sized to a firm's claimant volume and document types, sitting on top of whichever case management and intake CRM the firm already runs. It's not a per-seat or per-lead subscription that scales up every time a new ad campaign launches.

Where does attorney judgment stay in control?

Nowhere near the automation, by design. Intake screening, document extraction, case chase, and referral triage are operational systems — they move paperwork, check eligibility criteria against known facts, and flag files that have stalled. They don't evaluate liability, value a claim, negotiate a settlement allocation, or make any legal decision. Every one of those calls stays entirely with the firm's attorneys; the system's only job is making sure a file is complete and moving before an attorney needs to act on it.

How does this fit with StoryDrips' AI Operating Partner approach?

This is the same idea behind an AI Operating Partner: one system, built around how a firm's claimant pipeline already moves, steerable from one chat instead of a case management tool, a separate intake CRM, and a spreadsheet someone updates to track outstanding medical records. For a similarly document-heavy, deadline-driven caseload, see how the same approach plays out for personal injury law firms comparing case management software to AI case processing or more broadly across law firms.

None of these compare — StoryDrips is an AI Operating Partner that runs case intake as one engine of many.

FAQ

Does AI case intake replace CASEpeer, Filevine, or CloudLex? No. Those remain the system of record for claimant files, documents, and settlement tracking. An installed AI layer handles the screening, document extraction, and chase work that feeds clean, complete files into whichever case management software a firm already uses.

Does it replace an intake CRM like Captorra or Intaker? Not necessarily — those tools are built to route and score inbound leads. AI case intake can work alongside them by handling the follow-up and document chase once a lead has been marked qualified.

Will it decide whether a claimant is eligible? It screens against the eligibility criteria a firm defines — diagnosis, exposure window, documentation — the same way a trained intake specialist would. Any judgment call outside those defined criteria stays with the firm's attorneys.

How much does an installed system cost compared to per-seat or per-lead software? It depends on claimant volume and document types. Unlike subscriptions that scale up with every new ad campaign, it's typically one fixed price scoped to a firm's pipeline — the free strategy brief gives a specific number before committing to anything.

Is claimant medical and financial data safe in a system like this? Any system touching medical records, exposure documentation, or client PII needs strict access controls as a baseline requirement — that's a first design decision, not an afterthought.

Do we need to switch off our current case management software or intake CRM? Usually not. It's typically built to run alongside what a firm already uses, feeding organized, screened data into the existing system rather than replacing it.