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Platform

The intelligence layer for mass-tort litigation.

Bronson turns the scattered record of a mass-tort matter — filings, medical records, regulatory disclosures, environmental data — into a single structured knowledge graph, and uses it to drive discovery, underwriting, case valuation, and resolution at scale.

How it works

The problem

The evidence already exists. It just can’t be seen.

A single matter spans thousands of claimants, millions of pages, dozens of defendants, and decades of records. The facts that decide it are already on paper somewhere.

But the truth is split across non-comparable silos that don’t share keys. The same person, place, product, or exposure is named differently in each, so the records never line up on their own.

From fragments to structure

Fragmented evidenceOne structured matterCourt docketsMedical recordsRegulatory filingsEnvironmental dataOwnership recordsSettlement ledgers

Bronson resolves the same person, place, product, and exposure across every silo and links them into one structured matter.


So the questions that decide a case can’t be answered quickly — who is exposed, to what, when, and by whom; whether a claim is provable; what the portfolio is worth. Execution slows, capital gets more expensive, and strong cases go undiscovered.

Endless shelves of physical case files — a single matter's record, scattered

Before Bronson

One matter, scattered across systems that were never built to be read together.

How it works

Deep data becomes a decision.

Four moves, in plain terms. Each one takes a specific input, does a specific thing to it, and hands the next move a cleaner artifact — the same story the homepage animates, told here in words.

01Deep dataIngestFragmentsCorpus02ExtractionExtractCorpusEntities03Knowledge graphConnectEntitiesGraph04OutputActGraphOutcome
  1. 01

    Deep data

    Ingest

    Inputs

    PDFs, scans, EHR exports, dockets, regulatory feeds, spreadsheets, third-party datasets.

    What Bronson does

    Normalize formats, OCR scans, de-duplicate, and timestamp and source every artifact.

    Outputs

    A clean, addressable corpus for the matter.

  2. 02

    Extraction

    Extract

    Inputs

    The raw corpus.

    What Bronson does

    Model-driven extraction pulls entities and events into a dated chronology — each field confidence-scored and traceable to its source page.

    Outputs

    Structured records, not prose.

  3. 03

    Knowledge graph

    Connect

    Inputs

    Extracted entities and events.

    What Bronson does

    Resolve duplicates across silos and link them: claimant → exposure → facility → defendant → filing → outcome.

    Outputs

    One queryable graph of the entire matter.

  4. 04

    Output

    Act

    Inputs

    The graph.

    What Bronson does

    Power discovery, underwriting and valuation, operations, and resolution.

    Outputs

    Faster filings, priced risk, coordinated claimants, delivered compensation.

Connect · Knowledge graph

What the graph connects.

Connect resolves duplicate entities across silos and links them, so one matter becomes a single queryable shape: claimant, exposure, facility, defendant, filing, and outcome — and how each relates.

exposed toatoperated bynamed inresolved bycompensatesClaimantExposureFacilityDefendantFilingOutcome

Reviewed, not blind

Extraction is checked by people, and every value links back to its source.

Low-confidence fields are routed to expert reviewers rather than accepted on faith, and each extracted value traces to the exact source page it came from. The graph is only as trustworthy as its provenance, so provenance is built in — extraction is reviewed to a measured quality bar.

Act · Output

The matter, made resolvable.

This is the move that pays for the other three: a structured matter you can act on — file faster, price risk, coordinate thousands of claimants, and deliver compensation.

Capabilities

One graph. Four kinds of work.

The same structured matter powers everything from finding a case to paying a claim. Each capability reads the same graph — so the work compounds instead of fragmenting again.

  • Discover

    Find viable matters earlier

    Query public records, regulatory filings, environmental data, and ownership structures against known exposure patterns to surface matters and claimants sooner.

  • Underwrite & value

    Price case and portfolio risk

    Bring a structured view of claim quality, defendant exposure, and provability to case valuation and litigation-finance diligence.

  • Operate

    Run claimants on a measurable pipeline

    Move intake, records collection, deficiency resolution, provider follow-up, and settlement-readiness off spreadsheets and onto a pipeline you can measure.

  • Resolve

    Administer settlements with an audit trail

    Track allocations and payments and report to the court, public clients, and capital partners — with an audit trail behind every number.

One graph

Structure the matter once. Then every kind of work reads the same truth.

Who it’s for

Built for everyone who carries a mass-tort matter.

A mass-tort matter passes through many hands. Bronson gives each of them the same structured view — so the work coordinates instead of colliding.

  • Attorneys conferring across a long wood-panelled boardroom table

    Who it's for

    Plaintiff & mass-tort firms

    Find, qualify, and operate large claimant populations without losing the thread of any single case.

  • The columned façade of a federal courthouse

    Who it's for

    MDL leadership (PEC / PSC)

    Coordinate common evidence and thousands of claimants across firms from one shared, current record.

  • The polished door of a secure vault

    Who it's for

    Litigation funders & capital partners

    Diligence and monitor portfolios with structured, current data instead of point-in-time decks.

  • A public water-treatment facility seen from above

    Who it's for

    Public entities

    Municipalities, water districts, and states pursuing abatement and recovery at civic scale.

  • A quiet hospital corridor

    Who it's for

    Claimants & communities

    The people the work is ultimately for: faster, more consistent compensation for real harm.

Built inside the work

Built inside one of the country’s leading mass-tort practices.

Bronson was developed alongside Napoli Shkolnik, shaped by real bottlenecks across environmental, toxic-exposure, public-health, and consumer matters — thousands of claimants and decades of litigation history.

It was not built around assumptions about litigation. It was built inside it.

Napoli Shkolnik PLLC — a nationally recognized mass-tort practice
Napoli Shkolnik PLLC

Trust & security

The most sensitive information in law, handled accordingly.

  • Encrypted in transit and at rest

    Data is protected on the wire and on disk with managed, rotated keys.

  • Least-privilege access, logged

    Role-based access controls and audit logging — people see only what their work requires.

  • HIPAA-aligned PHI handling

    Protected health information is segregated and access-controlled, kept out of analytics and marketing.

SOC 2 Type II is in progress.

The polished door of a secure vault

FAQ

Questions teams ask first.

It structures the fragmented evidence of a mass-tort matter into a single knowledge graph, and uses that graph for discovery, underwriting, valuation, operations, and resolution.

Court filings and dockets, medical records and EHR exports, intake forms, regulatory and environmental datasets, corporate and ownership records, and settlement ledgers — structured or scanned.

Model-driven extraction is confidence-scored and reviewed by experts: low-confidence fields are routed for human verification, and every value links back to its source page. It is reviewed to a measured quality bar, not taken on faith.

No — it's infrastructure. It removes the manual data work so legal teams can apply judgment where it matters.

HIPAA-aligned safeguards, encryption in transit and at rest, least-privilege access, and audit logging; PHI is segregated and access-controlled. SOC 2 Type II is in progress. See how we handle data

Developed alongside Napoli Shkolnik, and built for plaintiff and mass-tort firms, MDL leadership, litigation funders, and public entities.

A guided walkthrough on a representative matter, then judged on your own data. Request a walkthrough

See it on a real matter.

The fastest way to understand Bronson is to watch it work on a representative matter — then judge it on your own data.