If you’ve handled insurance bad faith litigation, you’ve lived this: the client calls with a denial letter. The insurer’s file runs 400 pages. And somewhere in those pages is the story that wins or loses at summary judgment.

The problem isn’t finding the story. It’s assembling the timeline.

The Pain Is Real, and the Market Confirms It

Across legal forums and attorney discussions, a consistent bottleneck emerges. Paralegals spend 40+ hours per case building claim chronologies from medical records, denial letters, and adjuster notes. Every hour is an hour not billed to client work. Every mistake—a transposed date, a missed party, an omitted communication—becomes a vulnerability at summary judgment.

One attorney on a legal forum put it plainly: “The real bottleneck in bad faith cases isn’t the legal theory—it’s assembling the documentary timeline.”

Job postings confirm the demand. Firms are specifically seeking paralegals with 3+ years of chronology experience, proficient in document management and timeline software. This is a recognized, budgeted cost center in insurance litigation.

The Economics Finally Work

Until recently, AI-powered document processing at this scale wasn’t economically viable. Processing a 500-page claim file through large language models cost dollars per document—not cents.

That’s changed. LLM costs have dropped over 90% in 18 months. Today, processing a complete claim file costs approximately $0.75-1.50 in API costs. For the first time, AI-powered chronology generation is possible at solo and small firm price points.

What We Built

ClaimChron AI ingests your complete claim file—denial letters, medical records, adjuster notes—and extracts every date, party, and event into a structured, source-cited timeline. The same work that took 40+ hours now takes under 20 minutes.

We’re not replacing attorneys. We’re removing the document assembly bottleneck that keeps paralegals busy and keeps cases waiting.

Why Now

The market for document-intensive case preparation services exceeds $500 million annually. There are roughly 8,000 law firms handling property, health, or disability bad faith claims in the US. Firms already spend $1,500-4,500 per human-built chronology—and they’re actively looking for faster alternatives.

No direct AI-native competitor exists in this specific niche. The technology now permits what the market has long demanded.

We’re building in public. Follow along as we validate whether the accuracy thresholds work for real case files.