First-pass claims adjudication in minutes, not days
Most claims are boring, and that is the point. The policy is in force, the loss is covered, the documents are in order, the amount is within limits, nothing about it is unusual. A clean claim like that doesn't need an adjuster's judgment — it needs the twelve routine checks that confirm it's clean, run quickly, so the policyholder gets paid and moves on. Instead, in most operations, it waits in the same queue as everything else, because a person has to work every claim before anyone knows which ones were boring.
That's the tax on adjudication: the straightforward claims — the majority — subsidize the hard ones with their wait time. FNOL comes in, documents get requested and chased, coverage gets checked by hand, and days pass on a claim that could have been settled in minutes. Meanwhile the genuinely ambiguous claims, the ones where an adjuster's judgment actually earns its keep, sit behind the routine pile competing for the same attention.
First-pass, not full-auto
The goal isn't to replace the adjuster. It's to do the first pass — the intake, the assembly, the routine coverage checks — automatically, so that clean claims settle end-to-end and ambiguous ones reach an adjuster already built, evidence-ready. The adjuster stops being the person who works every claim and becomes the person who works the claims that need working.
Step through the flow.
Click a step. The agent runs all of them; a human confirms the last call.
First notice of loss is captured and structured the moment it arrives, in whatever channel and format it came — form, email, portal, document. The claim is opened and the policy located automatically, so nothing sits in an intake queue waiting to be keyed.
The shift is that assembly and routine adjudication stop being an adjuster's job. On a clean claim, all four stages complete without a person, and the policyholder is paid in minutes. On an ambiguous claim, the first three stages still run — they just produce an evidence-ready file for a human instead of a settlement, and the adjuster spends their time on the judgment, not the gathering.
The threshold is your leakage-vs-speed dial
The mechanism that decides which claims settle automatically and which reach an adjuster is a confidence threshold. Every claim gets a confidence — in the extraction, in the coverage reconciliation, in the overall cleanliness — and the threshold is the line between "settle this" and "send this to a person."
This is the single most important control in the whole flow, because it's where you set your own appetite for the two ways adjudication goes wrong. Set the threshold high and almost everything routes to an adjuster: minimal auto-settlement risk, but you've barely moved the needle on speed or on freeing up judgment. Set it low and more claims settle untouched: faster, cheaper, but now you're auto-settling claims the system wasn't confident about — which is a direct path to leakage.
Drag it below and watch the split move. There's no universally right number; it depends on claim type, average severity, and how much a wrong auto-settlement costs you. A mature setup holds different thresholds for different claim types — a low-value, well-documented claim can clear on a looser line than a high-severity or unusual one. The setting is a business decision about risk, and it belongs to your claims leadership, not to a model.
Set the bar the agent must clear to act on its own. Below it, the case goes to a human. This one dial is how you trade speed for control.
Balanced: the agent handles the clear cases and escalates the ambiguous ones.
Evidence-ready hand-offs, and why they matter
When a claim reaches an adjuster, the difference between a good flow and a bad one is what's on the screen. A bad hand-off is a claim number and a folder — the adjuster does the assembly a second time. A good hand-off is the whole case: structured FNOL, extracted documents, the coverage-check result, and the precise reason the claim was flagged, all in one view. From that, the adjuster makes the call fast, because the only thing left to do is the judgment.
That assembly is also what makes the hard claims safer, not just faster. When an adjuster isn't spending their attention re-gathering facts, they're spending it on the coverage question or the suspicious detail — which is exactly where careful attention prevents leakage and bad-faith exposure. Fast, evidence-ready hand-offs are how you get speed on the clean claims and better decisions on the hard ones at the same time.
And it's all on the record. Regulated claims handling has to answer for itself — why was this claim paid, why was that one denied, who decided and on what basis. Every step here is logged: what was extracted, how coverage reconciled, whether the claim auto-settled or an adjuster decided, and the rationale. When a regulator, an auditor, or a complaint asks the question, the answer is a timestamped trail, not a reconstruction.
Humans on the last call, a system that learns
Nothing in this removes the adjuster from the claims that need one. It removes them from the claims that never did. The agent moves optimistically through intake, documents, and coverage on every claim; a human owns the last call on anything ambiguous, in one click, with the file built. And every one of those calls is feedback — each approval and override teaches the flow, so over time it settles more clean claims confidently and escalates fewer that an adjuster would have waved through. The threshold you set today is a starting point, not a ceiling.
There's more depth on how to draw the clean-versus-ambiguous line in practice, including the common patterns that trip up a first-pass setup, in our note on first-pass claims review patterns.
Start with one claim type, not the whole book
The mistake with first-pass adjudication is trying to boil the ocean — every line, every claim type, every edge case, all at once. That's how these projects stall in scoping. The faster path is to pick one claim type where the routine-versus-ambiguous split is clean and the volume is real: a well-documented, mostly-standard category where a large share of claims are genuinely boring. Map that one flow, set a deliberately conservative threshold so almost nothing auto-settles at first, and let the clean claims prove themselves while adjusters watch what the flow escalates and why.
From there it compounds. As the confidence data accumulates and adjusters see the escalations are the right ones, you loosen the threshold with evidence rather than hope, and you add the next claim type. Each one is a smaller lift than the first because the pattern and the plumbing are already there. Starting narrow isn't caution for its own sake — it's how you get a working first pass into production in weeks instead of debating scope for a quarter.
If your adjusters are buried in clean claims
If your adjusters spend their days working routine claims that were always going to be approved, while the ambiguous ones — where judgment matters and leakage hides — wait behind them, the flow above transfers directly: capture FNOL and documents automatically, run the routine coverage checks, settle the clean claims, and hand adjusters the ambiguous ones evidence-ready, on the record. The boring claims stop taxing the hard ones, and your best judgment lands where it's worth the most.
Our insurance solutions page covers first-pass adjudication alongside FNOL intake and document processing, and the sharpest way to see the fit is to run one real claim type through a mapped flow — your policies, your documents, your threshold — and watch which claims settle and which ones reach a person.