Claims automation: what gets paid without a human adjuster

A growing share of simple auto claims, usually minor damage with no injuries, clear coverage and no fraud signals, are handled by software from your first report to the payment. A person steps in when the claim is complicated, flagged, disputed or large. You keep the same legal rights either way: to a prompt decision, a written reason for any denial, a second look at the estimate, and a complaint to your state insurance department.

Few insurers publish the cutoffs, so this article explains the design of an automated claim path as it appears in public documents, regulators' statements and the companies' own descriptions, and flags where we are describing typical logic rather than a documented rule.

The automated path, stage by stage

An insurer building an automated path breaks a claim into steps and asks, at each one, whether software can handle it safely. The table shows the usual stages and the kind of condition that hands the claim to a human adjuster.

The conditions in the last column are our description of a typical design. Companies treat their thresholds as proprietary, and the two public descriptions we found, below, do not list them.

Some of these steps are run by outside vendors. A claim may pass through the insurer's own system, a photo-estimating vendor and a payment service without your noticing, which matters for the oversight rules discussed later. Our article on how big insurers organize claims: staff adjusters, shops and vendors explains the vendor layer.

What the public record shows about how much is automated

The best published numbers come from vendors and insurers describing their own systems, so read them as marketing-adjacent.

CCC Intelligent Solutions, which supplies estimating software to many insurers, reported in a February 2023 press release that use of its advanced AI in claims processing grew 60% in 2022 and that more than 27% of claims processed through its system that year were initiated with digital photos. It also said that its touchless estimating product, Estimate - STP (straight-through processing), had been adopted by 15 insurers, including 7 of the 10 largest by premium, representing 50% of U.S. auto claims volume, and that it could generate a line-by-line repair estimate in seconds without human intervention (CCC press release, February 21, 2023). Those are 2022 numbers from the vendor, and "adopted" does not mean every claim at those insurers is processed that way.

Lemonade says on its claims page that about 40% of its claims are handled instantly. It describes a process in which its AI runs dozens of anti-fraud algorithms, pays an approved claim in seconds, and otherwise hands the claim to a team of humans (Lemonade claims page). The figure covers all of its products, not only auto, and we could not confirm how it is measured.

Large traditional insurers offer similar tools. State Farm's claims page offers a virtual estimate and describes the mobile app as a way to upload photos and track a claim (State Farm auto claims). It does not say what share of claims need no adjuster.

What none of these sources tell you is how often an automatic payment turns out to be too low. That question is the subject of the accuracy section below.

What sends a claim to a person

Whatever the design, certain claim features nearly always require human judgment, and a policyholder can use that knowledge:

• Injuries. Bodily injury claims turn on medical records, fault and negotiation, not a photo. They are the clearest case for a person.
• Possible total loss. A total loss needs a valuation, a title process, and a lienholder payoff, and many states regulate valuation. Our articles on how a car is declared a total loss: formulas and state thresholds and how to read a total loss valuation report line by line explain what you will receive.
• Fraud flags. A flagged claim is usually referred to an investigator, which can delay payment. See when an automated fraud flag delays your claim for what you can and cannot expect.
• Coverage questions. A recently added driver, a business use, or a policy that was changed shortly before the loss tends to be reviewed by a person.
• Disputed fault. When two accounts conflict, software cannot decide, and the claim usually goes to an adjuster.
• Hidden damage. When the shop opens the car and finds more, a person at the insurer reviews the supplement.

If your claim has any of these, ask for a named adjuster early rather than waiting to be routed.

Photo estimates: speed, and the accuracy trade-off

A photo estimate prices what the camera sees. It does not see bent brackets behind a bumper cover, a cracked sensor mount or a sub-frame measurement. That is the trade-off: speed in exchange for a first number that is often a floor.

How big is the gap? The evidence is disputed. The Vermont Department of Financial Regulation, in a report submitted in December 2025, surveyed insurers and body shops. Shops that responded said supplements are required on about 95% of repairs on average, and attributed the rise to insurers relying on shop-supplied photos and video and declining to send an appraiser. They reported an average delay of 7.32 days from the supplement process. The insurers' own numbers did not match the sharp increase the shops reported and showed a slight rise over time with a peak in 2020. The regulator also reported complaints about delayed payment of supplements and about insurers avoiding in-person appraisals (Vermont DFR report). Vermont is a small market, and the figures are survey responses, not audited counts.

Our articles on photo estimates and virtual appraisals: how accurate are they? and supplements and hidden damage: why the repair bill grows go deeper on this. The summary: use a photo estimate as a starting point, and expect to approve a supplement if the shop finds more damage.

A worked example with invented numbers

Say a bumper-and-fender claim is estimated by an app at $2,300 and you accept a direct deposit. When your shop removes the bumper cover, it finds a bent reinforcement bar and a damaged parking sensor that need $1,100 more.

1. The shop sends photos and a supplement request for $1,100, with line items and a note on why the parts were not visible.
2. The insurer reviews the request, which may involve a staff adjuster, an independent appraiser or a software check.
3. If approved, the insurer pays the shop the added amount, possibly in a second payment. If it disputes part of it, it should tell you what and why.
4. If you took the $2,300 deposit yourself, you may have to pay the shop the difference up front, so confirm who receives each payment.

At no point did your first deposit close the claim. A first payment on an automated estimate is typically an undisputed amount, not a waiver of later damage, but read any release or acknowledgment before you sign it.

The rights you keep when software decides

Automation changes who or what prepares the estimate; it does not change the legal standards. The NAIC's Unfair Property/Casualty Claims Settlement Practices Model Regulation (Model 902) shows the usual shape, although each state adopts its own version, with its own days and wording:

• The model has an insurer acknowledge a claim within 15 days, advise a first-party claimant within 21 days after proofs of loss whether the claim is accepted or denied, and send a written explanation of why more time is needed, repeated every 45 days.
• A denial based on a policy provision must cite the provision and be in writing.
• Undisputed amounts are to be tendered within 30 days after liability is affirmed.
• If a repair is settled on the insurer's estimate and you obtain a higher written estimate for the same repairs, the insurer must either pay the difference or promptly name at least one shop that will do the work for the insurer's amount.

Those are the model's terms in its 1997 text (NAIC Model Regulation 902). Your state's regulation may differ; see our article on unfair claims practices acts: the deadlines insurers must meet for how the deadlines vary.

Practical steps if the automated number looks too low:

1. Ask in writing for a copy of the estimate and the basis for any deductions.
2. Get a written estimate from a shop you trust, ideally after teardown, and send it with photos.
3. Ask for a human adjuster to review the difference.
4. Use the policy's appraisal clause where it applies. In some forms it covers the amount of loss; in others it is limited to the car's value in a total loss.
5. File a complaint with your state department of insurance if deadlines are missed or the explanation is missing.

Our guide on how to appeal a denied car insurance claim takes the process further. For legal specifics, a licensed attorney or the state insurance department is the right place.

Regulators, bias and the limits of oversight

Regulators have not written a separate rulebook for claim software; they apply claims-handling and anti-discrimination law to it. In December 2023 the NAIC adopted a Model Bulletin on the use of artificial intelligence systems by insurers. It tells insurers that decisions made or supported by AI must comply with unfair trade practices and unfair claims settlement laws, expects a written program with governance, risk controls and internal audit, covers third-party AI and data, and lists documents a regulator may request in an investigation (NAIC Model Bulletin, adopted December 4, 2023). A model bulletin has no force in your state until your insurance department issues its own version, so check with it.

Colorado's Division of Insurance went further. According to a law firm's summary, it adopted amendments on August 20, 2025, effective October 15, 2025, extending its governance regulation to private passenger auto insurers that use external consumer data or predictive models, and requiring consumers to receive information they can act on after an adverse decision (Debevoise summary). The same summary says the detailed testing requirements had not yet been issued. Our article on How regulators oversee algorithms and AI in car insurance covers the details.

Bias concerns in claims are being tested in court, though not yet in an auto case we could verify. In Huskey v. State Farm Fire & Casualty, a federal class action filed in December 2022 in the Northern District of Illinois, Black homeowners alleged that State Farm's tools for predicting fraudulent homeowners claims put them through more hurdles than white homeowners. In September 2023 the court let part of the Fair Housing Act claim continue and dismissed others; discovery was ongoing as of February 2026, and no finding has been made (Civil Rights Litigation Clearinghouse). The case is about homeowners insurance and allegations are not findings, but it shows the kind of question regulators and lawyers now ask about any claim-screening software.

Tips for submitting a clean claim

A clean claim makes it more likely that software approves the claim quickly and less likely that a person has to untangle it.

1. Report promptly, in one sitting, using the after-accident checklist and information form to gather the other driver's information, the location and the time.
2. Photograph all four corners and each damaged area in good light, with one wide shot and one close-up per area. Add the odometer and the VIN plate.
3. Describe what happened in plain, consistent terms. Do not guess about speed or fault. A different version later can look like a discrepancy to a fraud model.
4. Say if there was prior damage, with a photo if you have one, so old damage is not mistaken for new.
5. Report injuries honestly, even minor ones, as symptoms can show up days later.
6. Name your shop, if you have one, and say whether you want the insurer to pay it directly.
7. Save everything: confirmation numbers, estimates, chat transcripts, emails.
8. Do not accept a payment you disagree with as final until you understand what you are signing. Ask whether it is a partial or full settlement.

Common questions

Can a computer deny my claim?

Insurers differ in how much they automate, and we found no public rule that bars software from preparing a denial. What the model regulation requires, wherever a state has adopted it, is that a denial be in writing and cite the policy provision it relies on. If you disagree, ask for human review and, if needed, complain to your state department. Check your state's rule for the details.

Does a fast payment mean the insurer accepted fault?

Not necessarily. A fast payment under your own collision coverage means the claim fit the coverage. Fault is a separate step that can still affect your premium and any recovery from the other driver's insurer.

What if the photo estimate is too low?

Ask the shop to write a supplement after teardown, send it to the insurer, and insist on a human review if the insurer disputes it. See the worked example above.

Is my data used to train the software?

We did not find a general rule. Read the privacy notice and terms in the claims app, which are the insurer's own statement of what it collects, and ask the insurer in writing what it keeps, why, and for how long.

Key takeaways

• Simple, undisputed, low-dollar claims can be settled by software; injuries, total losses, fraud flags, coverage questions and disputed fault go to people.
• The public figures on automation come mostly from vendors and the insurers themselves, and are dated, so treat them as indicators.
• A photo estimate is a first number: expect a supplement if the shop finds hidden damage, and confirm who receives each payment.
• Claims-handling standards apply however the claim is processed, but the deadlines and wording differ by state.
• A clean, consistent, well-documented claim is the best way to avoid delays in any system.