Should You Build or Buy Your Insurance Claims Automation?
Compare configuring, buying, and building claims automation using the same requirements, operating-cost assumptions, surge tests, and ownership terms.
In this guide
Buy or configure claims automation when an available product can handle your actual documents, workflow, integration, and control requirements at an acceptable total cost. Build when a material requirement remains unmet and your organization can own the software after launch. A hybrid can combine purchased extraction or workflow components with your own rules and integrations. The decision belongs at the workflow level, not at the level of an entire claims department.
For a carrier, MGA, or third-party administrator, the first comparison should include the software already licensed. A configurable feature in the existing claims platform may be preferable to both a new subscription and a custom application. Retaining a manual process is also reasonable when volume is low, requirements are unstable, or the expected benefit does not cover the work of operating the change.
Write the requirement before dividing it into build and buy
Define the start, finish, permitted actions, and owner. For example: receive property estimates from an approved mailbox, associate them with the correct claim, extract agreed fields, show the source, and present a draft update for staff approval. That is a testable scope. Automate claims is not.
Compare provider evidence with the open AI Vendor Evaluation Scorecard.
Separate preparation from authority. A bought system can support your own handling rules, and a custom system can depend on proprietary third-party models. Neither ownership arrangement determines who should approve a coverage decision or payment. Specify those responsibilities independently.
Guidewire's API overview describes integration interfaces for its insurance platforms. The existence of an API is only a starting point: confirm the endpoints, permissions, version, licensing, and implementation support available in your deployment.
Buying does not transfer accountability. The NAIC's model bulletin on insurers' use of AI, adopted December 4, 2023, says an insurer's actions must not violate unfair trade practices or unfair claims settlement practices laws, regardless of the methods used to determine or support them. For systems developed by a third party, it asks insurers to use due diligence so that decisions made or supported by those systems meet the legal standards imposed on the insurer itself and, where appropriate, to secure contract terms that provide audit rights and require the vendor to cooperate with regulatory inquiries. As of April 1, 2026, 24 states and the District of Columbia had adopted the bulletin. Put those terms into the evaluation, not the final negotiation.
The following comparison is a proposed procurement method. It evaluates a defined claims workflow and does not rank products or assume universal delivery times.
| Option | Evidence that would favor it | Ownership you still need |
|---|---|---|
| Configure the current platform | Your administrator demonstrates the required flow with representative files and the existing permissions | Rule maintenance, staff training, testing after upgrades, and unresolved exceptions |
| Buy a specialist product | A trial proves the required document coverage, handoff, controls, and support terms | Integration, acceptance testing, vendor oversight, and the people reviewing output |
| Build a focused extension | A material unmet requirement is demonstrated, and the internal team can maintain the solution | Code, infrastructure, dependencies, monitoring, security fixes, and support coverage |
| Combine components | A purchased capability passes the trial while a small owned layer closes a specific gap | A named owner across component boundaries and a clear failure path |
Do not treat customization as proof that a complete build is necessary. A specialist routing rule might fit a configuration table. Conversely, a product's demonstration of one clean estimate does not establish that it can process your attachments or return results to the claim record.
Make vendors and internal teams take the same test
Give each option the same permitted sample and expected outputs. Include revised estimates, duplicate submissions, unmatched claim numbers, unfamiliar document layouts, and interrupted writes. Ask the team to show where an unresolved item appears and who sees it.
Inspect the complete work cycle: receipt, preparation, review, accepted update, and a later correction. Measure the staff effort needed to reach an accepted result. A tool that extracts quickly but requires a second login, manual file transfer, and re-entry may lose its advantage at the handoff.
Use mandatory requirements before a weighted score. Inability to restrict access, export the record, preserve source references, or recover from a failed update should remain a blocker when those are essential to your process. A strong usability score cannot average away a missing control.
For a custom build, require the same evidence plus deployment documentation, test ownership, dependency maintenance, and support when the original developer is unavailable. An internal prototype should not receive easier acceptance criteria because the team already knows its authors.
Compare operating costs over the same period
Use one horizon and one volume assumption for every option. Include implementation, integration, subscriptions or infrastructure, usage charges, internal review, support, testing after changes, and eventual export or retirement. Separate one-time costs from recurring costs. Ask what changes when volume, attachment length, or the exception rate rises.
This fictional cost example is an evaluation exercise, not vendor pricing or a Clairvance quote. Assume 12,000 document packets a year and a loaded staff cost of $60 an hour. The figures below are hypothetical inputs that a buyer would replace with quotes and trial results.
| Assumed annual cost | Purchased component | Custom extension |
|---|---|---|
| License and usage / infrastructure and usage | $24,000 | $9,000 |
| Internal support and maintenance | 80 hours × $60 = $4,800 | 320 hours × $60 = $19,200 |
| Review of every packet | 3 minutes × 12,000 ÷ 60 × $60 = $36,000 | 4 minutes × 12,000 ÷ 60 × $60 = $48,000 |
| Annual operating total | $64,800 | $76,200 |
These totals exclude one-time delivery and migration, additional exception handling, and costs not entered. They compare hypothetical operating effort, not realized cash spending reductions. If the custom option's review falls to 2 minutes per packet, its total becomes $52,200. The decision reverses because review performance changed, even though infrastructure pricing stayed the same.
That sensitivity is a reason to test review effort carefully. Use measured trial data for a forecast and show a range for uncertain costs. If keeping the manual process is an option, calculate its comparable total as well; buying and building can both lose to a simpler improvement.
Ask what happens during a surge and when the contract ends
Surge capacity has two parts: technical throughput and human exception handling. A platform may accept every file while reviewers accumulate a backlog. Test the queue, retry behavior, priority preservation, and escalation under a volume profile relevant to your line of business. Agree which service levels apply to accepted processing versus completed human review.
For purchased software, obtain the actual usage limits, overage terms, support hours, outage process, model-change notice, and data export format. Determine whether the contract gives your team access to its own rules and correction history. Buying does not automatically mean predictable cost or loss of control; the product and contract decide those details.
For a build, name a product owner, an operations owner, and a technical maintainer. Budget for staff turnover and changes in the claims platform. Document the manual fallback and demonstrate recovery from a failed dependency. Owning source code is useful only if the organization can continue operating it.
Finish with a recorded decision: selected scope, verified requirements, unresolved conditions, total-cost assumptions, and the next review date. The open vendor evaluation scorecard can hold the evidence, and the insurance operations guide provides related workflow context. Select the option that passes the agreed test with an ownership burden your team can sustain.
Quick answers
Should an insurer build or buy claims automation?
Buy or configure when an available product handles your actual documents, workflow, integration and control requirements at an acceptable total cost. Build when a material requirement remains unmet and your organization can own the software after launch. A hybrid can pair purchased components with your own rules and integrations.
Does buying AI from a vendor shift regulatory responsibility?
No. The NAIC model bulletin asks insurers to diligence third-party AI so that decisions it makes or supports meet the legal standards imposed on the insurer itself, and to seek audit and regulatory cooperation terms in the contract where appropriate.
What should a claims automation trial include?
The same permitted sample and expected outputs for every option, including revised estimates, duplicate submissions, unmatched claim numbers, unfamiliar layouts and interrupted writes. Measure the staff effort needed to reach an accepted result, not just extraction speed.
What costs belong in a build versus buy comparison?
Implementation, integration, subscriptions or infrastructure, usage charges, internal review, support, testing after changes, and eventual export or retirement, all over one time horizon and one volume assumption.
Sources
- Guidewire's API overview · guidewire.com
- The NAIC's model bulletin on insurers' use of AI · content.naic.org
- As of April 1, 2026, 24 states and the District of Columbia had adopted the bulletin. · content.naic.org
Revision note · September 24, 2026: Updated with what the NAIC's AI bulletin expects when claims AI is bought from a vendor, and short answers.
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