Automate underwriting, claims and policy ops with AI-native workflows
Atomic Build is a forward-deployed product and engineering team that identifies the highest-leverage automation opportunities in your underwriting, claims and operations workflows — then ships production AI systems in weeks, not quarters.
Insurance teams are buried in document-heavy workflows — and every manual touchpoint costs you SLA misses and margin.
Underwriters spend hours manually reviewing applications, extracting data and checking coverage rules. Claims adjusters triage exceptions across dozens of systems. Policy operations teams re-key data between legacy platforms. Hiring more underwriters only scales the bottleneck — it doesn't fix the process.
- Manual document review and data extraction
- Every application, claim and policy amendment requires humans to read PDFs, forms and emails, then re-key critical data into underwriting and claims systems.
- Slow underwriting cycle times
- Non-standard risks and incomplete applications pile up in queue because rule-checking and coverage analysis is manual and serial.
- Claims triage bottleneck
- Adjusters spend 40% of their time classifying claim type, flagging potential fraud, and routing to specialists instead of investigating or resolving.
- Compliance and audit risk
- Manual workflows leave no audit trail for regulatory review; tribal knowledge of underwriting rules lives in senior staff, not in any system.
- Policy operations fragmentation
- Endorsements, renewals and cancellations route through multiple legacy systems with no unified workflow — data gets stale and exceptions multiply.
- No visibility into where AI would actually help
- You know automation could improve underwriting speed or claims accuracy, but nobody has quantified which workflows would move the P&L.
AI doesn't fix insurance operations — focused, forward-deployed teams do, using AI as the substrate for underwriting, claims and policy work.
We don't believe in 'digital transformation roadmaps' or vendor-led 12-month implementations. We embed a small product and engineering team inside your underwriting, claims or operations center, score the highest-leverage workflows in days, and ship production AI systems against them in weeks. Every system handles real policies, real claims and real regulatory requirements from day one.
- Score before you build
- We map your underwriting, claims and policy workflows, quantify the cost of each bottleneck, and only ship against workflows where AI moves underwriting speed, claims accuracy or policy cycle time.
- Production over POC
- Every engagement targets a system handling real underwriting decisions, claims decisions or policy transactions with real compliance requirements — never a demo or a test environment.
- Forward-deployed by default
- Our engineers sit with your underwriters, adjusters and operations teams for the duration of the build, embedded in your center, not remote behind discovery calls.
- Composable, not monolithic
- We build small AI services that plug into your underwriting system, claims platform or policy admin tool — no rip-and-replace, no dependency on a single vendor.
- Compliance and audit by design
- We bake audit trails, explainability and human review paths into every workflow so you retain full control and meet regulatory requirements.
- Ship in weeks, compound forever
- First production workflow live within 6 weeks; every engagement after scales faster because the infrastructure and integrations are already in place.
From scored opportunity to production AI in six weeks
Most insurance partners start with our Opportunity Sprint to surface the highest-leverage workflow across underwriting, claims or operations. Then we move into a focused forward-deployed build. No 12-month transformation programs.
- Opportunity Sprint · Week 1
- We embed with your underwriting, claims and operations leaders to map your workflows, quantify bottlenecks and cost of cycle time, and score the highest-leverage AI opportunities in your operation.
- Scope and system design · Week 2
- We translate the chosen opportunity into a concrete system design: AI agents, data flows, integrations with your underwriting or claims platform, compliance checkpoints and rollout plan.
- Forward-deployed build · Weeks 3–6
- Atomic Build engineers sit inside your underwriting center or claims operation and ship the system into production against real underwriting queues, real claims, and real compliance requirements — not a staging environment.
- Operate, measure, compound · Week 7+
- We monitor the system against the success metric agreed in week 1, measure impact on underwriting speed, claims accuracy and cycle time, and queue the next high-leverage workflow.
Relevant services
Most engagements combine three or four of these. Start with what hurts most.
Six AI workflows we've shipped for insurance operators
Each engagement starts from a scored opportunity inside your operation. These are the patterns we see compound fastest in underwriting, claims and policy operations.
- Application intake and initial triage
AI agent reads incoming applications, extracts coverage data, checks basic underwriting rules and routes standard risks for fast approval and exceptions to human review.
−45% underwriting queue time
- Risk assessment and missing-data detection
Agent flags incomplete applications, generates a prioritized list of required items and drafts automated requests to applicants so underwriters work with complete files.
+28% quote-to-bind conversion
- Claim intake and intelligent routing
First-touch agent classifies claim type, extracts policy and loss details, identifies potential fraud signals and routes to the right adjuster team with a complete brief.
−38% triage time, −$1.2M fraud/year
- Subrogation opportunity scoring
AI agent analyzes claim notes and medical records to identify high-value subrogation cases and drafts subrogation briefs for legal review.
+19% subrogation recovery rate
When to talk to us
Some patterns we hear on the first call. If two or more of these are true, the conversation is worth having.
- Every application, claim and policy amendment requires humans to read PDFs, forms and emails, then re-key critical data into underwriting and claims systems.
- Non-standard risks and incomplete applications pile up in queue because rule-checking and coverage analysis is manual and serial.
- Adjusters spend 40% of their time classifying claim type, flagging potential fraud, and routing to specialists instead of investigating or resolving.
- Manual workflows leave no audit trail for regulatory review; tribal knowledge of underwriting rules lives in senior staff, not in any system.
- Endorsements, renewals and cancellations route through multiple legacy systems with no unified workflow — data gets stale and exceptions multiply.
- You know automation could improve underwriting speed or claims accuracy, but nobody has quantified which workflows would move the P&L.
Book a discovery call
Decide what is worth building first.
Most insurance partners start with our Opportunity Sprint to surface the highest-leverage workflow across underwriting, claims or operations. Then we move into a focused forward-deployed build. No 12-month transformation programs.