AI across the insurance customer and policy lifecycle.
First-notice-of-loss, claims intake, policy service and underwriting operations — automated end-to-end for P&C, life and specialty carriers on Guidewire, Duck Creek and legacy core stacks.

Ranges reflect outcomes observed across Pronix insurance engagements; results vary by line of business, distribution model and core-system topology.
Insurance operations are still overwhelmingly paper-shaped.
Claims, policy service and underwriting all start with unstructured intake. Document intelligence and agentic workflows finally make end-to-end automation viable — with core-system integration that respects your model-risk framework.
- FNOL is the moment of truthFirst-notice-of-loss experience defines retention and referral for years afterward.
- Claims complexityEvery non-trivial claim is an exception — rules-based systems don't scale to the long tail.
- Underwriting operationsSubmission triage, data enrichment and clearance are AI-first opportunities inside underwriting.
Insurance-tailored AI and CX capabilities.
Five9 + Kore.ai bot collects loss details, uploads photos, sets severity and books the adjuster — adjuster-ready packages before the first human touch.
Document extraction, policy checks, exception routing and STP for eligible claims.
Copilot Studio agentic workflow orchestrates issuance and endorsements across UW, ops and policy admin — 60%+ fewer manual touches.
Azure OpenAI SMB underwriting agent: extracts submission data, runs appetite checks, prices tiers, drafts quotes for approval.
RAG over policy corpus with form-aware retrieval, state filters and evaluation harness inside the UW workflow.
Guidewire (ClaimCenter, PolicyCenter, BillingCenter), Duck Creek and legacy AS/400-era systems via standard APIs and message-bus patterns.
A six-step model, from assessment to managed operations.
Every engagement follows the same rhythm — so business, IT and delivery stay aligned from opportunity to outcome.
Claims, policy and underwriting workflow audit.
AI architecture, PII/PHI model and evals.
One line of business live end-to-end.
Core system integration and rollout.
Lines of business, regions, languages.
Managed AI operations with regulatory oversight.
Use cases already in production with enterprise clients.
IVA collects loss details, uploads photos, sets severity and books the adjuster — 35% AHT reduction, 2x faster claim assignment.
Agent extracts submission data, runs appetite checks, prices tiers and drafts quotes for underwriter approval — days-to-hours turnaround on straight-through submissions.
RAG over policy corpus with form-aware retrieval and state filters — right form, right state, cited, inside the UW workflow.
Agentic workflow orchestrates issuance across systems; humans handle exceptions — 60%+ manual touches removed.
Agentic Claims Blueprint for P&C Insurers
The end-to-end reference architecture for AI-driven FNOL through settlement — Guidewire / Duck Creek integration seams, agentic workflow patterns, human-in-the-loop checkpoints, evaluation harness and audit trail.
Pronix service lines aligned to insurance ai, cx & contact center solutions outcomes.
Strategy, implementation and operating support are combined around the service motions most relevant to this industry.
Grounded on your data. Governed on day one.
Every platform we implement is only as good as the retrieval, connectors and controls behind it. These are the horizontal solutions we ship with every engagement.
Questions buyers ask us first.
- Do you integrate with Guidewire and Duck Creek?
- Yes — Guidewire (ClaimCenter, PolicyCenter, BillingCenter) and Duck Creek integrations are core delivery patterns, along with legacy AS/400-era systems. See the agentic claims reference architecture linked above.
- How do you handle regulatory constraints?
- Model-risk governance, audit trails, PII controls and human-in-the-loop for regulated decisions — evaluation harness runs per model version and is retained for exam-ready evidence.
- Can this cover specialty and reinsurance?
- Yes — many of the same patterns apply, with specialty-specific data models and treaty-aware policy corpora.
Book a working session with our insurance ai, cx & contact center solutions team.
30 minutes. Your architecture, your data, your KPIs. You leave with a concrete pilot outline and a business case worth defending.






