NewNew: The enterprise guide to Agentic AI — 24 min read.

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35%
AHT reduction on FNOL calls
2x
Faster claim assignment from AI triage
Days → hours
SMB underwriting quote turnaround
60%+
Manual touches per policy reduced

Ranges reflect outcomes observed across Pronix insurance engagements; results vary by line of business, distribution model and core-system topology.

Certified partner platforms
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  • Five9 logo
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  • Kore.ai logo
The enterprise challenge

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 truth
    First-notice-of-loss experience defines retention and referral for years afterward.
  • Claims complexity
    Every non-trivial claim is an exception — rules-based systems don't scale to the long tail.
  • Underwriting operations
    Submission triage, data enrichment and clearance are AI-first opportunities inside underwriting.
Capabilities

Insurance-tailored AI and CX capabilities.

01
FNOL conversational triage

Five9 + Kore.ai bot collects loss details, uploads photos, sets severity and books the adjuster — adjuster-ready packages before the first human touch.

02
Claims intake & adjudication

Document extraction, policy checks, exception routing and STP for eligible claims.

03
Policy issuance automation

Copilot Studio agentic workflow orchestrates issuance and endorsements across UW, ops and policy admin — 60%+ fewer manual touches.

04
Underwriting agents

Azure OpenAI SMB underwriting agent: extracts submission data, runs appetite checks, prices tiers, drafts quotes for approval.

05
Policy & endorsement copilot

RAG over policy corpus with form-aware retrieval, state filters and evaluation harness inside the UW workflow.

06
Core-system integration

Guidewire (ClaimCenter, PolicyCenter, BillingCenter), Duck Creek and legacy AS/400-era systems via standard APIs and message-bus patterns.

How we deliver

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.

01
Assess

Claims, policy and underwriting workflow audit.

02
Design

AI architecture, PII/PHI model and evals.

03
Pilot

One line of business live end-to-end.

04
Implement

Core system integration and rollout.

05
Scale

Lines of business, regions, languages.

06
Operate

Managed AI operations with regulatory oversight.

Where it lands

Use cases already in production with enterprise clients.

FNOL conversational triage (Five9 + Kore.ai)

IVA collects loss details, uploads photos, sets severity and books the adjuster — 35% AHT reduction, 2x faster claim assignment.

SMB underwriting agent (Azure OpenAI)

Agent extracts submission data, runs appetite checks, prices tiers and drafts quotes for underwriter approval — days-to-hours turnaround on straight-through submissions.

Policy & endorsement copilot for underwriters (Azure OpenAI)

RAG over policy corpus with form-aware retrieval and state filters — right form, right state, cited, inside the UW workflow.

Policy issuance & endorsement automation (Copilot Studio)

Agentic workflow orchestrates issuance across systems; humans handle exceptions — 60%+ manual touches removed.

Reference architecture

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.

Delivered by

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.

Runs on

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.

Not sure where to start? Score your organization in 10 minutes.Take the AI Readiness Assessment →
Frequently asked

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.
Next step

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.