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JBK AI Implementation Practice

From AI curiosity
to AI in production.

A 20+ year insurance technology practice built around one mission: helping insurance organizations of every type get AI to actually work in the environment where insurance runs.

20+ Years in insurance tech
300+ In-house engineers
8 Capability areas, one stack
3 Phases, one journey

Every data pipeline, cloud deployment, document processing system, and insurance workflow integration we’ve built is part of one mission — getting AI to actually work where insurance runs.

The JBK difference

An AI system needs more than a model.

It needs clean data to run on. It needs cloud infrastructure to run in. It needs to connect to the claims system, the policy platform, the underwriting workflow. It needs a user interface that humans can actually use alongside it. JBK brings all of that.

That is the difference between a firm that deploys AI and one that makes AI work in the real environment where insurance actually runs.

Delivered as Fixed-Cost Project or Subscription — you pay for the outcome, not the hours.

The Two Modes

Every engagement starts here.

Two fundamental modes of how AI creates value in insurance. Understanding which one applies — and where — is how the work gets designed.

Decision Support

AI assists the human.

The person stays in the loop, makes the final call, and uses AI to get there faster — with every recommendation explainable and every decision auditable. Human stays in control, and because of that, they actually use it.

When your client says

  • "My people need to trust it before they use it."
  • "Regulators require a human to sign off."
  • "My adjusters won’t use something they can’t explain."

What it looks like in insurance

  • Underwriting: AI pre-scores applications, flags risk before review
  • Claims triage by severity, routed to the right adjuster
  • Reserve recommendations the adjuster confirms
  • Exception routing — out-of-pattern transactions surfaced for review
Workflow Automation

AI runs the step.

AI executes a process step that a human was doing manually. The human approves at the end — or is removed entirely. The efficiency play with the clearest ROI: the CFO can calculate the cost of the manual process today versus the subscription tomorrow.

When your client says

  • "My team re-enters the same data into three systems every day."
  • "We have a backlog no amount of headcount clears."
  • "I just need it to happen consistently, at scale."

What it looks like in insurance

  • Document ingestion from COIs, medical records, and FNOL reports
  • Payroll audit triggers — accounts flagged automatically
  • State regulatory filings assembled from structured data
  • Claim milestone notifications, no human in the loop

Most engagements use both. Decision Support for the calls adjusters need to own — Workflow Automation for the work no human should be re-typing. Our Assessment phase identifies which mode fits which use case.

The Engagement Journey

Three phases. One journey.

Each phase maps directly to JBK’s Hours-to-Outcomes delivery models — Fixed-Cost Projects for the build, a Subscription for the operating layer.

PHASE 01
Fixed-Cost Project · 2–4 weeks

AI Readiness Assessment

A structured review of your operations, data, infrastructure, and team readiness. We identify the 3–5 AI use cases with the highest return and lowest implementation risk — classified as Decision Support or Workflow Automation.

What you walk away with

  • Prioritized use case list with mode classification
  • Data and infrastructure readiness map
  • Compliance and governance overlay
  • Build-or-buy call per use case
  • 60-minute executive readout

Who this is for: Carriers, TPAs, and brokers who know AI is coming but haven’t committed to a use case yet.

PHASE 02
Fixed-Cost Project

AI Implementation

We build and deploy your AI solution inside your environment, integrated with your existing systems. Fixed scope, fixed price, JBK owns the execution risk. AI productivity goes into the work — not into your invoice.

What you walk away with

  • Production-ready AI system you own
  • Integrations to claims, policy, underwriting
  • Audit trails, human overrides, bias controls
  • Change management materials for adoption
  • Operational runbook for your team

Who this is for: Organizations that completed Phase 1 — or arrive with a defined use case and a mandate to build it right.

PHASE 03
Subscription · Maintain or Evolve

AI Operations

A named JBK team that runs your AI in production month after month. Models drift, data shifts, regulations evolve — Phase 3 keeps AI investment compounding instead of plateauing.

What you get each month

  • Production monitoring & anomaly detection
  • Model drift detection & retraining
  • Governance & compliance reporting
  • Defined SLA incident response
  • Monthly roadmap advisory

Who this is for: Organizations with AI in production who need a team to own the operational layer.

Why Fixed-Cost matters here.

AI productivity means our team works faster. Billing by the hour for that speed punishes efficiency. The client pays for the deployed system — not for the time it took to build it.

The Stack Behind the Practice

What powers the AI practice.

JBK’s AI implementations draw from all eight capability areas — the full delivery engine behind every AI engagement.

A client hiring JBK for an AI engagement is hiring the whole stack — assembled around their specific use case.

Why JBK

A firm the AI implementation market needs more of.

JBK can walk into a mid-market TPA or regional carrier, understand how their claims system works, know what state Workers Compensation regulations govern their data, and build an AI system that integrates with the environment that already exists.

We’ve been building insurance software since 2004. The engineers on AI engagements are the same engineers who built the claims platforms, the policy systems, the compliance tools. They are productive from day one.

The clients asking JBK about AI today are existing relationships — carriers, TPAs, and brokers who already trust JBK with their systems. The Phase 1 Assessment is a fast path to production because JBK is already in the room.

Productive from day one

No ramp-up on insurance domain — our engineers already built the systems your AI needs to integrate with.

Cloud-agnostic delivery

Azure, AWS, GCP — we build AI in your environment, not lock you into ours.

Compliance built in

Audit trails, overrides, bias controls, and regulatory documentation are part of the architecture, not bolt-ons.

Outcome pricing

Fixed-Cost or Subscription. You pay for the deployed system and ongoing capability, not the hours.

Ready to start

Start with a 60-minute readout.

The AI Readiness Assessment is the entry point. Two to four weeks, fixed fee, prioritized use cases, and a clear path to production. Most engagements start here.