Your whitepaper is on the way. Read this 3‑minute briefing.

This short briefing outlines the key decisions that move Java teams DOING AI from POC to production with compliance, observability, and cost control.

TL;DR

Most Java teams doing AI stall on compliance, cost, and latency

Use a JVM‑Ready RAG approach with guardrails and end‑to‑end observability

Keep the stack vendor neutral and switchable by configuration

Follow a phased 90‑day path from assessment to pilot to hardening

1) The three blockers and how to handle them

Compliance: Label sensitive data, enforce redaction and keep secrets out of prompts and logs

Cost: Set explicit per request and per session budgets, cache aggressively and monitor token usage.

Latency: Define p95 targets, test under load with autoscaling and rate limiting, and use streaming where appropriate.

2) JVM‑Ready RAG approach

Ground answers in your data with a retrieval layer you can evaluate.

Instrument the full path so you can see prompts, retrieved context, model choice, outputs and quality metrics.

The goal is predictable

3) Stack without lock in

Orchestration with LangChain4j.

Runtime with Quarkus. The Easy RAG developer experience is available to speed up scaffolding.

Providers can be OpenAI, Azure OpenAI, Anthropic, AWS Bedrock, Google Vertex or on‑prem with Jlama or Ollama.

4) A 90‑day path that fits JVM teams

Week 1: Private assessment that maps risks and constraints, selects an architecture and produces a pilot plan with KPIs for cost and latency targets.

Weeks 2 to 6: First pilot use case with an evaluation dataset, retrieval tuning and guardrails.

Weeks 7 to 12: Make it production-ready, dashboards, incident playbook and handover to the team.

Looking for your next step

Use the whitepaper as a reference. Then pick the path that fits your current stage:

Option 1: "I want to self-assess in 15 minutes."
A concise quiz to validate readiness across data, compliance, RAG, guardrails, observability, cost, and latency.

Get the 15-min Readiness Quiz

Ready to go. Based on the same framework you just received.

Option 2: "I want a tailored plan in 1 week"
Get a tailored 1-week assessment that identifies risks, selects the optimal architecture, and hands you a 90-day plan with KPIs and cost and latency targets.

What happens if you apply

We review your application within one to four business days

If there is a fit, we'll invite you to a WhatsApp converstation to confirm scope and outcomes

You receive a short proposal with timelines and deliverables

Apply for the 1-week Assessment

No obligation. Limited availability each month.

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