Talk to an AI architectBook a free AI assessment
AgentsWorkflowsService DeskAnalytics
AI Agent DevelopmentAI Development CompanyAI Automation AgencyConversational AIGenerative AI ConsultingAnswer Engine OptimizationAI SEO AgencyAI Agents for Marketing
AI agents for businessHow to become AI-nativeBuild vs buy AI agentsAI agents vs chatbotsAI agent development costAI agent glossaryTop AI agent companiesFounders Grit podcastBlog
IntegrationsBlogCareersBook a free AI assessment
AI agents for Java teams

AI agents that ship inside your Java stack.

Gaper builds and deploys supervised production AI agents that integrate with your Java services, Spring APIs, and data layer, wired into the systems your team already runs.

Book a free AI assessmentWhat is an AI agent?
Map the workflowBuild the supervised agentSandbox, verify, go live
gaper · ship pipeline
✓Scope
✓Build
✓Eval
✓Deploy
●Live
prototype→production
In one sentence

An AI agent is software that uses a model to plan and take multi-step actions toward a goal. Gaper builds these agents to run against your existing Java and JVM systems, deployed in your stack and owned by your team.

ProductionNot another demo
Model-agnostic
Your stackBuilt in, you own it
Sandbox firstVerified before launch
Why this matters

Most AI demos live in a notebook. The hard part is making an agent work against your real Java services, auth, and data, in production, without becoming a maintenance burden.

Production filter
  • Does it touch real systems?
  • Can the outcome be measured?
  • Where does human approval stay?
  • Who owns it after launch?
Free AI assessment

Book a free assessment. We will identify one high-leverage workflow, make the build-vs-buy call, and scope the smallest production release.

Map your first production agent
How we work

From strategy to production, owned by your team.

  1. 01

    Map the workflow

    We start from the documents, SOPs, portals, inboxes, and spreadsheets your team already uses, then turn the repeatable path into an agent workflow map.

  2. 02

    Build the supervised agent

    We build on OpenAI, Claude, Gemini, or the right model for the job, with evals, guardrails, citations, and human approval gates where risk matters.

  3. 03

    Connect the stack

    The agent gets the data layer, APIs, MCP tools, auth, and write-backs it needs to finish work inside your systems, not beside them.

  4. 04

    Sandbox, verify, go live

    We launch in a sandbox, verify every run, then move into supervised production with traces, rollback, and an owner.

What we build

Agents wired into the systems you already run.

Integrates with your services

Agents call your Spring and JVM APIs, message queues, and databases through clean, typed interfaces.

Tool & API actions

The agent takes action in your systems: writes, updates, and reconciles, not just chat.

Retrieval over your data

Grounded answers over your codebase, docs, and records, with citations and freshness.

Evals & human gates

Automated evals and approvals on any risky or customer-facing step.

Observability

Traces, cost, and quality dashboards so you see exactly what the agent did and why.

Ownership & handover

Documented code and a runbook your engineers can own and extend.

Wired into your Java systems

The agent gets the APIs, tools, and auth it needs to finish work inside your services, not beside them, with typed contracts and tests.

  • Calls your Spring and JVM APIs
  • Respects your auth and RBAC
  • Tested against your contracts
Ship pipeline
  1. 01Scopeworkflow mappeddone
  2. 02Buildagent + toolsdone
  3. 03Evaluatesuite greendone
  4. 04Shiplive in prodlive

p95 latency 1.2s

eval pass 12/12

rollback ready

You own the code

We hand over a clean, documented codebase and a runbook. No black box, no vendor-only workflow trapped outside your stack.

  • Clean, documented code
  • Knowledge transfer in delivery
  • Extend it without us
Handover state
handoff packageCode, runbook, evals, dashboard
owned by your team
Source repoRunbookEval suiteOwner training

Access your auth

Data your environment

Ops monitor or handoff

Safe by design

Evals run before users, guardrails sit on risky steps, and a human reviews anything customer-facing or spend-related.

  • Evals gate every release
  • Human approval where it matters
  • Rollback and escalation paths
Control room
approval queue3 cases need human sign-off

Low confidence, policy exception, or protected data.

01Source checked02Risk scored03Human approved04Audit trail saved
Model and stack agnostic
JavaSpringOpenAIClaudeGeminiMCPPostgresKafkaAWSGCP
FAQ

Questions buyers ask us.

What does Gaper build for Java teams?+
A supervised production AI agent that integrates with your Java and Spring services, deployed in your environment, with the code and runbook handed to your team.
Will the agent work with our existing Java services?+
Yes. We integrate through your Spring and JVM APIs, queues, and databases with typed, tested interfaces, deployed in your environment.
How long does it take?+
A scoped first build can land in as little as 24 hours. Full production depends on integration and governance, typically weeks, scoped up front.
Which models do you use?+
We are model-agnostic across OpenAI, Claude, and Gemini, chosen per task.
See what operators from other companies think about AI Agents:
Learn more
Keep exploring
Ai Agent Development CompanyAi Development CompanyIntegrations
Production AI agents, shipped with an owner

Ready to deploy your first agent?

Book a free 30-minute assessment. We'll map the highest-leverage workflow and scope the smallest thing worth shipping, live in as little as 24 hours.

Build, deploy, runYour cloudYou own the code