How We Help You Scale
9 service areas, each described below.
What we do now
Installation, support and training
For our tools (jevx, openjevx Server, pgbx, chlift): set up in your environment, supported in production, taught to your team.
Senior AI engineering for startups
A senior engineer and our agent fleet ship AI features into your product every week. No lock-in; you own the code.
Agent-ready APIs
Your API as a CLI, agent skills and an MCP server, so your customers' coding agents use your product without guessing.
Senior AI Engineering for Startups
Ship AI features without hiring first
You bring one product. A senior engineer and our agent fleet work on it every week, and you see a demo every week. Start with a fixed two-week starter or go straight to the monthly pod; no lock-in, and you own all the code. Teams already using coding agents can start with the AI-native assessment and a one-day hands-on session in their codebase.
What We Deliver
- •AI Engineering Pod: a senior engineer plus our agent fleet, one product at a time
- •Starter: two weeks, rolls into the pod if you like it
- •Make your product AI-ready, a decision model on your data, or one AI feature into production
- •AI-native assessment + one-day session for teams using coding agents
- •Tell us your scope: book a 20-minute call. Cancel the pod any month
MCP Integration
Connect your internal systems to any AI agent — properly, with auth
Agents are only as useful as the systems they can actually reach. MCP is how that connection is made, and most teams stall at the same place: a prototype server that works on a laptop and then has to survive real authentication, real permissions, and a real on-call rotation. We build the server, wire it to your systems, and hand it over with the auth and the tests attached.
What We Deliver
- •MCP servers over your internal APIs, databases and document stores
- •Real authentication and per-tool permissions — not an open endpoint on a laptop
- •Works with any MCP client: Claude, Cursor, VS Code, your own agent
- •Scope agreed per integration; your team owns the code at the end
- •Or a gateway in front of the servers you already have
Agent-Ready APIs
Your API as a CLI, agent skills and MCP — shipped in one week
Your customers now work through coding agents. If your product is only a web dashboard and a REST reference, their agent guesses. We turn your API spec into a CLI, agent skills and an MCP server, and a forward-deployed engineer sits with your team for the week until it ships. Details at cli.deemwar.com.
What We Deliver
- •A CLI generated from your OpenAPI spec, published to npm, Homebrew or pip
- •Agent skills that teach Claude Code, Codex and other agents to use your product correctly
- •An MCP server with real authentication and per-tool permissions
- •A forward-deployed engineer embedded with your team for the week
- •Fixed scope, one week; your team owns all of the code
AI Agent Delivery
Ship production software with AI agents — with receipts, not vibes
We deliver production software through a gated multi-agent coding fleet: every change is specified, built in isolation, independently validated, and only then merged. You get faster delivery and a verifiable trail — not a black box.
What We Deliver
- •Feature delivery through a gated agent fleet (Go, React, TypeScript, Python, Postgres)
- •Spec → build-in-isolation → independent gate → verified commit (builder ≠ verifier)
- •Custom agent tooling & skills so your own agents ship reliably
- •A verification layer for autonomous output you can actually trust
- •Provider-agnostic — the right model for each step (Claude, OpenRouter, and more)
AI Transformation
Turn organisational knowledge into intelligent action
We help organisations embed AI into real workflows, not experiments. Internal copilots, RAG-based knowledge systems, and tool-enabled AI that teams actually use in production.
What We Deliver
- •Internal copilots for engineering, operations, and leadership teams
- •RAG-based knowledge systems over documents, code, and databases
- •Tool-enabled AI with MCP-style integrations
- •Provider-agnostic platform integration (OpenAI, Claude, Gemini, Mistral)
- •Security, access control, and audit trails
- •Production deployment with observability and reliability
Enterprise Readiness
Scale with confidence, not complexity
We help startups evolve from single-server deployments to resilient, scalable platforms — without unnecessary cloud bloat. Systems that grow deliberately and safely.
What We Deliver
- •VPS-first foundations with secure networking
- •Progressive scaling (VPS → managed services → K8s when justified)
- •CI/CD as infrastructure with safe rollbacks
- •Cloudflare + CrowdSec security
- •OpenTelemetry observability
- •Backups, disaster recovery, and compliance
Strategic Guidance
Identify opportunities where your organization can ship faster, scale efficiently, and secure proactively
Comprehensive strategic assessments that analyze your codebase, architecture, performance, and security posture. We identify improvement opportunities and create prioritized roadmaps with clear ROI and actionable recommendations.
What We Deliver
- •Technical debt assessment with prioritized remediation
- •Performance optimization and bottleneck analysis
- •Security and compliance gaps listed, ready for a specialist firm to audit
- •Architecture review and modernization roadmap
- •Technology and vendor selection guidance
- •Team building and engineering culture development
Code Review
Independent audits that turn risk into a roadmap
Structured codebase reviews that surface technical debt, security gaps, performance bottlenecks, and architectural risk. You leave with a prioritized action plan with concrete effort and ROI estimates — not a 100-page report.
What We Deliver
- •Full codebase audit with prioritized technical-debt backlog
- •Architecture review with modernization roadmap
- •Security and compliance gaps listed for a specialist audit
- •Performance bottleneck identification with reproducible benchmarks
- •Concrete remediation plan with effort + ROI estimates
- •Engineer-to-engineer findings — no consultant-speak
AI Automation
AI that does work, not just answers questions
We build AI automations that execute real workflows — not chatbots. Tool-calling agents, MCP servers, RAG over your own data, Spring AI integrations, and agent skills for Claude Code and Codex.
What We Deliver
- •Tool-calling agents with MCP-style integrations
- •RAG pipelines over private documents, code, and databases
- •Spring AI integration for Java enterprise teams
- •Agent skills for Claude Code and Codex
- •Hosted and air-gapped (local-LLM) deployment options
- •Provider-agnostic (OpenAI, Claude, Gemini, Mistral, Ollama)
Installation, Support and Training for Our Open-Source Software
jevx and openjevx Server are free to use, pgbx is free on AWS Marketplace, and chlift is available on request. If you want help with them, we install and configure them in your environment, support them in production, and train your team to run them. This is paid work, scoped with you; write to io@deemwar.com.
Production Support & Reliability
Live systems require continuous care. Production support is handled through structured monthly engagements — not ad-hoc fixes.
Basic Support
Scheduled fixes and non-urgent issues
- •Email support
- •Bug fixes (scheduled)
- •Monthly health checks
- •Security patch management
- •Business hours coverage
Extended Support
For critical systems; response terms agreed per system
- •Deployment support
- •Help when something breaks, on terms agreed per system
- •Performance optimization
- •Backup & disaster recovery
⚠️ Live systems are supported only under an active support engagement.
Ad-hoc support requests are not accepted to ensure system reliability and clear accountability.