ARCHITECTINGINTELLIGENTVELOCITY.
UltraMVP is a bespoke AI MVP development agency. We design and ship custom AI agents, RAG systems, AI automations and full AI products in 4 weeks — built on Claude Code, OpenAI Codex and fine-tuned Gemma 4.
A bespoke AI engineering studio shipping production MVPs.
UltraMVP is a custom AI development agency engineering bespoke AI agents, enterprise RAG systems, AI automations, and fine-tuned Gemma 4 models — all shipped to production in 4 weeks.
We partner with startups, AI-native companies, and Fortune 500 teams to turn ambitious ideas into real, scalable products — powered by Claude Code, OpenAI Codex, and a modern, fully-owned AI stack. Our team has shipped 50+ AI products and built infrastructure serving millions of requests per month.
Our philosophy is simple: speed, engineering rigor, and code you own outright. No black boxes, no vendor lock-in — only AI that works.
Technical Expertise
Custom AI Development
End-to-end AI products: agents, copilots, RAG systems, and autonomous workflows built for production.
- Agent Architectures
- RAG Pipelines
- Tool-Use Protocols
Custom Model Training
Fine-tuning Gemma 4, Llama 3 and proprietary architectures on your data for niche domain mastery.
- RLHF Implementation
- LoRA / PEFT Tuning
- Evaluation Harness
Claude Code & Codex Integration
Leverage the latest Anthropic and OpenAI coding agents to automate complex software lifecycles.
- Autonomous Coding
- Code Review Agents
- DevOps Automation
Rapid MVP Engineering
From blueprint to production in 4 weeks. High-fidelity AI MVPs built for scale from Day 1.
- Infrastructure-as-Code
- Real-time Observability
- SOC2-Ready Stack
AI Strategy & Audits
Technical audits, model selection, and roadmap engineering for teams adopting AI at scale.
- Model Selection
- Cost & Latency Audit
- Roadmap Design
Enterprise AI Integration
Deploy AI inside your existing stack — secure, observable, and aligned with your data governance.
- Private Deployments
- Vector Infrastructure
- Compliance Layer
Custom Agent Engineering
Goal-driven autonomous agents with planning, memory and tool-use — wired into your business workflows.
- Planner-Executor Loops
- Long-Term Memory
- Tool & API Orchestration
AI Workflow Automations
Replace manual ops with reliable AI pipelines — triage, enrichment, drafting and routing across your stack.
- Event-Driven Pipelines
- Human-in-the-Loop
- Zero-Touch Ops
AI Game Development
Generative NPCs, procedural worlds and adaptive gameplay powered by on-device and cloud LLMs.
- Generative NPCs
- Procedural Content
- Real-Time Inference
Custom AI CRM as a Service
A bespoke business CRM with native AI intelligence — predictive pipelines, autonomous outreach, and contextual copilots tailored to how your team actually sells.
- Predictive Pipeline Scoring
- Autonomous Outreach Agents
- Conversational Sales Copilot
Custom Company OS
An end-to-end operating system for your business — HR, finance, ops, projects and knowledge — unified under one AI-native workspace built around your processes.
- HR & People Ops Modules
- Finance & Billing Engine
- Cross-Department AI Workflows
3D Apps Development
Immersive 3D web and mobile apps built with Three.js and custom 3D modeling — from product configurators and digital twins to drone flight simulators and real-time visualization.
- Three.js & WebGL Engineering
- Custom 3D Modeling & Pipelines
- Drone Flight & Digital Twins
AI engineering that ships to production — not demos.
Four principles that separate real AI products from clever PoCs that never leave the lab.
Speed
Production MVP in 4 weeks — not quarters. Tight engineering process, not endless estimates.
Full ownership
Every line of code, every model weight, every config — yours. No vendor lock-in, no black boxes.
Open models
Gemma 4, Llama, Mistral fine-tuned on your data. Independence from OpenAI and Anthropic.
Production-proven
Senior AI engineers who've built infra serving millions of requests/month — not interns.
Selected recent work
CognitoFlow Engine
Autonomous supply-chain reasoning at Fortune 500 scale
Shipping AI for teams that can't afford to be wrong.
From Fortune 500 logistics to seed-stage fintech — we build the AI systems their engineering teams rely on.
- FORTUNE 500
- SERIES B FINTECH
- HEALTH-TECH
- GLOBAL LOGISTICS
- AI-NATIVE SAAS
- GOV & DEFENSE
- MEDIA & ENTERTAINMENT
- E-COMMERCE
What operators say after we ship.
UltraMVP shipped a working, evaluated RAG system in four weeks that our in-house team had been prototyping for eight months. The code was clean, the model choices were justified, and it went into production without a rewrite.
They fine-tuned Gemma 4 on our operational data and moved us off a $40k/month OpenAI bill without losing quality. The evaluation harness alone was worth the engagement.
The most technically credible team I've worked with. They pushed back on the wrong ideas, wrote code we could actually read, and handed over full ownership on day 28.
Four weeks. From blueprint to production.
A tight, senior-only process. No account managers, no discovery theatre — engineering directors from day one.
Discovery & Architecture
Technical audit, model selection, evaluation strategy. You leave the week with a signed architecture doc and a fixed scope.
- Model + infra selection
- Evaluation harness design
- Data & security review
Build & Integrate
Core agents, RAG pipelines, fine-tuned adapters — wired into your systems with full observability from the first commit.
- Agent + RAG scaffolding
- Fine-tuning runs
- Observability + tracing
Harden & Evaluate
Guardrails, cost controls, latency tuning, edge-case coverage. Every claim is backed by numbers from the evaluation harness.
- Eval-driven iteration
- Guardrails + safety
- Load + cost tuning
Ship & Hand Over
Production deploy, on-call runbook, and a full walkthrough with your engineers. You own every line of code — no vendor lock-in.
- Production deploy
- Full code handover
- 30-day support
One tier per outcome. Fixed scope, fixed price.
No hourly billing. No open-ended retainers. Every engagement ships something you can point at.
Architecture, audit, and a working prototype for your AI bet.
- Technical + model audit
- Working prototype (one workflow)
- Fixed architecture doc
- Direct access to a senior AI engineer
A production-grade AI product — shipped, observable, and yours.
- Custom agents, RAG or fine-tuning
- Evaluation harness + observability
- Production deploy on your infra
- Full code ownership + 30-day support
- Weekly demo with your leadership
An embedded AI engineering pod for post-launch scale.
- 2–4 senior AI engineers, embedded
- Monthly roadmap + evaluation review
- Model + infra cost optimization
- Priority incident response
Pricing is indicative — final scope is fixed after the discovery call. All engagements include full source code and model weights.
The questions buyers actually ask.
Yes — 100%. Every line of code, model weight, prompt, and configuration is transferred to your repos and infrastructure on day 28. No licensing, no per-seat fees, no black boxes.
We only take projects we've de-risked in the Sprint week and we work with a senior-only team on a fixed scope. No hand-offs, no account managers. Timelines slip when scope drifts — we don't let it drift.
We select per project. Typical stack: Claude Sonnet / GPT for reasoning, fine-tuned Gemma 4 or Llama for domain tasks, hybrid BM25 + dense retrieval for RAG, LangGraph or custom orchestration, and full tracing via Langfuse or OpenTelemetry.
Yes. We deploy to AWS, GCP, Azure, on-prem, or air-gapped environments. For regulated industries we run everything on open models (Gemma, Llama, Mistral) with no external API calls.
You get 30 days of engineering support included. Most clients continue with an AI Partner retainer for roadmap, evaluation, and cost optimization — but there is zero obligation to.
Book a 30-minute discovery call. A technical director (not a salesperson) will scope the problem and tell you honestly whether a Sprint, MVP, or something else is the right fit.
Talk to an engineer, not a salesperson.
30 minutes. A senior AI engineer. A concrete answer on whether we can ship what you need in 4 weeks.
- Response within 1 business day
- NDA-ready before the first call
- Fixed-price proposal within 72 hours