[ 09 / Services ]

AI Game Development

Generative NPCs, procedural worlds and adaptive gameplay powered by on-device and cloud LLMs.

[ Capabilities ]

01
Generative NPCs
02
Procedural Content
03
Real-Time Inference
[ Overview ]

AI Game Development

We build games where the world reacts. Generative NPCs with persistent memory and motivation, procedurally generated quests that fit the player's playstyle, and combat or dialogue that adapts in real time.

Our pipeline blends on-device LLMs (for latency and offline play), cloud models (for richer behavior) and classical game AI (for the parts that absolutely cannot stutter). Everything is tuned for frame-budget — AI in games either runs at 60fps or it doesn't ship.

Used by indie studios shipping single-player narrative games and by AAA teams adding companion characters and director systems to live titles.

[ What you get ]

  • Generative NPC system with memory, motivation and dialogue
  • Procedural content generation tuned to your design pillars
  • Hybrid inference stack: on-device + cloud + classical AI
  • Eval harness for narrative consistency and tone
  • Engine integration: Unity, Unreal or custom
[ Where it shines ]

Where it shines

01

Narrative-driven RPGs

Companions and NPCs that remember, hold grudges and surprise you.

02

Procedural worlds

Quests, biomes and side-content generated to player playstyle.

03

Director systems

Real-time difficulty, pacing and encounter design that adapts to the player.

04

Live-ops content

Continuous content generation for live titles without crunch.

[ Tools & stack ]

Unity · Unreal · Bevy · custom enginesOn-device: llama.cpp · MLX · ONNXCloud: Claude · GPT · Gemma 4WebGPU · WebGL · Three.jsBehavior trees · GOAP · utility AI
[ Frequently asked ]

Frequently asked

01Will players need an internet connection?

Not necessarily. We can run quantized models on-device for full offline play, with optional cloud upgrades.

02How do you keep AI dialogue in tone?

Fine-tuned style models, structured output schemas, and a narrative eval harness that flags anything off-voice before the player ever sees it.

03Can it ship in a console title?

Yes — we've done it. Strict frame-budget design, deterministic fallbacks and certification-friendly logging.

[ 01 ]

What we deliver

UltraMVP combines deep model expertise with battle-tested production engineering. Every engagement ships measurable outcomes — not just prototypes — built on a stack that includes Claude Code, OpenAI Codex, and custom Gemma 4 fine-tuned adapters.

  • Generative NPCs
  • Procedural Content
  • Real-Time Inference
[ 02 ]

How we work

  1. Step 01
    01

    Discovery and technical audit (1 week)

  2. Step 02
    02

    Architecture and model selection

  3. Step 03
    03

    Build, evaluate and harden for production

  4. Step 04
    04

    Deploy with observability and on-going optimization

Ready for the edge?

Generative NPCs, procedural worlds and adaptive gameplay powered by on-device and cloud LLMs.

Book a discovery call→
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[ MORE SERVICES ]
Services →
01
Custom AI Development

End-to-end AI products: agents, copilots, RAG systems, and autonomous workflows built for production.

02
Custom Model Training

Fine-tuning Gemma 4, Llama 3 and proprietary architectures on your data for niche domain mastery.

03
Claude Code & Codex Integration

Leverage the latest Anthropic and OpenAI coding agents to automate complex software lifecycles.