Custom AI MVP development services that ship real GenAI features, not demos

AI-native startups

Your core value proposition depends on an LLM or model doing something genuinely useful, and it has to work reliably in front of real users.

Vertical AI tools

You're bringing AI to a specific industry (commerce, hospitality, ops) and need domain data, not just a generic wrapper around a public model.

Products adding a GenAI layer

You have an idea for an AI feature inside a larger product and need it built by a team that knows where AI helps and where it quietly breaks.

LLM integration, done model-agnostically

We integrate LLMs behind an abstraction so you can swap models as price and quality change, rather than hard-coding a single provider you can never move off.

• Model routing and fallback
• Prompt management and versioning
• Cost and latency monitoring

RAG over your own data

Retrieval-augmented generation grounds the model in your documents and data, so answers reflect your product's reality instead of the model's training set.

• Chunking and embedding pipelines
• Vector search and retrieval tuning
• Source citations and freshness handling

Chatbots and AI agents

From support chatbots to multi-step agents that take actions, we build conversational and agentic features that are scoped, observable, and safe to ship.

• Tool and API calling
• Guardrails and input validation
• Conversation state and history

Human review gates

On RoomSome, every AI response suggestion and every translation is previewed and approved by a person before it reaches the guest. That gate is how a senior team ships AI into a customer-facing surface.