AI Startups

The gap between an AI demo and an AI product is enormous, and it is almost entirely engineering. Reliability under real inputs, cost control at scale, evaluation you can trust, guardrails that hold when users do unexpected things. That is what separates a viral video from a system a customer will pay for and depend on.

We build production AI systems: autonomous and multi-agent architectures with tool use and planning, retrieval-augmented generation over proprietary data, fine-tuning and evaluation pipelines, and inference infrastructure tuned for latency and cost. Where it makes sense, we connect agents to on-chain execution under strict, auditable controls.

Everything ships with the unglamorous parts that make AI trustworthy: structured evaluation and regression suites, observability into prompts and outputs, prompt-injection and abuse defences, and cost dashboards so a successful launch does not become a runaway bill. We help AI-native teams move fast without shipping something they cannot stand behind.