Senior engineers who build production AI into your product — RAG, agents, Claude features and the evaluation and guardrails to run them safely. Engage us for a single build or as your fractional AI team. Start with a free 48-hour AI audit.
Tell us what you are building. A senior engineer sends back the highest-leverage first AI build, a scope and a fixed estimate — within two business days.
Early-stage AI startups live or die on how quickly they turn an idea into something users can touch. The problem is that senior AI engineers are scarce, slow to hire and expensive to keep on the bench between builds. AI development for startups with Agility solves that directly: you get engineers who have already shipped production AI, focused on the one capability that moves your product or your metrics first, and delivered as working software in weeks rather than quarters.
We build the things that actually matter for an AI product — retrieval-augmented generation over your own data, agent systems that carry out multi-step work, LLM features on Claude and other models, and the evaluation, guardrails, monitoring and cost controls that keep them reliable once real users arrive. We are equally happy owning a single build or embedding as your fractional AI team across several sprints.
Production AI, evaluation and guardrails included.
Retrieval assistants and multi-step agent systems built on Claude and open models, with cited sources and guardrails.
Copilots, generation, classification and search built into your product and shipped behind clean APIs.
Model and prompt evaluation, monitoring and routing so quality holds and inference cost stays sane at scale.
Input/output validation, PII handling and human-in-the-loop where decisions matter.
Senior ML engineers on your roadmap part-time or per-project — capability without a permanent hire.
The fastest path from idea to a real, demoable AI feature — scoped narrow, shipped in weeks.
Our open-source agent framework RuFlow runs up to 60 agents in parallel with shared memory and intelligent model routing — roughly 2.5x more output at up to 75% lower cost. It is the same engineering discipline we bring to your product build.
Explore RuFlowAI development for startups covers building production AI into your product and moving fast without breaking reliability. We build RAG assistants and retrieval over your data, agent systems, LLM features on Claude and other models, and the evaluation and guardrails that keep them safe in front of users. We also handle the unglamorous parts — data pipelines, prompt and model evaluation, monitoring and cost control — so what ships actually holds up.
Yes. A fractional AI team is senior AI/ML capability you engage per-project or part-time instead of hiring full-time. For an early-stage startup that means you get engineers who have shipped production AI on your roadmap, for as long as you need them, without a long hiring cycle or permanent headcount. Many founders start with the free audit, then run a first build with us, then keep us on for the next few sprints.
Yes. We build heavily on Claude and modern agent patterns, and we maintain our own open-source agent framework, RuFlow, which runs up to 60 agents in parallel with shared memory and intelligent model routing for roughly 2.5x more output at up to 75% lower cost. That is direct proof we build and operate real agent systems in production, not proofs of concept.
Most focused AI features reach production in 3–8 weeks. Every engagement is scoped to a fixed price after the free 48-hour audit, so you approve cost and milestones before any build starts. We work in weekly sprints with working software at each step, and every engagement is staffed by senior engineers only — no junior bench learning on your budget.
No. The audit is designed exactly for this. We help you find the one AI capability that will move your product or your metrics first, scope it, and ship it — rather than committing to an open-ended build. Starting narrow and shipping something real is almost always the fastest route to traction.
Running a non-technical business instead? See AI automation for SMEs or go back to the AI for startups & SMEs hub.
Get a free 48-hour audit with the highest-leverage first build, a scope and a fixed estimate.
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