Discovery usually takes 1–2 weeks. An agent or LLM MVP often lands in 4–8 weeks depending on scope. Full production rollouts vary by integrations and compliance needs.
Both. We scope MVPs and well-defined builds fixed-price when requirements are clear. Ongoing iteration and R&D-heavy work is usually time-and-materials with weekly visibility.
Yes. We support private deployment, local/open models, and routing between providers based on latency, cost, and data residency requirements.
That is our default. Agents and apps connect to CRM, ERP, databases, ticketing tools, and commerce APIs via secure integrations and tool calling.
We offer ongoing support—monitoring, model updates, feature iteration, and performance tuning—so your AI and platforms keep improving after go-live.