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Most projects start with a 2-4 week discovery and proof-of-concept phase to validate feasibility and demonstrate value. From there, production deployment scope and timeline depend on complexity and integration requirements. We work in iterative sprints with regular check-ins.

Yes. We specialize in open-weight models like Llama, Mistral, and others from Hugging Face. For many use cases, fine-tuned open-source models outperform general-purpose commercial APIs at a fraction of the ongoing cost, with full data privacy.

Integration with existing infrastructure is often the most valuable part of what we do. We have experience with common data platforms, APIs, and industrial protocols, and can build bridges between your current stack and new AI capabilities.

Yes. We are based in Boston, MA and work with clients remotely across the US. For projects requiring on-site work -- particularly hardware integration and edge deployments -- we travel as needed.