How long does an AI project take?+
Discovery takes 2 weeks. End-to-end delivery of an MVP is typically 8–12 weeks. Full production systems with monitoring, evals, and integrations run 16–24 weeks. We scope precisely in discovery.
Do you use open-source or commercial models?+
Whatever fits the problem. GPT-4 and Claude for complex reasoning, open-source for cost-sensitive workloads, fine-tuned specialists for domain-specific tasks. We're model-agnostic and benchmark honestly.
Can you work with our existing data?+
Yes. We build data pipelines for whatever you have — PDFs, emails, Notion, Slack threads, databases, messy Excel. Cleaning, chunking, enriching, and vectorizing is standard practice for us.
How do you handle data privacy?+
All work happens in your infrastructure or ours under NDA. We support on-prem deployment, private cloud, and strict data isolation. Compliance with HIPAA, SOC 2, GDPR, and your custom requirements.