{"provider":"Empirica","url":"https://empiricaai.org","contact":"empirica@empiricaai.org","description":"AI research and development studio. We design and build AI systems with explicitly specified behaviour — evaluated against real task distributions, deployed to production, monitored in operation.","services":[{"id":"discovery-sprint","name":"Discovery Sprint","description":"A structured five-day investigation: problem decomposition, solution space mapping, architecture trade-off analysis, and written output.","pricing":{"amount":5000,"currency":"USD","model":"fixed"},"deliverables":["Problem definition & constraint mapping","Architecture options with trade-off analysis","Written findings report","Structured intake survey"],"duration":"1 week"},{"id":"research-retainer","name":"Research Retainer","description":"Dedicated applied research capacity. We track the literature, evaluate models and techniques against your specific task distribution, and deliver findings calibrated to your constraints.","pricing":{"amount":6000,"currency":"USD","model":"recurring","interval":"month"},"deliverables":["~15 hours/month dedicated research","Monthly findings briefing","Async Q&A, no throttle","Model & technique evaluation"],"duration":"monthly"},{"id":"llm-integration","name":"LLM Integration","description":"Integration of language model inference into existing systems. We specify contracts, measure latency and error distributions, build monitoring, and document failure modes before calling it production.","pricing":{"amount":25000,"currency":"USD","model":"fixed","note":"from — final price depends on scope"},"deliverables":["Scoping & architecture design","Implementation & testing","Production deployment","Monitoring & handover documentation"],"duration":"4–12 weeks"},{"id":"agent-architecture","name":"Agent Architecture","description":"Ground-up design and build of a multi-agent system. Explicit tool interfaces, observable state, evaluation harness, and production deployment — with recoverable failure semantics throughout.","pricing":{"amount":50000,"currency":"USD","model":"fixed","note":"from — final price depends on scope"},"deliverables":["Agent design & orchestration","Tool & API interfaces","Evaluation framework","Deployment & monitoring"],"duration":"8–20 weeks"}],"engagement":{"human":"https://empiricaai.org/#contact","agent":"Send a structured JSON inquiry to empirica@empiricaai.org with fields: service_id, description, requirements, timeline, budget. Agentic outreach is explicitly welcome."},"notes":"https://empiricaai.org/notes"}