{"provider":"Empirica","url":"https://www.empiricaai.org","contact":"empirica@empiricaai.org","description":"Signal-extraction services firm: we find weak predictive signal in noisy, high-dimensional data and prove it holds, delivered as a finished, validated result. Three services: (1) The Forward-Data Process — our flagship; (2) Decision-Grade Data Cleaning; (3) Data-Bottleneck Diagnosis & Fix. Cross-cutting moat: rigor-as-accountability (pre-registration + reproducible + hash-verified). Research evidence and validated analysis, not financial advice.","services":[{"id":"forward-data-process","name":"The Forward-Data Process","description":"Our flagship. For a decision you are about to face, we design, build, extract and validate the uncrowded, decision-grade dataset worth having: decision + counterfactual framing, experiment/causal design + instrumentation, signal finding, hypothesis testing + reproducible validation, an uncrowdedness diagnostic, and an accountable signed/dated/hash-verifiable freeze. You own the deliverable and your data; we retain our generalized, anonymized methods.","pricing":{"model":"enquiry","quote_contact":"empirica@empiricaai.org"},"deliverables":["Decision + counterfactual framing","Experiment/causal design + instrumentation plan","Signal finding + reproducible hypothesis testing","Uncrowdedness diagnostic","Signed, dated, hash-verifiable freeze"],"url":"https://www.empiricaai.org/data-design"},{"id":"decision-grade-data-cleaning","name":"Decision-Grade Data Cleaning","description":"Cleaning-as-de-crowding. We measure whether each cleaning or processing step adds real out-of-sample edge or just re-derives what everyone else already has — edge checked against the uncleaned baseline, crowdedness against a validated consensus proxy.","pricing":{"model":"enquiry","quote_contact":"empirica@empiricaai.org"},"deliverables":["Per-step out-of-sample edge measurement","Crowdedness read against a validated consensus proxy","Keep/drop verdict per cleaning step","Reproducible validation record"],"url":"https://www.empiricaai.org/data-design#cleaning"},{"id":"data-bottleneck-diagnosis-fix","name":"Data-Bottleneck Diagnosis & Fix","description":"The entry point. Bring us a data-heavy process that is slow, manual, or leaking value: we find where it leaks, rebuild that step with validated, reproducible analysis, measure the gain, and hand you the finished result (and can run it for you).","pricing":{"model":"enquiry","quote_contact":"empirica@empiricaai.org"},"deliverables":["Bottleneck diagnosis","Rebuilt step with validated analysis","Measured gain","Finished, reproducible deliverable"],"url":"https://www.empiricaai.org/diagnostic"}],"entry_point_recommendation":"Start with the free Data Bottleneck Snapshot at https://www.empiricaai.org/diagnostic, or enquire directly.","engagement":{"human":"https://www.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://www.empiricaai.org/notes"}