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Cambridge's dual identity shapes AI training: East Cambridge (MIT, Harvard, Broad) treats training as research-pipeline infrastructure; West Cambridge biotech (Astellas, Biogen, Genzyme) translates governance into production protocols. Consulting rates 20-30% above Boston; every engagement involves research project.
Research partnerships between companies and MIT/Harvard create dual practice-and-research programs attracting senior faculty as co-facilitators and securing multi-year contracts. Partners credibly executing dual mission command 30-50% premium fees. MIT Sloan and Broad have formalized this model through AI governance partnerships.
Drug-discovery pipelines require FDA/EMA oversight. AI training must thread needle: building workforce literacy on cutting-edge models while maintaining audit-trail documentation satisfying FDA inspection. Documentation overhead adds $40k-$80k to $120k–$180k engagements.
Cambridge consultants with MIT/Harvard ties command $400–$650/hr. Engagements land $180k–$380k over 18-28 weeks. Ethics consultancy network (Berkman Klein Center) available for guest-instructor subcontracts.
Cross-functional team (10-25 people) designing, testing, evangelizing AI-enabled workflows. Partners help design charter, facilitate kickoff workshops, run governance sprints. Well-structured CoE pays for itself in 6 months.
Allocate 30-40% curriculum to research and 60-70% to applied scenarios. Faculty co-facilitators legitimize this balance—actively advancing research, not referencing.
Charter covering: approved LLM models per context, data-classification per FDA, model-performance monitoring, incident-escalation, quarterly audit/update, role definitions. Write in FDA-inspector language.
Researchers care about reducing false negatives/positives in compound screening. Training includes exercises where researchers craft prompts generating compounds, compare against ground-truth experimental results. 4-6 weeks applied workshops with monthly refreshers.
If partner has academic relationships and buyer invests $20k-$40k post-program, case studies in peer-reviewed venues build reputational capital. Establish authorship agreements explicitly.