Founder of AiSolv. Ships production-grade AI inside $20–100M B2B and D2C operators — 30+ shipped engagements across medtech (Hilo/Aktiia), CPG and supplements (Life Seasons, NeuroQ), D2C consumer goods (Casa Maestri, 4Knines), and B2B SaaS. Background: UT computer engineering, ML for the Singapore Navy, quant in New York. Now full-time on AI implementation for mid-market operators. Topics he can speak to with named examples and specific data: • Why most Claude Enterprise and Microsoft Copilot rollouts fail at mid-market (and the pattern that works) • The case against fine-tuning at this revenue band — why frontier models + retrieval beat fine-tuned alternatives 9 out of 10 times • Production-grade AI architecture: observability, guardrails, classifiers, judges • Microsoft AI ecosyste...