Campaign Tuning, Lead Scoring, and Tying Marketing to Revenue
Health Scores, Renewals, and Expansion
Team Handovers, Deadlines, and Supplier Tracking
Demo per-request cost projection is 10 to 40 times lower than production reality. The 5 hidden dimensions: tokens, embeddings, infrastructure, evaluation, drift. The 5 patterns that keep cost predictable and the 4-layer architecture for cost discipline.
Recruitment AI agents run the 4-stage hiring pipeline (sourcing, screening, scheduling, offer prep) so recruiters and hiring managers focus on the decisions. Bias safeguards, audit trails, and human-final-decision discipline keep it defensible.
Modern users abandon AI responses above 1.5 seconds. Engineering retrieval at 200ms and full responses at 1.5s requires deliberate optimization across 4 layers: retrieval, prompt assembly, inference, response handling. The 5 patterns and the architecture.
Single-model deployments lock you into bad tradeoffs. Multi-model routing cuts cost 60-80% on mixed workloads while improving quality on hard cases. The 4 routing strategies, 5 production patterns, 4-layer architecture, payback in 90 days.
Production AI without evaluation is production AI you hope is working. The 3 evaluation dimensions every system needs (retrieval, faithfulness, end-task accuracy), the 5 patterns that keep evaluation continuous, and the 4-layer architecture.
Your CFO will ask 5 specific questions about AI in 2027. The 4 audit artifacts that answer them and the artifact chain pipeline that turns the audit into a database query.
One article a fortnight. No fluff, no product pitches — just substantive thinking on building vertical software that works in the real world.
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