Mon Dec 15 2025
How to ship an AI assistant that stays helpful under pressure: hard constraints, grounding, verified tools, and monitoring—built as a system, not a prompt.
4 min read • Operations • Safety
Articles and notes.
Mon Dec 15 2025
How to ship an AI assistant that stays helpful under pressure: hard constraints, grounding, verified tools, and monitoring—built as a system, not a prompt.
4 min read • Operations • Safety
Mon Dec 08 2025
A measurement model for AI automation that ties quality and trust signals to revenue, cost-to-serve, and contribution margin—so weekly reporting drives decisions.
3 min read • Measurement • CX
Mon Dec 01 2025
A practical decision framework for shipping AI with speed and accountability: total cost of ownership, differentiation, and the risks that kill payback.
2 min read • Strategy • SaaS
Mon Nov 24 2025
Where AI automation actually sticks: start with repeatable workflows, instrument outcomes, and let coverage compound over time.
2 min read • Automation • Operations
Mon Nov 17 2025
How to turn prototypes into durable value: evaluation gates, UX constraints, tooling, and a release cadence that doesn’t break trust.
2 min read • Product • Reliability
Mon Nov 10 2025
A clear way to price AI without punishing adoption: align to outcomes, protect margin, and keep cost-to-serve predictable.
2 min read • Pricing • SaaS
Mon Nov 03 2025
In a crowded AI market, differentiation is proof. Build a claims stack, ship measurable wins, and arm sales with credible artifacts.
2 min read • GTM • Strategy
Mon Oct 27 2025
A lightweight evaluation system that makes AI improvements safe: golden sets, regression checks, and monitoring that catches drift early.
2 min read • Reliability • Operations
Mon Oct 20 2025
How to build defensibility with tight loops: event design, error taxonomies, human review, and a learning backlog that compounds.
2 min read • Data • Operations
Mon Oct 13 2025
Agents are powerful when tasks are bounded. Use permissions, tool contracts, and stop conditions to get leverage without chaos.
2 min read • Automation • Reliability
Mon Oct 06 2025
A cost playbook for SaaS: routing, caching, retrieval discipline, and when smaller models beat bigger ones for outcomes.
2 min read • Unit Economics • SaaS
Mon Sep 29 2025
Enterprise buyers want answers: data handling, auditability, and operational controls. Here’s how to build trust without slowing down.
2 min read • Security • Compliance
Mon Sep 22 2025
AI can reduce churn when it drives adoption and outcomes. Map signals to interventions and make retention a closed loop.
2 min read • Retention • SaaS
Mon Sep 15 2025
AI systems degrade without an operating model. Define owners, review loops, and incident playbooks so performance compounds.
2 min read • Operations • Leadership
Mon Sep 08 2025
A pragmatic playbook for competitive advantage: choose a wedge, ship weekly, prove value, and build compounding capabilities.
2 min read • Strategy • Execution