Insights and writing

Operational frameworks for high-velocity product leaders

No theoretical fluff. Practical essays, mental models, and strategic playbooks on scaling product-led growth, embedding AI-native leverage, and navigating venture-backed product governance.

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The best product strategy isn’t about predicting the future with 100% accuracy. It’s about building organizational velocity and tight feedback loops so your team learns faster than the market changes.

Featured frameworks and mental models
The essays

The executive reading list

Four essays in progress. Each one is a framework I use in engagements, written up in full.
01AI innovation and architecture
L1 Decorative
L2 Workflow
L3 Agentic
6 min read

The AI leverage matrix: moving beyond surface-level LLM wrappers

Why most AI features shipped since 2024 failed to retain users, and how to embed agentic workflows directly into core UX to build a defensible moat.

–Level 1: decorative AI, chatbots and summary cards, easily copied
–Level 2: workflow enhancement, in-line autocomplete and formatting
–Level 3: agentic leverage, autonomous execution and dynamic personalization
Coming soon
02Product operations and P&L
Keep
Prune
Invest
Watch
Usage versus maintenance
8 min read

The zombie feature audit: how pruning your backlog reclaims 40% developer velocity

How legacy custom requests and low-usage features quietly inflate technical debt, overwhelm support, and destroy gross margins in growth-stage SaaS.

–The 80/20 usage versus maintenance matrix
–Deprecating non-performing tiers without alienating enterprise clients
–Realigning squads around North Star LTV and retention
Coming soon
03Executive leadership and governance
AdvisoryFractionalFull-time
5 min read

The founder’s CPO dilemma: knowing when to pass the product baton

A practical guide for Seed and Series A CEOs caught in the weeds acting as part-time chief product officers while trying to fundraise and hire.

–Three warning signals: stalled velocity, churn from feature bloat, calendar burnout
–Evaluating the spectrum: advisory, fractional, full-time
–Holding the vision while delegating operational execution
Coming soon
04Strategy and metrics
→
CACLTVNRR
Sprint tickets to board metrics
7 min read

Unit economics for product leaders: from sprint backlog to board room

Why shipping fifty tickets a sprint means nothing if CAC, LTV, and gross margins do not improve, and how product leaders learn to speak fluent finance.

–Mapping feature epics to net revenue retention and churn reduction
–Onboarding that shortens time-to-value from days to minutes
–Dashboards that turn board meetings into alignment sessions
Coming soon
Strategic playbooks

Downloadable guides

The working documents behind the essays. In preparation.

The 90-day operational playbook

How an embedded product engagement actually unfolds, week by week, from diagnostic through to a running cadence.

PDF guideComing soon

The zombie feature audit worksheet

The usage versus maintenance scoring sheet, plus the deprecation communication templates for enterprise accounts.

PDF guideComing soon

The product board deck template

The dashboard and narrative structure that turns a venture board meeting into a strategic alignment session.

PDF guideComing soon
Next step

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