Lyft

Additive Hiring

Stop hiring people who fit the box. Hire people who make the team stronger than it is today.

Adjacency-and-Network Expansion Test

Prioritize marketplace expansion by adjacency and network reinforcement, not by the size of the adjacent TAM

April Dunford's Five-Step Positioning Framework

Position a product by starting from what you must beat, not from a market category.

Marketing4 steps

Assessing Whether SEO Is Right for Your Product

Judge SEO fit by two signals — a large addressable market and existing domain authority.

Build for the Current Model, Prototype for the Next

Elicit max capability from today's model while pre-building the products the next model will unlock

Calendar-Defended Proximity

Connection to the front line won't happen by accident as you rise — you have to fight your calendar for it.

Clear-Goal Ambiguity Cut

Because general LLMs can do anything, a sharp key-user + problem + use-case triad is what rules approaches out

Come In Listening, Not Swinging

Earn trust before you inflict change: the first 90 days of a leader inheriting a team.

Come In Listening, Not Swinging

New leader's first move: earn trust before inflicting the change you were hired to make.

Communication4 steps

Context Not Control

Your job as a leader is to give people the context to decide well — including the context that isn't flattering.

Leadership6 steps

Criticism Triage Under Public Controversy

Separate valid criticism from power-shift noise by going and being your own user.

Deal Speed and Default Optimism

Codify the values you already have, not the ones you wish you had.

De-Risk the Biggest Swings First

Run discovery and delivery in parallel — and put the top-right, riskiest bets into discovery first.

Finance3 steps

Dual-Sided ROI Equation

Price each acquisition to include the cost of acquiring the other side it needs, then push to your payback threshold

Earn the Secret by Savoring Surprises

There's no recipe for a breakthrough — hunt surprises at the edge instead of validation

Eigenquestions (Finding the Question That Drives the Answer)

Find the one or two questions whose answers collapse a complex decision into clear quadrants.

Productivity4 steps

Excellence Is the Outcome, Not the Artefact

Ask what the meeting is actually for, then spend the effort there — not on the last 20% of polish.

Expectation, Gap, Fill

Set the bar explicitly, name the exact gap, then jump in with both feet and close it with them.

Fail Conclusively (Maximize the Treatment Effect)

Design experiments that kill an idea for good, so no future exec can resurrect it.

Fairer Marketplace Rating System Design

Fight rating inflation and averaging bias with renormed labels, priors, blind reviews, and the sound of silence.

Fear-Origin Audit for Product Bets

Products built from competitive fear fail; audit the motivation before you audit the roadmap.

Force a Choice, Not a Comparison

Be the world's first banana, not a 10x better apple

Freemium Decision Framework (What to Make Free)

Make a feature free if it drives your growth model; gate it if it creates friction for growth.

Guardrails Before Control

Set the quality bar, coach to it, then buy control only for the gaps that remain.

Hardest-Side-First (One-Player Mode)

Pre-PMF, ignore marketplace dynamics: own the hardest side and hack the other one.

Productivity3 steps

Homogenize the Early Experience for Retention

Move retention by fixing unlucky bad first experiences, not by nudging people about to churn

Innovation6 steps

Human-in-the-Loop Algorithm Design

Decide explicitly what the algorithm owns, what the human owns, and how the handoff works.

Hypothesis-Driven Experimentation: Learning as a Win

Reframe experiments from winners/losers to hypotheses; run more, run shorter, and carry priors forward.

Leadership6 steps

Little Hands Growth Hiring

Hire on the KPI they'll commit to and their willingness to do the tiniest job.

Live in the Future and Notice What's Missing

Don't try to think of a startup idea — get out of the present so ideas find you

Productivity5 steps

LNO Framework

Match your effort to each task's leverage, neutrality, or overhead

Long-Tail Paid Diversification

After the big four ad platforms, buy the dozens of small ones nobody bothers to set up.

Manufacture Your Own Supply

Find the asset blocking non-suppliers from supplying, then rent it to them with strings attached.

Marketplace Whack-a-Mole: Managing Winners and Losers

Most consequential marketplace changes create winners and losers; manage the trade, don't chase a metric.

Measurements Are Not Insights (Instrumentation for Analytics)

Turn raw metrics into segmented, causal insights you actually act on.

Leadership3 steps

Mission-Above-Product Prioritization

Route every cross-org tradeoff through a single shared mission so decisions are fast and everyone stands behind them

Communication4 steps

Mochary's Script for Difficult Conversations

Defuse the amygdala by warning first, delivering the message, then letting the person release emotion.

Model Introspection Harness Repair

When an AI agent misbehaves, ask it why — its explanation reveals the harness gap to fix

Onboarding as a Retention Lever

Treat onboarding as a habit-and-retention engine, not a conversion funnel — and accept lower conversion to weed out the wrong users.

Innovation3 steps

Opinionated Defaults for Onboarding

Encode what you've learned works into product defaults — make the right choice easy and the wrong choice hard, without removing choice.

Leadership2 steps

Painter, Architect, Surgeon Hiring Archetypes

Match your growth hire to your stage — a versatile painter, a structural architect, or a precision surgeon.

Pattern-Breaking Inside a Big Company

Make small bets that can fail a lot — and hide them from the mother ship

Payback-First Channel Measurement

Judge channels on closed-won revenue one year out, never on lead volume.

Performance = Potential − Interference

Two levers only: raise the team's ceiling, or remove the weight sitting on top of it.

PMF for Candidates (People, Mission, Financials)

Evaluate a company you might join like an investor evaluates a deal — across People, Mission, and Financials.

Predict vs. Decide: Think in Differentials

Prediction finds correlations; decisions need causal differences. Optimize the lift, not the level.

Problem-First, Wheelhouse-Checked, Unit-Economics-Proven

Three gates a product idea must pass before you build the solution you already fell in love with.

PSHE Career Growth Framework

Evaluate talent by how far up the Problem-Solution-How-Execution ladder they operate.

Quality Is Growth: Making the ROI Case

Kill the 'business goals vs design goals' framing by collecting the quality wins that moved your own metrics.

Question-First Cheap Channel Playbook

Find where your buyers ask their questions, answer them honestly, and let the answer sell.

Rank, Don't Filter

Every user-facing filter silently carves out your supply — turn preferences into ranking signals.

Reach for the Stars, Land on the Moon

Sketch the ideal end-state journey, then work backwards and ship it in measurable pieces.

Sell-Ready From Day One

Acquisitions rarely just happen — seed acquirer relationships early, then run the sale like a fundraise.

Ship-in-Research-Preview Speed Loop

Cut idea-to-user time from months to a week by branding launches as previews and pre-wiring the launch chain

Skeleton Before the Makeup

Sequence early growth investment from site fundamentals up to awareness — never the reverse.

Start Bespoke, Become a Marketplace Later

A marketplace never starts as a marketplace; win with a pre-liquidity value prop first.

Supply-First Marketplace Building

Marketplaces aren't chicken-and-egg — they're two-sided, and you always start with supply.

Influence5 steps

Take Your Own Shoes Off

Empathy fails at the removal step, not the entry step — drop your agenda before entering theirs.

Talent Density as Prerequisite

Freedom, low process and candour are not policies you adopt — they are dividends of talent density.

Taste, Humility, Hutzpah: The Designer Hiring Lens

Hire for judgment, humility, and the courage to say 'not good enough' — tools and process you can teach.

Productivity4 steps

The 100%-or-Nothing Automation Rule

An automation that works 95% of the time isn't an automation — push it to 100% or don't rely on it

Mindset5 steps

The A-Side / B-Side Career Ledger

Track the B-side of your career so a bad season doesn't read as a verdict on your life.

The Broken Equation Test

No amount of product craft can fix a company whose underlying math doesn't close.

The Cannonball / Lead Bullet Portfolio

Allocate growth energy between a few fundamental rebuilds and many small experiments — by product stage.

Marketing4 steps

The Creator Growth Triad

Consistency, collaboration, and curator association — the three levers that have made creators since 2010.

The Four Conditions for Operationalizing Quality

Group effort, vision + alignment, an editor, and the courage to say 'almost, but no'.

The Four Marketplace Health Metrics

Track GMV, unit economics, liquidity, and share of wallet to know if a marketplace is truly healthy

The Four Things a Product Manager Brings to the Team

Prepare to contribute by mastering users, data, the business, and the competitive landscape.

The Full-Stack Centralized Insights Org

Keep data, research and engineering in one central team — objectivity is the asset you're protecting.

The Galvanizing Activation Metric

The activation number's job is organizational momentum, not statistical precision.

Mindset3 steps

The Gardener Mindset for Marketplaces

Run a marketplace like a gardener with a light touch, not a construction worker building linear features

The Growth Competency Model

Four competency buckets for hiring, evaluating, and balancing a growth team without chasing a unicorn.

Strategy6 steps

The Growth Model Building Blocks

Build a spreadsheet formula of how your business grows, layer by layer, to find your real levers

The Inflection Stress Test

Four questions that separate a real inflection from a vague 'why now'

The 'Is The Search Over?' Content Standard

Judge every article by one question: after reading it, does the reader go back to Google?

The Keeper Test

Ask monthly: if this person quit today, would I fight to keep them? If not, have the conversation now.

The Levels of Quality Ladder

Rate every feature 1-5: works → error-free → usable → desirable → surprisingly great.

Communication5 steps

The Low-Maintenance Work-in-Progress Deck

One shared slide deck of screenshots, updated monthly, that kills redundant work and spreads patterns.

The Marginal User Method

Find the user on the cusp of converting, then go watch the worst-case version of them.

The Market Health Metric

Find the leading proxy that predicts liquidity, then find the threshold where it plateaus.

The Marketplace Fragmentation Test

A marketplace only works if the market is fragmented and the per-transaction dollars are small enough to keep it in the middle

The Minimum Viable Experiment Trap

A lean test that strips out the mechanism doesn't test the idea — it buries it.

The Organ-Rejection Test for Innovation Teams

Three conditions that stop the core org from rejecting your new-bets team like a foreign body.

Marketing6 steps

The Peer Supply Engine

Pay your best suppliers to onboard and recruit the next ones, at a tenth of the cost.

The Scaled-Liquidity Smell Test

Before calling yourself a marketplace, prove you have scaled liquidity on both sides.

Innovation3 steps

The Three B's of Behavior Change

Change user behavior by picking a specific Behavior, removing Barriers, and adding immediate Benefits.

The Three Elements of a Breakthrough Idea

Grade any startup idea on inflections, insight, and founder-future fit — not the implementation

Leadership3 steps

The Three Pattern-Breaking Actions

Movements, storytelling, and disagreeableness — how you get people to move to your future

The Three-Signal Marketplace Screen

Fragmentation, uniform needs, high matchmaking barrier — no marketplace works without all three.

Communication3 steps

The Three-Slide Believer Pitch

What you do, your non-obvious insight, then proof — built for believers, not objectors

The Traffic Light Keyword System

Rank every keyword by buying intent, not volume — then work greens down before touching yellows.

The Trusted-Advisor Partner Test

Shared audience is not enough — partner only where your buyer already goes for this specific advice.

The Worst Product You Ever Shipped

One interview question that separates PMs with real reps from PMs with a clean résumé.

Productivity3 steps

Three-Legged Model Evaluation

Judge a model-harness combo with heavy usage, a trusted five-person taste panel, and ~10 sharp evals

Two Product-Market Fits

A marketplace must pass the disappointment test independently on each side.

Vertical Unbundling Criteria

Only carve a vertical out of a horizontal marketplace if it has high value or frequency and a self-contained network

Leadership7 steps

Walk the Store: The Essential Journeys Quality Program

Name your 15 critical user journeys, give each a cross-functional owner, and score them on a fixed cadence.