Optimizely

Aha Moment Discovery via Correlation-Then-Experiment

Brainstorm high-value actions, correlate them with conversion and retention, then experiment to prove causation

Building the PLG Team and Org

Start with a growth PM and an analyst, then formalize into a cross-functional PLG org with three growth heads

Communication5 steps

Clear Is Kind: The Three-Sentence Correction

State the failure, state your belief in them, hand them the responsibility — starting tomorrow

Day One vs Day 100 Feature Packaging

Free the features that create the aha moment; monetize the features whose value only emerges at scale.

Sales3 steps

Enterprise Price-Ceiling Discovery

Keep asking for more until deals break; losing 20-30% to price is how you find the ceiling.

Evaluative User Research (Hunt for Reasons They Won't Use It)

Test prototypes to find every reason people won't use it — and never let the researcher go alone

Mindset4 steps

False Positive Risk and the Replication Protocol

A p<0.05 win can be 26% likely false when idea success rates are low — replicate borderline results

Feature Team vs. Empowered Product Team Diagnostic

Tell in minutes whether your squad is handed features to ship or problems to solve

Marketing4 steps

Founder-Led Marketing as a Goodwill Bank

Log what you learn, package it per platform, bank goodwill to spend later

Strategy5 steps

Four Leverage Buckets: Where to Start Your PLG Motion

Choose your first PLG investment among acquisition, activation, conversion, and retention by fit and leverage

Incremental OFAT Over Big-Bang Redesign

Decompose big redesigns into one-factor-at-a-time tested steps because ~80% of ideas fail

Leadership4 steps

Institutional Memory of Experiments

Capture wins, losses, and surprises so the org keeps learning instead of relaunching old ideas

Lean Team by Design: Slow Hiring, Player-Coaches, Generalists

Hire painfully slowly, replicate your first-10 DNA, and bet big on the exceptional

Strategy5 steps

Lowercase-c vs Capital-C: AI-Proofing Your Skill Stack

Sort every task into what AI does 80% well and what only a human can do — then invest accordingly

Influence5 steps

Manufacture the Room (Bending the Universe)

Decide which room you must be in, then engineer a legitimate reason to be standing in it

Match Price to Value with a Value Metric

Pick the unit of value your customer gets, then charge against it so revenue scales as usage grows.

Productivity4 steps

One Click Faster (Clock Speed Management)

Three tactics to raise an organization's pace without lowering its bar

Strategy3 steps

PLG Is Fundamentally DLG (Data-Led Growth)

Giving away a free product only pays off if you capture and analyze its usage data

Price Your Product Like Your Roadmap

Treat pricing as a living system revisited every 6-12 months, not a set-and-forget decision.

Finance5 steps

Reactive Pricing After Demand Signal

Let users pull pricing out of you, then validate willingness-to-pay and margins

Strategy3 steps

Retention as Habit-Building Plus Expansion

Retain by baking high-frequency habits into the product, then convert steady usage into expansion revenue

Sample Ratio Mismatch (SRM) Validity Check

Verify your traffic split matches its design before trusting any experiment result

Solution-Weighted Discovery

Spend a little time validating the problem; spend most of it winning on the solution

The 200K-User Experimentation Readiness Rule

Below ~200K users detect only big effects; use the wait to build platform and culture

Mindset4 steps

The Best-Teams Adoption Heuristic

Adopt a practice only if several of the best teams already use it — then strip the culture from the technique

The Cross-Functional Pricing Process

Stand up a pricing committee, mine demand and willingness-to-pay with structured surveys, then set price.

The Diseases of a Devolving Product Company

Four diagnosable diseases that turn a great product company into a feature factory

Entrepreneurship4 steps

The Durable Wrapper Test

Own a workflow you care about for a decade, then orchestrate 20 models beneath it

Marketing4 steps

The First 30 Seconds Onboarding Bet

Earn the next 30 seconds by making one thing feel magical fast

Strategy5 steps

The Five PLG Readiness Components

The five things a product must have before a product-led motion can work

The Four Product Risks and Their Owners

Valuable, usable, feasible, viable — any one fails and the product fails

Strategy3 steps

The Full PLG Funnel Audit

Walk your own funnel as a confused buyer, then overlay the data to find your highest-leverage fix

Marketing5 steps

The Micro-Influencer Wide-Net Playbook

Skip the big creators; onboard thousands of trusted micro-influencers like teammates

The One-Quarter Empowered Team Experiment

Convert a single feature team into an empowered product team in one low-risk quarter

The Org Chart With Your Name On It

Win the promotion by solving your boss's org problem, not by asking for your next title

The Overall Evaluation Criterion (OEC)

Define one success metric with countervailing guardrails that predicts long-term lifetime value

Productivity4 steps

The PLG Data & Infrastructure Stack

The three infrastructure layers plus per-funnel-stage tools every PLG motion needs

Self-Mastery4 steps

The Product Manager's Four Areas of Homework

The four knowledge domains a PM must own because nobody else on the team can bring them

The Same-Day Prototype Validation Loop

Idea in the morning, real users testing by afternoon, decision by evening

Innovation5 steps

The Technology Wave Specialization Ladder

Ratchet down on a new technology while it's still weird — teardown, no-code, then fun build

The Three Sacred Accesses

Delegate anything off the PM's plate except direct access to customers, engineers, and stakeholders

The Word-of-Mouth Machine PMF Test

Real product-market fit is organic pull, not award-winning launch spikes

Self-Mastery5 steps

The Zone of Genius Calendar Audit

Bucket last quarter's calendar by joy, then ask what only you can do

Mindset4 steps

Twyman's Law: Investigate the Too-Good-to-Be-True Result

Any surprising or extreme experiment result is probably wrong until you've hunted for the flaw