VP of Growth, Amplitude Former Head of Growth, Twilio
MAR 9 2023
Core Insight
Good Friction Is Good
"Bad friction is bad and good friction is good. There's no such thing as all friction being bad."
Adding 4 signup questions at Twilio improved conversion by 5%
New users ask: Am I in the right place? Can I do this?
Questions that mirror those fears feel comforting, not annoying
User psyche matters as much as product capability
Framework
Laura's Growth Operating System
80%+ of experiments fail — Netflix, Microsoft, and Twilio all confirm this
A/B testing is the most expensive validation method — reserve it for survivors
Painted doors and user mocks can kill bad ideas cheaply in days
Failure is a compass, not a wall — let it point you to the right answer
80%
of experiments fail
+5%
signup lift, 4 questions
Career Framework
Don't just work hard in your role. Become the person who knows the customer. That brand travels beyond your manager's line of sight and creates opportunity across the org.
The Confidence Interval Hack
You don't always need 95% confidence. Lower threshold + qualitative backup + more experiments = more net wins per year. Set the rules before you run — never after.
Deep Dive
User Psyche: Onboarding & Selling to Developers
The Pill-in-the-Hotdog Principle
Twilio's guided onboarding flopped — Step 1 was "get a phone number," terrifying to developers
Fix: redirect users out of the console to a docs page where telecom was buried inside familiar code samples
Result: conversion improved even though users left the core flow
Lesson: never lead with the "bogeyman" — embed unfamiliar steps inside something comfortable
"You bury the pill inside the hotdog. The scary thing is still there but now it's manageable."
What Makes Developers Unique
Skip your marketing site — they go straight to signup with zero context
Will not take a sales rep's word for it — they must self-prove value through a POC
A FANG company ran a full Twilio integration to production with zero sales contact
Another enterprise team used personal emails to avoid sales outreach
Reason: if the integration fails, it is their reputation, their job — not the vendor's
PLG Transition Trap
Don't chop up your enterprise product and call it PLG. Start fresh — the self-serve customer's problems, fears, and buying journey are completely different from an enterprise buyer's.
Tactics
Build Your Brand from the Ground Up
Start a Voice of Customer digest — even a weekly Slack share — and watch who asks to join
Host quarterly VoC sessions for all of product; at Twilio, the CEO started attending within months
Propose things by doing them, not pitching them — Laura's growth team started with a guerrilla Friday-night experiment
Surface insights tied to North Star metrics — those are the ones executives act on immediately
"If it's not embarrassing you've gone too far" — ship the ugly MVP, learn fast, invest after validation
Growth Team Health
Short-term pressure breeds vanity metrics and data-massaging. Give teams a year-long horizon with low/medium/high impact buckets — not a weekly scorecard. Educate executives on the 80% fail rate.
Contrarian
Growth Myths Laura Busts
✗Friction always hurts conversionINSTEAD →✓ Friction that answers user fears increases conversion. Four extra signup questions at Twilio lifted sign-ups by 5% with zero personalization behind them.
✗Always require 95% confidence before shippingINSTEAD →✓ Lower thresholds + qualitative backup + more experiments = more net wins per year. Define the bar before the test, never after.
✗Career growth comes from working harder in your current roleINSTEAD →✓ Career acceleration comes from being the person who knows the customer best. That brand travels beyond your manager and opens doors across the entire org.
✗PLG = chop up the enterprise product and add a free tierINSTEAD →✓ PLG requires restarting with the self-serve customer's unique problems. Their psyche, fears, and journey bear no resemblance to an enterprise buyer's.