Growth &amp; Acquisition

North-Star Metric

Pick the single metric that best captures the core value your product delivers to users.

AARRR Funnel (Pirate Metrics)

Model the user journey as Acquisition → Activation → Retention → Referral → Revenue and instrument each stage's conversion rate.

Growth Model

Build a quantitative equation that predicts how inputs (channels, conversion rates, retention) combine to produce weekly active user growth.

Target Segment Definition

Narrow from 'everyone' to the specific user segment with the highest retention and referral rate, and aim all messaging at them.

Hypothesis-Driven Testing

Frame every growth experiment as a falsifiable hypothesis with a metric, a predicted effect, and a stop condition before you ship it.

Discord Guild Design

Structure channels, roles, and rituals so a Discord server becomes a useful daily destination, not a dead help desk.

Contributor Program

Turn your most engaged users into code and content contributors with clear pathways, recognition, and reduced friction.

Ambassador Program

Recruit power users to represent the product in their region or niche with structured support, swag, and co-marketing.

Community Events

Run meetups, office hours, and conferences that give the community a reason to gather on a schedule and produce reusable content.

Content-Driven Community

Make the community itself a content engine — member questions, showcases, and discussions become blog posts, docs, and videos.

Referral Mechanic Design

Design the in-product moment where a user has both motivation and an audience to invite someone, and make the invite one click.

Share Trigger Design

Identify the emotional and functional moment that makes a user want to share, and surface a share affordance exactly then.

Network Effect Seeding

Reach the critical mass where the product becomes more valuable as more users join, then protect the density that makes it self-sustaining.

K-Factor Measurement

Measure the viral coefficient k = (invites per user) × (signup rate per invite) to know if your product is genuinely viral.

Viral Cycle Time

Compress the time between a user joining and them inviting the next user — short cycle time is what makes k compound fast.

Referral Program Design

Choose the incentive structure (double-sided, single-sided, tiered), the reward type, and the eligibility rules before launch.

Incentive Structure Tuning

Tune the reward size, shape, and timing to maximize k without breaking unit economics or attracting fraud.

Referral Tracking & Attribution

Instrument the full referral funnel with unique codes, attribution windows, and per-channel tracking so you know what actually works.

Referral Fraud Prevention

Detect and block self-referrals, referral farms, and velocity abuse before they drain the reward budget.

Referral Program Optimization

After launch, continuously optimize the trigger placement, invite message, recipient landing page, and reward fulfillment.

Onboarding Optimization

Compress the path from signup to first-value so users experience the core action before their motivation decays.

Activation Benchmark

Define activation as the core-action-completed event, measure it per cohort, and benchmark against your category.

Habit Formation

Design the product to create a habit loop (cue → routine → reward) so users return without marketing nudges.

Churn Prediction

Build a model that scores each user's churn risk from behavioral signals, so you can intervene before they leave.

Win-Back Campaign

Design the campaign that reactivates churned users — the offer, the channel, the timing, and the re-onboarding.

Programmatic SEO

Generate hundreds of landing pages from a template + data source, each targeting a long-tail keyword with real search volume.

Content at Scale

Build the editorial pipeline (topics → drafts → review → publish → promote) that produces 8-12 high-quality articles per month.

Backlink Strategy

Earn high-authority backlinks through digital PR, linkable assets, and targeted outreach — not link buying.

Technical SEO

Ensure the site is crawlable, fast, mobile-first, and structured so Google can index and rank every page.

Geo-SEO Expansion

Expand to new languages and regions with localized content, hreflang, and country-specific keywords.

Ad Channel Selection

Choose the 2-3 paid channels where your target audience is densest and intent is highest, rather than spreading across ten.

Landing Page Optimization

Optimize the page paid traffic lands on — match the ad's promise, remove friction, and drive one action — to maximize conversion rate.

CAC Payback Period

Measure and manage the payback period — how many months of gross margin it takes to recover the CAC — to ensure paid growth is profitable.

Attribution Modeling

Build an attribution model that credits the channels and touchpoints that actually drive signups, so budget goes to what works.

Ad Creative Testing

Systematically test ad creative (hook, visual, offer) to find the messages that drive the lowest CAC, and scale winners.

Experiment Framework

Standardize how experiments are proposed, prioritized, run, and learned from, so the team compounds knowledge instead of repeating work.

Rapid Testing Cadence

Run experiments at a cadence (2-4 per week) that generates enough learning to compound, with the infrastructure to ship tests in hours not weeks.

Growth Automation

Automate the repetitive growth tasks (lifecycle email, churn intervention, referral attribution) so the team focuses on experiments, not ops.

Growth Data Stack

Build the data infrastructure (events, warehouse, transformation, dashboarding) that lets the growth team self-serve answers in minutes.