Experimenting With Growth

How products grow. What you can put to work.

Three short-form video signals for 2026: YouTube Shorts averages over 200 billion daily views; 48.6% of HubSpot survey respondents rank short-form video highest for ROI; Metricool reports more than 32,000 average views per TikTok video in its 6-million-video comparison.

Featured · Essay

50 Short-Form Video Statistics for 2026: Reach Is Not ROI

Current audience, platform, and marketer data with the denominators attached.

Rishikesh RanjanSep 16, 202613 min read

Read the article

A recorded interview waveform becomes a timestamped transcript, then branches into a direct quote, a recurring theme, and an uncertainty to check.

Featured · Review

5 Best AI Transcription Tools for User Researchers, Matched to the Work After the Interview

Pick the tool that helps your team verify, retrieve, and reuse participant evidence after the recording ends.

Rishikesh RanjanSep 15, 202610 min read

Read the article

Four-part product-team meeting handoff: capture the conversation, review the outcome, route approved work to the team's system of record, and retrieve the supporting context later.

Featured · Review

8 Best AI Meeting Assistants for Product Teams That Keep Decisions Moving

Choose the assistant that carries reviewed decisions, actions, and customer evidence into the tools your team already uses.

Rishikesh RanjanSep 14, 202627 min read

Read the article

Four abstract business buyers watch one video screen surrounded by separate instruments for attention, conversation, funnel movement, and revenue.

Featured · Essay

47 B2B Video Marketing Statistics for 2026: Video Is Standard, Measurement Isn't

A B2B-only view of adoption, formats, buyer behavior, sales video, and webinars, with each population and measurement limit kept attached.

Rishikesh RanjanSep 14, 202616 min read

Read the article

Featured · Teardown

Gemini's Paid User Acquisition Edge Is a Button, Not an Ad

Google did not escape paid acquisition. It turned assistant gestures, device defaults, and product context into inventory.

Rishikesh RanjanSep 14, 20269 min read

Read the article

A 3D microphone turns blue, green, and yellow sound waves into seven organized note cards beside product roadmap and decision tiles.

Featured · Review

7 Best AI Note Takers for Product Managers

Pick the tool that improves the work after the meeting, not just the transcript during it.

Rishikesh RanjanSep 13, 202620 min read

Read the article

A closed 3D growth loop connects an acquisition megaphone, conversational interface, completed task, cohort checkpoint, and measured results.

Featured · Playbook

Paid User Acquisition for LLM Apps: Start With the Return Loop

Define why an acquired user should come back, then buy one cohort you can learn from before you scale.

Rishikesh RanjanSep 13, 202611 min read

Read the article

A 3D video play symbol surrounded by a camera aperture, film strip, bar charts, and a rising data line on a white measurement grid.

Featured · Essay

38 Video Marketing Statistics for 2026: ROI, Formats, and AI

A source-audited view of what marketers report, what platforms observe, and what the numbers still cannot prove.

Rishikesh RanjanSep 13, 202614 min read

Read the article

A circular experiment conveyor carries colored user signals through a return loop, adjustable test switch, measurement checkpoint, and drop-off chute.

Featured · Playbook

User Retention Strategies: Choose the Next Test

Turn a worrying return curve into one hypothesis, one test, and a reason to stop.

Rishikesh RanjanSep 6, 202610 min read

Read the article

Colored customer signals cross a transparent bridge through identity, document, verification, and shield checkpoints toward a secure financial vault.

Featured · Playbook

Customer Acquisition in Financial Services: Trust First

The growth playbook for a category where the product, risk checks and first conversion are the same funnel.

Rishikesh RanjanAug 24, 20266 min read

Read the article

Featured · Essay

Why Personal Finance Apps Fail at User Retention

A dashboard earns the next session only when it changes what someone does with their money.

Rishikesh RanjanAug 22, 20267 min read

Read the article

Featured · Playbook

Loyalty Programs and Retention: What Transfers to SaaS

The research on loyalty programs is good, large, and almost entirely about retail. Here is the part that survives the move to software.

Rishikesh RanjanAug 8, 20265 min read

Read the article

Latest from the lab

All articles

A friend’s recommendation leads to a qualifying deposit and card activation, followed by an open question about the next payday.

Customer Acquisition in Financial Services: Chime Pays for the Payday

The referral qualifies after a deposit and card activation. The next payday is the test for teams comparing it with paid acquisition.

TeardownOct 1110 min read

A conceptual phone download receipt leads through identity, eligibility and funding to a customer relationship.

Customer Acquisition in Financial Services: Cheap Installs Can Cost More

Define the financial relationship your acquisition budget buys, then compare channels on the same customer event and clock.

EssayOct 88 min read

Diagram contrasting paid reach with an eligible first bill and the next card payment as the return event.

CRED’s Rewards Show Why Paid User Acquisition Has to Earn the Second Bill

The reward can win a first payment. The recurring bill reveals whether the product earned a place in the member’s financial routine.

TeardownOct 49 min read

Illustrated path from fee and eligibility promise through a phone store view to an approved first action.

Fintech Mobile App User Acquisition: Prove the Promise Before the Install

A practical path from an honest offer to an approved first action, with the cohort math that keeps cheap installs in perspective.

PlaybookOct 111 min read

A schematic creator video leads to a buyer’s own useful video, with a verified referral payment returning to the creator.

HeyGen’s Paid User Acquisition: Buy the Demonstration

The creator channel connects a visible output to a paid referral. Its economics depend on the audience, the first task, and how long commission lasts.

TeardownSep 279 min read

Conceptual illustration of a call transcript passing through a cloud workstation into a customer record and draft, with a person approving the result.

Grok Bot’s Real Test Is the Handoff

The agent idea is familiar. The advantage may come from how little work a person has to do to hand over a recurring job.

EssaySep 265 min read

An editorial diagram shows a voice note captured on a phone, an agent draft reviewed by a person, and an approved update arriving in a CRM record.

Mobile User Acquisition for Workflow AI: Prove the Handoff

A playbook for buying one cohort around a phone-sized job and tracing it through agent review, durable output, and the next real task.

PlaybookSep 2410 min read

A luminous blue moth and invitation symbols travel through a dark lab toward a reviewed work artifact, while weaker signals fall away before the approval point.

Paid User Acquisition for AI Agents: Manus Shows the Curiosity Trap

A viral launch can buy a first task. It cannot buy the confidence that makes an AI agent worth returning to.

TeardownSep 209 min read

A carrier offer and announced Firefox placement point toward Mistral, while an unmeasured bridge separates potential reach from direct Vibe use.

Mistral's User Acquisition Bet: Borrow the Surface, Earn the Return

Le Chat's launch spike came alongside borrowed distribution. Vibe and the planned Firefox placement show why owning the next user action is harder.

TeardownSep 189 min read

Browse all 137 articles

Growth teardowns

View all

A microphone sends a green voice waveform through several translucent application windows and back around a repeat-use loop.

Wispr Flow Growth: Activation Beats Launch Hype

The durable lesson is cross-app first use, not funding, waitlists, or a viral launch.

TeardownApr 611 min read

The Trojan Horse Playbook: How Ramp Built $32B on a Loss Leader

The razor-and-blade playbook that turned thin interchange margins into $1B revenue and 30%+ software profit.

TeardownMar 288 min read

Loom Growth Teardown: Chrome Extension to $975M Exit

3 pivots, a COVID growth hack, 25M users at $2/year revenue, and a post-acquisition meltdown. The real story behind Loom's billion-dollar journey.

TeardownMar 2311 min read

How Figma Walked Away from $20 Billion and Built Something Worth More

From Thiel Fellowship dropout to $1B revenue, IPO, and the AI credit bet that could define the next decade of design.

TeardownMar 128 min read

How ElevenLabs Hit $330M ARR: The Three-Platform Flywheel That Conquered Enterprise AI

The ElevenLabs GTM Playbook. How a PLG Voice Platform Conquered 41% of Fortune 500 Companies.

TeardownMar 99 min read

$300M in 11 Months: The Rise and Reckoning of Higgsfield AI

How Higgsfield AI hit $300M ARR in 11 months with multi-model aggregation, influencer distribution, and extreme shipping velocity, then faced a reputation crisis.

TeardownMar 514 min read

How Gamma Turned a 95% Drop-Off into $100M ARR

How Gamma turned a 95% drop-off rate into $100M ARR and a $2.1B valuation with 50 employees, 5 growth strategies you can steal.

TeardownFeb 287 min read

How Midjourney Hit $500M ARR With Zero VC and Zero Marketing

How an 11-person team with zero VC and zero marketing budget built a $500M revenue machine on Discord.

TeardownDec 1713 min read

How Cursor AI Hacked Growth and Re-Wrote Growth Playbook for Dev-Tools!

From Hack-Weekend Project to $200M ARR.

TeardownJun 2215 min read

Playbooks to put to work

View all

User signals travel through five mechanical checkpoints before splitting into a small learning lane and a verified scale lane.

Paid User Acquisition for AI Agents: Pass Five Gates Before You Scale

Decide whether to wait, buy one learning cohort, or scale by testing completed work, return behavior, reliability, contribution economics, and signal quality.

PlaybookSep 189 min read

A research evidence chain connects consent and source, a verified transcript, an evidence unit, a finding with caveats, and the final decision and owner.

Research Record Checklist: Keep Every Finding Recoverable

A one-page operating record for consent, transcript corrections, evidence units, interpretation, access, retention, and handoff.

PlaybookSep 1810 min read

An editorial 3D scene shows a phone, a search query, an answer card, a saved collection, a return path, and a decision gauge.

Mobile App User Acquisition for AI Search Apps: Test the Return Loop First

A decision guide for buying installs only after an AI search app can prove a useful answer, saved context, and a reason to come back.

PlaybookSep 1710 min read

A long line of individual prospect figures passes through research cards, useful content, and conversation signals before reaching one calm launch light.

The Patient GTM Playbook: Start Months Before Launch

PlaybookSep 1611 min read

Proposed smart-plug setup journey: a box insert routes customers to download or open the app, pair the device, recover from blocked permissions, and send a command to a lamp.

Product Onboarding Starts Before the First Login

A practical playbook for getting connected-device customers from unboxing to a working product.

PlaybookSep 1610 min read

Marketplace Retention: Stop Measuring Both Sides as One

Every guide on this ranks tactics. None of them tell you which side of your marketplace is actually leaking.

PlaybookAug 86 min read

A laboratory balance and calipers compare matching blue and green data samples while mismatched yellow shapes remain separate.

SaaS Growth Benchmarks: Match the Cohort First

A benchmark helps only after you match the metric, cohort, period, and commercial profile.

PlaybookAug 810 min read

Hiring a Customer Acquisition Consultant: Costs and Traps

I sell this service, so I am going to do the thing none of the pages ranking for it will do and put a number on it.

PlaybookAug 76 min read

Customer Retention Cost: Formula, Example, and CAC Ratio

Everyone tells you there is no benchmark for this metric. Nobody tells you why, or what to compare it against instead.

PlaybookAug 75 min read

Ideas and perspectives

View all

U.S. adult adoption differs from daily activity: Pew 2025 TikTok ever-use 37% versus daily use 24%; X ever-use 21% versus daily use 10%. Separate survey samples.

42 Social Media Marketing Statistics for 2026: Reach Is Only the Starting Point

Cross-platform usage, engagement, advertising, and customer-care figures for a budget that matches the job.

EssayOct 712 min read

Two separate Socialinsider business-page findings: overall engagement rate rose 8% in its format comparison; average video views fell 36% in its video comparison.

46 LinkedIn Marketing Statistics for 2026: What B2B Benchmarks Really Measure

Organic engagement, video distribution, buyer trust, and paid attribution with the denominator attached.

EssaySep 3014 min read

Three TikTok measures with different denominators: 2.21 billion reported potential adult ad reach in April 2026, roughly 10% lower Similarweb-tracked mobile app active use from September 2025 to February 2026, and 31.3% lower average video views in Metricool's matched sample.

60 TikTok Marketing Statistics for 2026: Ad Reach Grew While Views Fell

Current audience, organic content, advertising, search, and commerce data, with the measurement system attached.

EssaySep 2314 min read

A video ad signal passes through six separate measurement gates: impression, viewability, attention, completion, attributed conversion, and incremental outcome.

32 Video Advertising Statistics for 2026: Every View Has a Different Denominator

Current spend, cost, attention, and conversion data with the counting rules attached.

EssaySep 1813 min read

A YouTube measurement console separates four clocks: reach in people, viewing in views or hours, response in actions, and business outcomes in revenue or customers.

35 YouTube Marketing Statistics for 2026: TV, Shorts and ROI Don't Count the Same Thing

The newest audience, television, Shorts, advertising, shopping and marketer data, with the denominator attached.

EssaySep 1812 min read

Acquisition and retention share one set of unit economics: blended B2B SaaS CAC is about $900, the healthy LTV:CAC floor is 3:1, and keeping a customer is 5 to 7 times cheaper than winning a new one.

Customer Acquisition and Retention: How to Balance Both

Why acquisition and retention are one growth system, where they meet in LTV:CAC, and how to weight the two by stage.

EssayJun 285 min read

Customer Retention Metrics: The 12 That Matter Most

A reference to the customer retention metrics worth tracking: what each measures, what good looks like for SaaS, and which one to make your north star.

EssayJun 286 min read