Find the growth loop

MEMO

To: Sam Okoro, Head of Growth From: Product Management Date: Current Subject: Engineering Allocation for Next Quarter: Doubling Down on Our Primary Growth Loop

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Executive Summary

Our primary growth engine is our product-led viral loop (forms $\to$ respondents $\to$ badge clicks $\to$ creators $\to$ new forms). While powerful, it is currently amplifying, not self-compounding ($K < 1.0$).

Both engineers should be dedicated to Idea 4 (“Make a form like this”). The pilot proved a 143% lift in publishing creators from our highest-volume, highest-retention channel. Conversely, Paid Search is deeply unprofitable, SEO templates are editorial rather than engineering work, and referrals solve an acquisition problem we can address organically for free.

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1. Our Primary Growth Loop & Why It’s Not Yet Compounding

Our primary growth loop is driven by the form badge:

$$\text{Active Creators} \longrightarrow \text{Published Forms} \longrightarrow \text{Respondents} \longrightarrow \text{Badge Clicks} \longrightarrow \text{Sign-ups} \longrightarrow \text{Publishing Creators}$$

Current Monthly Metrics (Badge Loop): * 4.8M respondents ($40\text{k forms} \times 120\text{ respondents}$) * 43,200 clicks ($0.9\%$) $\to$ 4,752 sign-ups ($11\%$) $\to$ 1,806 new publishing creators ($38\%$) * Retention: Badge creators have our highest month-two retention (85%, vs. 71% for SEO and 64% for Paid).

Is it compounding? No—not in the runaway sense. * Each active creator publishes $\approx 2.22$ forms, reaching 267 respondents. * At baseline conversion rates, one publishing creator generates only 0.10 new publishing creators per cycle ($267 \times 0.009 \times 0.11 \times 0.38$). Even accounting for creator lifetime retention, the viral factor ($K$) remains well below $1.0$. * The loop is an amplifier of other top-of-funnel acquisition, but it cannot sustain compounding growth on its own without steady top-of-funnel inputs. To move closer to a true compounding state, we must dramatically increase loop velocity and cycle conversion.

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2. Evaluation of the Four Ideas

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3. Engineering Allocation: 100% to Idea 4

We should allocate both engineers to productionize and optimize “Make a form like this.”

This is an architectural and UX challenge, not a copy change: 1. Sanitized Form Duplication: Automatically clone questions, logic, and layout while stripping respondent data, webhooks, and private settings. 2. Instant Preview & Onboarding Editor: Drop users directly into a pre-populated editor session before forcing account creation to preserve the pilot's 52% activation rate.

Expected Impact: * Monthly badge publishing creators will increase from 1,806 to 4,393 (+143%). * Revenue impact: 2,587 incremental publishers $\times 9\%$ Pro conversion $\times \$280\text{ LTV} =$ \$65,190 in incremental LTV added per month ($\approx \$780\text{k annualized}$), with zero marginal ad spend. * It raises our loop factor ($K$) from $\approx 0.10$ to $\approx 0.24$ per cycle, dramatically accelerating organic compounding.

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4. How We'll Know It Worked

We will run a 50/50 randomized split test across all active forms.

#### Primary Success Metric * New 30-Day Publishing Creators generated per 100,000 respondents (Baseline: 37.6 $\to$ Target: $\ge 91.5$).

#### Guardrail & Funnel Metrics * Badge Click-Through Rate: Maintain pilot performance at $\ge 1.6\%$. * Sign-up Conversion: Maintain baseline at $\ge 11\%$. * 30-Day Publish Rate: Maintain pilot performance at $\ge 52\%$. * Form Quality Guardrail: Ensure month-two retention for cloned-form creators matches or exceeds the 85% badge baseline. * Pro Conversion Rate: Confirm downstream Pro upgrade rate stays constant at $\approx 9\%$.

To: Sam Okoro, Head of Growth From: [PM], Growth Re: Our growth loop, and where the two engineers should go next quarter

Summary: Our primary loop is the badge. Today it does not compound, and the active creator base is shrinking. The "Make a form like this" pilot is the only one of the four ideas that could make it compound. Both engineers should ship it properly, with a holdout. We should not double paid search.

1. The loop

Creators publish forms → respondents see the badge → some respondents become creators → they publish forms.

Last month the loop worked like this: - 40,000 forms × 120 respondents = 4.8M respondents - 0.9% clicked the badge = 43,200 clicks - 11% of clicks signed up = 4,752 sign-ups - 38% of sign-ups published = 1,806 new publishing creators

The badge is our largest source of creators. Templates produced 840 publishers and paid search 441. Badge creators also retain best: 85% are active the next month, against 71% for templates and 64% for paid.

2. Is it compounding? Not yet.

Each active creator produces about 267 respondents a month, which yields 0.10 new publishers per creator per month. With 78% monthly retention, a creator stays about 4.5 months. Over that lifetime, each creator brings in about 0.46 new creators.

A loop compounds only when this number exceeds 1. At 0.46, the badge amplifies our other channels by about 1.8×, but it cannot sustain itself.

The overall picture is worse: - We keep 14,040 of last month's 18,000 active creators. - We add about 3,100 new publishers. - That gives about 17,100 active creators, a 5% monthly decline. - At current rates the base settles at roughly 10,700 creators.

This assumes the 78% retention figure covers the whole base, which is how I read the data.

3. The four ideas

Double paid search: no. - Each sign-up costs $38. Only 21% publish, so each publishing creator costs about $181. - Each publisher is worth about $25 in revenue (9% upgrade × $20 × 14 months). - Adding the loop's downstream creators raises that to only about $46. - Doubling spend would add about 440 publishers a month for an extra $80k a month, and cost per sign-up usually rises with spend. - This idea doesn't need engineers. I'd ask Finance to hold the budget rather than spend it because it's approved.

200 more template pages: not now. - This is not a loop, because new creators don't create more pages. Our team writes them, so output grows only as fast as we write. - We don't know how many pages produce today's 6,000 sign-ups, so we can't estimate the yield. - Templates publish at only 14%. - This is mainly content work, not engineering work.

Referral credit: no. - It rewards sign-ups, not publishing, which invites low-quality and fake sign-ups. - $10 of Pro credit means nothing to the 91% of creators who never upgrade.

"Make a form like this": yes. The pilot changed every stage of the loop:

At network scale, that would mean about 4,400 badge publishers a month instead of 1,800. Each creator's lifetime yield would rise from 0.46 to about 1.1, so the loop would start to compound. Next month's active base would be about 19,700 instead of 17,100.

The margin is thin. The loop reaches the break-even of 1.0 at 0.83 publishers per 1,000 respondents. The pilot beat that by only about 10%. We also need to treat the pilot result with caution: - It covered 500 forms, which may not be representative. - It ran for two weeks, so check whether the 30-day publish window had fully elapsed. - We have no next-month retention data for these creators. People who copy a form may be less committed than people who build one.

4. What the engineers build

1. Staged rollout with a 20% holdout of forms on the old badge, randomised by form and run for at least 8 weeks so we see 30-day publishing and next-month retention. 2. Creator controls and safety: - Copies take the form structure only, never responses. - Creators can turn off copying for sensitive forms. 3. Instrumentation for each stage: click, sign-up, publish, next-month activity, and Pro upgrade. Results should be split by form type so we learn which forms spread best.

5. How we'll know it worked

Primary metric: new publishing creators per 1,000 respondents, treatment vs holdout. - Ship to 100% if it stays at or above 0.83, the level needed for the loop to compound. - Below about 0.6, the change is still positive but the loop won't compound. We would keep it and look for other levers.

Quality checks: - Next-month retention of copy sign-ups should be at least 70%. If it falls much lower, the extra volume won't last. - The upgrade rate of these creators to Pro should be close to 9%.

Guardrails: - Form completion rate is unchanged. - Creator complaints and copy opt-outs are low. - Pro upgrade rate across the base is unchanged.

Business outcome: the active creator base grows month on month by the end of the quarter, instead of falling about 5%.

Bottom line: paid search and templates rent growth one sign-up at a time. The copy-this-form change is our one realistic chance to make growth compound, and a proper rollout will tell us within a quarter whether it does.

MEMORANDUM

TO: Sam Okoro, Head of Growth FROM: Product Manager, Pollen DATE: March 30, 2026 SUBJECT: Growth Analysis & Q3 Engineering Allocation

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1. Our Primary Growth Loop and Compounding Status

Pollen’s primary growth loop is the Viral Product-Led Growth (PLG) Badge Loop.

Here is how it functions: 1. Creation: A creator builds and publishes a form on Pollen. 2. Distribution: Creators send their forms out, generating an average of 120 respondents per form (40,000 forms $\times$ 120 = 4.8 million monthly respondent impressions). 3. Acquisition: 0.9% of those respondents click the "Made with Pollen" badge, and 11% of those clickers sign up. This currently yields approximately 4,752 sign-ups per month at zero media cost. 4. Activation & Retention: 38% of those sign-ups publish a form within 30 days, and 85% of those active creators retain into the following month, immediately re-feeding the top of the loop.

Is it compounding? Yes, it is structurally a compounding loop, but its current compounding velocity is fragile. Because our monthly creator retention is strong (78% overall, and 85% for badge cohorts), every cohort of users added to the system continually outputs thousands of new forms, generating millions of new respondent impressions month after month.

However, the loop’s current conversion efficiency means it is barely breaking even with natural churn. To accelerate compounding, we need to increase the velocity of respondents turning into active creators. That brings us to our Q2 engineering allocation.

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2. Where the Two Engineers Should Go

We have four ideas on the table. We should allocate both engineers to Idea 4: Replace the badge with 'Make a form like this' (Cloning Loop).

Here is why we must reject the other three: * Idea 1 (Double Paid Search): Generates 2,100 sign-ups at $38/ea ($79.8k/month additional spend). While profitable over a 14-month Pro lifespan (9% conversion $\times$ $20/mo $\times$ 14 mos = $25.20 LTV vs. $38 CAC—wait, our LTV is actually around $252, making CAC look fine on paper), paid search yields lower activation (21%) and worse retention (64%) than organic loops. It is linear growth, not compounding. * Idea 2 (200 SEO Template Pages): Good, but it relies on static editorial content. It lacks a viral coefficient and has a lower activation rate (14%) and month-2 retention (71%) than the badge loop. * Idea 3 (Referral Programme): A $10 Pro credit is structurally misaligned for a product where 91% of our base is on a free tier. Free users cannot easily utilize Pro credits, rendering this incentive largely inert for the vast majority of our creators.

Why Idea 4 is the clear winner: The pilot data for "Make a form like this" is exceptional. By reducing friction and showing respondents a working replica of the exact form they just successfully interacted with, we saw: * Badge clicks nearly doubled: From 0.9% to 1.6%. * Sign-up rate held steady: 11% conversion. * Activation surged: 52% of sign-ups published within 30 days (up from 38% on the old badge).

This isn't just an incremental tweak; it transforms our passive watermark into an active, high-intent replication engine. It directly attacks the weakest link in our primary loop (activation) while supercharging top-of-funnel discovery.

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3. How We Will Know It Worked (Success Metrics)

We will roll this out to 100% of published forms on day one of the quarter. We will measure success across three core KPIs over a 60-day post-launch window:

1. Primary Metric (Loop Velocity): Monthly Free-to-Published Creator conversion from badge traffic. Target: A sustained lift in 30-day activation from the baseline 38% toward the pilot’s 52% benchmark.
2. Secondary Metric (Top-of-Funnel Conversion): Respondent-to-sign-up volume. Target: Maintain or exceed the pilot's 1.6% click-through rate across our full 4.8M monthly respondent pool, yielding ~8,400 sign-ups/month from the badge alone (nearly double current output).
3. Downstream Revenue Impact: Monthly Recurring Revenue (MRR) added via Pro upgrades from this specific acquisition channel. Target: Since 9% of publishing creators upgrade to Pro ($20/mo), the uplift in activated creators from this loop must translate directly to an accelerated net-new Pro ARR growth rate compared to Q1.

Put both engineers on Idea 4. Let's compound the loop.