Find the growth loop

To: Sam Okoro, Head of Growth From: Product Subject: Put both engineers on the respondent-to-creator loop

Recommendation

Assign both engineers to “Make a form like this” next quarter: one to a safe, reliable copy-to-editor experience; the other to attribution, experimentation, and activation measurement. Do not double paid search or build the referral programme. Keep existing template acquisition running, but do not make 200 new pages the engineering priority.

Our primary growth loop

Creators publish forms → respondents encounter Pollen → some become creators and publish → their forms reach more respondents.

The badge closes this loop. Templates and paid search feed creators into it, but are not themselves loops: team-written SEO pages require more team production, and paid acquisition requires more spend.

Using the supplied volumes, last month’s 40,000 forms generated approximately 4.8 million respondent encounters:

The badge is our largest acquisition source by activated creators and our strongest by next-month retention: 85%, versus 71% for templates and 64% for paid.

These badge totals assume the respondent volume is eligible to see the badge. Pro removes it, so we must measure actual badge exposure before treating these as forecasts.

Is it compounding?

It recirculates, but we have not demonstrated self-sustaining compounding.

At current rates, each active creator generates approximately 0.10 new publishing creators per monthly production cycle. Meanwhile, 22% of active creators do not return the next month.

A simplified replacement model therefore gives:

78% returning + 10% newly generated = 88% of the starting base.

The loop alone does not currently replace creator attrition. External acquisition can still grow Pollen, but that is different from autonomous compounding. This calculation is directional: publication, activation, and retention windows are not perfectly aligned, and future cohorts may retain differently.

The pilot is promising. Its click and publication rates imply 2.43 times as many new publishing creators per respondent:

• Current: 0.376 publishing creators per 1,000 respondents
• Pilot: 0.915 per 1,000

At unchanged volume, that would mean approximately 4,393 new publishing creators, versus 1,806 today. The same simplified replacement model reaches 78% + 24.4% = 102.4%—potentially crossing the self-sustaining threshold, but narrowly. Badge coverage, cohort maturity, retention, and repeat production could erase that margin.

Why this beats the alternatives

Paid search: Current spend is $79,800, or approximately $181 per publishing creator. Applying our overall upgrade rate and Pro lifetime, expected lifetime subscription revenue per publishing creator is only 9% × $20 × 14 = $25.20, before costs. Channel-specific monetization could differ, but the supplied economics do not justify scaling. Finance approval is not evidence of profitable growth.

More templates: They produce useful acquisition, but weaker activation and retention than the badge. We also have no evidence that 200 additional pages would reproduce existing traffic or conversion.

Referral credits: Paying for sign-ups rewards an intermediate action, invites low-quality referrals, and lacks pilot evidence. Revisit an activation-based incentive later.

Delivery and proof

Engineer 1: Build the contextual editor entry and reliable form-copy flow. Copy only permitted form structure—not respondent submissions, credentials, or integrations—and provide appropriate creator controls. Preserve Pro’s badge-removal benefit.

Engineer 2: Instrument exposure through publishing, next-month activity, downstream form distribution, and Pro conversion; run a persistent randomized test, clustered by source creator.

Our primary success metric is incremental creators publishing within 30 days per 1,000 eligible respondent encounters, not clicks or sign-ups. Target at least 2× control, with a statistically credible lift and no material deterioration in next-month retention.

Track form-completion rate, privacy complaints, Pro conversion, and badge-removal behavior as guardrails. Validate the pilot’s reported 30-day activation on mature cohorts; a two-week pilot alone cannot establish that outcome for every participant.

Finally, follow acquired creators’ subsequent publishing and respondent reach. Declare compounding only when mature production cohorts show that returning creators plus loop-generated creators consistently exceed the starting base without increased external acquisition.

MEMO

To: Sam Okoro, Head of Growth From: Product Management Date: May 24, 2024 Subject: Q3 Growth Engineering Allocation & Loop Analysis

Sam,

Ahead of Q3 planning, I analyzed our acquisition data to determine where we should allocate our two growth engineers.

The short answer: Both engineers should be dedicated to Idea #4 (the "Make a form like this" badge upgrade). It is the only option that pushes our primary viral loop past its tipping point into true compounding growth.

Here is the math behind where we stand today and why this is our highest-leverage move.

---

1. Our Primary Growth Loop (and Why It Isn’t Compounding Yet)

Our primary growth engine is our viral badge loop: Active Creators $\rightarrow$ Publish Forms $\rightarrow$ Collect Responses $\rightarrow$ Respondents Click Badge $\rightarrow$ Sign Up $\rightarrow$ Publish Forms.

Last month, this loop generated 59% of all new active creators (1,806 published creators via the badge, compared to 840 from SEO templates and 441 from paid search). Badge-acquired creators also have our highest activation rate (38%) and highest next-month retention (85%).

However, this loop is currently sub-critical (not compounding).

To compound, our net growth rate must exceed our monthly creator churn. Here is the math on last month’s performance: * Free Creators: Of our 18,000 active creators, 9% (1,620) upgraded to Pro, removing the badge. That leaves 16,380 free creators driving the loop. * Impressions: At an average of 2.22 forms per creator (40k / 18k) and 120 respondents per form, each free creator generates 266.7 badge impressions. (4.37M total impressions across the free base). * Conversions: 4.37M impressions $\times$ 0.9% CTR = 39,312 clicks $\times$ 11% signup rate = 4,324 signups $\times$ 38% publish rate = 1,643 new active creators. (Note: Even if Pro forms carried badges last month to yield 1,806 new creators, the per-creator math remains the same). * The Viral Factor ($K$): 1,643 new creators / 16,380 free creators = 0.10 new creators per active free creator per month.

The Churn Problem: We lose 22% of our active creators each month (78% retention), and another ~9% upgrade to Pro and exit the viral loop. Because our viral generation rate (+10%) is lower than our loop attrition (-22% to -31%), the loop is decaying on its own. Right now, our total creator base is only growing because we prop it up with linear channels (SEO and Paid Search).

---

2. Evaluating the Four Ideas

1. Double Paid Search Budget (Pass — Negative ROI) * We pay $38 per signup, and 21% publish. That is a $181 CAC per active creator. * Only 9% of active creators upgrade to Pro ($20/mo for 14 months = $280 LTV). That means our expected LTV per active creator is only $25.20 ($280 $\times$ 9%). * Verdict: We are losing ~$155 on every active creator we buy. Not only does this not require engineering, we should actually talk to Finance about cutting this spend, not doubling it.

2. "Build our SEO Loop" with 200 Template Pages (Pass — Not a Loop) * Because our team writes these pages rather than our users, this is a linear content marketing funnel, not a compounding loop. * Furthermore, template signups have our worst activation rate (14% publish vs. 38% for the badge) and mostly calls on content/design resources, not engineering.

3. Referral Programme for $10 Pro Credit (Pass — Low Leverage) * Only 9% of creators care about Pro features enough to pay for them; for the other 91% on our free tier, $10 in Pro credit is an weak incentive. Building a referral ledger and billing integration will easily eat two engineers' quarter for an unproven, likely tiny audience.

4. "Make a form like this" Badge (WIN — Pushes Loop to Compounding) * By dropping respondents straight into an editor with a cloned template, our 500-form pilot radically improved the funnel: CTR jumped from 0.9% to 1.6% (+78%), and the publish rate jumped from 38% to 52% (+37%). * New Loop Math: 266.7 impressions per creator $\times$ 1.6% CTR $\times$ 11% signup $\times$ 52% publish = 0.244 new active creators per free creator each month. * Even accounting for the 9% of creators who upgrade to Pro and remove the badge, every active creator now generates 0.222 new creators/month. Combined with the higher retention of badge cohorts (85%, or only 15% churn), our viral inflow (+22.2%) finally outpaces cohort churn (-15%). This makes Pollen self-sustaining and genuinely compounding. * Rolling this out across 40,000 forms next month will take our monthly badge-driven active creators from ~1,800 to ~4,390 (+2,590 net new creators/month), adding ~$65,000 in new LTV every single month from Month 1.

---

3. Recommendation & Success Metrics

Put both engineers on Idea #4 to build the form-cloning architecture, handle privacy/sanitization (ensuring respondent data isn't copied over with the form structure), and ship the new badge UI to 100% of free forms.

How we’ll know it worked (Success Metrics for Q3): 1. Badge CTR: Sustains at $\ge 1.5\%$ across all free forms (up from 0.9%). 2. Signup-to-Publish Rate: Sustains at $\ge 50\%$ within 30 days for badge signups (up from 38%), without cannibalizing the 11% click-to-signup rate. 3. Guardrail Metric: Creator complaint/churn rate remains flat (verifying that original creators don't mind having their form structures cloned). 4. North Star Impact: Monthly new published creators from the badge increases from ~1,800 to >4,000/month within 30 days of full rollout.

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.