Diagnose a retention problem

To: Maya Lind From: [Staff PM] Re: Retention diagnosis and where we're actually losing revenue

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Bottom line

Retention did not collapse in March, and education is not in freefall. The March drop comes from a change in how we count active accounts. The education dips follow the school calendar. The data doesn't support Notion AI as the driver either: it launched five months after the March drop and shows up in 6% of exit responses.

We do have a real problem, and it's in mid-market. Since the 15 May price rise and seat audit, mid-market accounts have been removing seats faster than we add revenue. The segment went from growing about $10k MRR a month to shrinking slightly. It is now about $40k MRR (about $475k ARR) below where it was heading, and the excess seat removals haven't stopped.

I recommend we don't put two squads on an AI assistant yet. Put one on mid-market pricing and seat value, and one on SMB adoption.

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1. What isn't happening

The March "collapse" is a metric redefinition. On 2 March the dashboard changed "active" from logged in within 30 days to created or edited a page within 30 days.

• Active accounts fell from 2,697 to 2,176 (−19%, your "fifth") in exactly that month.
• Paying accounts rose every single month, from 3,170 in January to 3,474 in September.
• The active share dropped evenly in every segment at once, which is the signature of a definition change rather than customer behaviour:

Since March the active share has been flat. The bar went up and nothing has deteriorated against it.

Education is seasonal, not in freefall. Education active accounts fell to 293 in June and 201 in July, then recovered to 461 in September. That September share (69%) matches March. Paying education accounts grew every month, from 610 to 669. Teachers don't edit pages in July.

August renewals did cost us something. Education churned MRR was $3,925 against a normal ~$900, so about $3k MRR (~4% of the segment) went at renewal. We have no August 2025 figure to compare against, so I can't yet say whether that's worse than usual. Education MRR still ended September at $72.2k, up 18% since January.

Notion AI isn't visible in the data. - It launched on 3 August, five months after the March drop. - "Switched to Notion" accounts for 5 of 79 exit responses (6%): 4 SMB and 1 mid-market. Education has none (2 cited Google Workspace). - Total company MRR grew from $543k in January to $640k in September, up 18%.

Notion is a competitor to watch, but it isn't what is costing us money today.

2. What is happening

Mid-market: price rise plus seat audit, both on 15 May

On 15 May we raised mid-market from $12 to $15 per seat (+25%). On the same day we gave admins a one-click way to remove seats with no activity in 60 days.

Three things stand out:

• Customers aren't leaving. Churn is flat and paying accounts keep rising. Instead, customers are cutting seats.
• Excess contraction since May totals ~$63k MRR, measured against the $2.4k baseline. The price rise added only a one-off ~$23k of extra expansion. The net loss is ~$40k MRR. This matches the gap between actual September MRR ($322k) and the pre-May trend (~$361k).
• It isn't a one-time cleanup. September contraction is still 5.5× baseline. We're losing roughly $11k MRR a month above normal, which adds about $130k ARR of loss each month it continues.

The exit survey points the same way: 11 of 15 mid-market leavers cite "too expensive per seat after the price change."

My read is that the two changes reinforce each other. We made each seat 25% more expensive and, on the same day, handed admins a list of idle seats with a delete button. I can't yet separate the two effects. That's the first thing to measure.

SMB: stable, but a persistent leak we can fix

SMB is steady. MRR is growing about $3.6k a month and churn is flat at about $7.5k a month. Still, that's ~3.1% of SMB MRR lost every month, roughly a third a year, and it's our largest absolute churn.

Of 44 SMB exit responses:

Adoption is the biggest reason we can actually act on. It fits a broader signal: about a third of paying accounts don't create or edit anything in a given month.

Education: winnable lapses

Of 20 education exits, 12 said "end of academic year, will review." These are deferrals, not rejections, and we should win them back before term starts. Another 6 cited budget cuts.

3. Recommendations

1. Squad 1: mid-market pricing and seat value (urgent). - Within two weeks, split contraction by source: seat-audit removals versus other seat reductions. - Interview 10–15 contracting accounts. - Options to test: - Make the audit default to "reassign" or "nudge user" rather than "remove". - Offer annual or volume pricing to soften the per-seat increase. - Introduce a cheaper light or viewer seat. - Proactively offer at-risk accounts a temporary rate. - Target: bring contraction back toward ~$3k a month.

2. Squad 2: SMB activation. - Focus on first-30-day team adoption: invites, templates, a first shared project. - Measure success as the active share in month two and SMB churn.

3. AI assistant: discovery, not two squads. - Run a small spike or customer research. - Track Notion mentions in exit surveys from August onward. - Revisit next quarter if "switched to Notion" or AI-related reasons start rising.

4. Education win-back. - Contact the 12 "will review" accounts now. - Pull August 2025 renewal churn to judge whether this year's ~$3k was unusual.

5. Fix the dashboard. - Restate January–February on the new active definition, or annotate the break, so nobody reads March as a collapse again. - Show education with a year-on-year view.

4. Caveats

• The exit survey is undated, single-choice and small (79 responses). We can't see whether Notion mentions rose after August. Responses should carry a date going forward.
• The recorded price uplift (~$23k) is smaller than a full 25% on ~$309k of MRR would imply (~$77k). Finance should confirm how the increase was booked. If some of it was netted into contraction, the mid-market loss could look somewhat different.
• Education accounts rose in August even as churned MRR quadrupled. The account and MRR files may count things differently, and they need reconciling.

None of these caveats change the conclusion: no March collapse, no education freefall, no evidence yet of a Notion problem, and a real, ongoing mid-market seat loss we caused ourselves and can fix.

To: Maya Lind From: Staff PM Re: What is happening to retention, and what we should do about it

Bottom line

Retention did not collapse in March, and education is not in freefall. The "fifth" drop in active accounts comes from a metric redefinition. The real leak is in mid-market, where our May price increase and seat audit launched together and revenue has stalled since. I recommend we don't staff two squads on an AI assistant yet. Put one squad on mid-market pricing and seats and one on SMB activation.

1. March was a metric change, not churn

On 2 March the dashboard changed "active account" from "logged in within 30 days" to "created or edited a page within 30 days." Active accounts fell from 2,697 in February to 2,176 in March (−19%), which is the drop you saw. Everything that measures money or contracts says nothing happened:

• Paying accounts rose in every segment in March (total 3,208 → 3,246).
• Total MRR rose 2.6% in March ($573k → $588k), and every segment grew.
• Churned MRR in March was in line with January and February in every segment.

The new definition simply counts fewer accounts as active. The active-to-paying ratio stepped down once and then held: education 86% → 69%, SMB 82% → 65%, mid-market 90% → 73%. The January–February numbers need restating on the new definition. Until then, no one should compare across March.

2. Education is seasonal, with one modest renewal bump

Education "active" fell to 293 in June and 201 in July, then recovered to 296 in August and 461 in September (69% of paying, against 68–70% in March–May). That's a school-year pattern. We have no prior-year data to confirm it, so I'm inferring it from the academic calendar. Education paying accounts and MRR never fell off a cliff.

The one real event is August, the renewal month. Churned MRR was $3,925 against a normal ~$910, so about $3,000 MRR (~$36k ARR) of excess churn. September MRR ($72.2k) is already above July's. Exit reasons are end of academic year (12 of 20), budget cuts (6), and Google Workspace (2). None cite Notion.

One thing to reconcile: education paying accounts rose in August even as churned MRR quadrupled. Either the churn was seat reductions rather than lost accounts, or the account count lags.

3. Notion AI: no evidence yet

Notion launched its assistant on 3 August, five months after the "collapse," so it can't explain March. Since then:

• SMB and mid-market churned MRR in August and September is flat against the prior months.
• Only 5 of 79 exit responses (6%) say "Switched to Notion": 4 SMB, 1 mid-market, no education.

Two months of data is early, and the survey is undated, so I'd watch this rather than rule it out. But it doesn't support a two-squad bet today.

4. The real problem: mid-market, since 15 May

Two changes shipped on 15 May. The plan price rose from $12 to $15 per seat (+25%), and admins got a seat-audit page with one-click removal of seats inactive for 60 days.

May's net figure is inflated by a $31.6k expansion spike, which is the price increase hitting bills. After that, contraction ran 5–9× normal for five straight months. Churned MRR did not move (~$2.7k a month throughout), and mid-market paying accounts kept growing (435 → 460). So we're not losing logos. We're losing seats within accounts that stay. That is my inference from the contraction pattern, and the account-level data should confirm it.

Mid-market grew about $10.3k MRR a month before May. It has been flat since. Against that trend, September MRR should have been ~$360.6k and was $321.9k:

• Gap: ~$38.6k MRR, or ~$0.46M ARR (about 6% of our $640k MRR).
• It grows by roughly $10k MRR every month the pattern continues.

The exit survey agrees: 11 of 15 mid-market cancellations cite "too expensive per seat after the price change." The survey only covers cancelled accounts, so it misses the seat removals, which are the larger leak.

I suspect customers were paying for shelfware. The price rise made them look, and the audit tool made trimming a single click. Some of that contraction is a correction we'd have faced eventually. But we shipped both changes on the same day, so we can't separate the two effects today.

Two open questions: (a) the price increase booked only ~$23k of excess expansion, far less than 25% of a ~$309k base, so I want to confirm whether all accounts have been repriced or some are grandfathered; and (b) how much of the contraction is seats with zero activity versus active seats cut for cost.

5. Second leak: SMB activation

SMB loses the most revenue in absolute terms. Churned MRR runs ~$7.4k a month, about 3.2% of segment MRR monthly, or roughly $1.07M ARR a year. It's masked because new business (~$9–10k a month) covers it. Exit reasons (44 responses):

• Didn't get the team to adopt it: 17 (39%)
• Company closed or downsized: 14 (32%, not addressable)
• Too expensive: 9 (20%)
• Switched to Notion: 4 (9%)

SMB also has the lowest active ratio (65%). Applying the survey mix to churned dollars (a rough assumption from a small sample), adoption failures cost about $34k MRR, or ~$0.4M ARR, a year. That's roughly the same size as the mid-market gap, and it has nothing to do with AI.

Size of the problem

Recommendations

1. Fix the metric this week. Restate January–February on the new definition, show active rate (active ÷ paying) alongside the count, and stop reporting the March figure as churn. Owner: Data/Analytics.

2. Put one squad on mid-market pricing and seats. In two weeks, pull account-level data to split contraction into zero-activity seats versus active seats, by account size. Then run a controlled test across renewal cohorts. Options include: - a lower price (such as $13.50), or grandfathering existing accounts for 12 months in exchange for annual commitments; - a seat-band discount for larger accounts; - a "reactivate seat" flow in the audit page.

I'd keep the audit. Hiding unused seats would cost us trust, and the fix is to make the value of each seat clearer. I wouldn't revert the price blindly until we know whether the lost seats were active.

1. Put one squad on SMB activation. Focus on first-30-day adoption: invite flows, starter templates, and admin nudges when fewer than a set share of seats are active. A target of cutting adoption churn by a third is worth ~$0.13M ARR a year, and we'd see leading indicators in weeks.

1. Education: no product response. Customer Success should confirm the August cancellations and offer budget-constrained schools a renewal option. Also reconcile the account counts.

1. Hold the AI assistant decision until November. Add cancellation date, competitor, and free-text fields to the exit survey. If Notion-attributed churn or win/loss data shows a meaningful rise after August, we revisit with real evidence. A small discovery effort is fine, but not two squads.

To: Maya Lind Subject: March retention diagnosis and where revenue is actually at risk

Bottom line: The March dashboard cliff is real as a reported activity change, but it is not evidence that customer retention collapsed. The metric changed on March 2, and paying accounts and MRR continued to grow. There are real, more specific risks: SMB adoption, mid-market seat contraction after pricing and seat-audit changes, and education’s seasonal renewal cycle. The data does not support assigning two squads to an AI assistant on the premise that Notion AI caused a broad retention collapse.

What is—and isn’t—happening

Active accounts fell from 2,697 in February to 2,176 in March, down 19.3%. But on March 2, “active” changed from anyone logged in within 30 days to anyone who created or edited a page within 30 days. That stricter definition plausibly explains the abrupt drop: activity fell by roughly 18–20% in all three segments at once.

The more comparable evidence is what happened after the change. From March to September, active accounts rose from 2,176 to 2,320 (+6.6%): SMB rose 6%, mid-market 7%, and education 8%. SMB and mid-market activity rates were broadly stable over that period. These figures do not show an ongoing collapse—though we cannot make a clean February-to-March retention comparison without recalculating historical activity on one definition.

Education’s summer decline is pronounced: active accounts fell from 428 in March to 201 in July, then recovered to 461 in September. That pattern fits the academic calendar and renewal timing better than a continuous decline. Paying education accounts rose every month, from 625 in March to 669 in September. The activity metric is not the same as paid-account retention, so this is not proof that every education account is secure; it is evidence against calling education “in freefall.”

Revenue also contradicts the broad-collapse diagnosis. Ending MRR rose from $558.6K in January to $640.3K in September, up $81.7K (14.6%). Monthly churned MRR was generally about $10.6K–$11.4K from January through July, rose to $14.1K in August, then returned to $11.1K in September. There is no sustained March deterioration in these figures.

Where the real risks are

• Mid-market pricing and seat contraction: The mid-market plan price rose 25%, from $12 to $15 per seat, and a one-click seat-removal audit launched in May. Mid-market contraction MRR then reached $10.2K in May, $22.4K in June, $16.5K in July, and $12.5K in August, versus roughly $2.4K per month in the surrounding months. That is about $52K more contraction MRR over May–August than the surrounding run rate would suggest. It is a meaningful warning, but not $52K of confirmed churn: contraction may reflect customers removing idle seats, and the report does not isolate price effects from seat cleanup. Mid-market ending MRR was still $12.8K above April’s by September, after the price change and other movements.

• SMB adoption: In the exit survey, 17 of 44 SMB respondents cited failure to get their team to adopt Tandem—the largest single SMB reason. Another 14 cited company closure or downsizing, nine cited price, and four said they switched to Notion. This points to an adoption problem as well as some external business distress.

• Education renewals: Twelve of 20 education respondents said they would review at the end of the academic year; six cited budget cuts. Education churned MRR spiked to $3.9K in August, versus roughly $0.9K in most other months, then returned to $0.9K in September. Prepare for the renewal window rather than treating the summer activity trough as evidence of a year-round collapse.

The exit survey is a sample of 79 cancellations, not a representative churn-rate study. Only five respondents said they switched to Notion (four SMB, one mid-market), and the survey does not say they left because of AI. Notion’s August AI launch is too recent to explain the March dashboard break, and these data do not establish that it is driving the current losses.

Recommended actions

1. Fix the measurement first. Backfill the new activity definition, annotate the dashboard break, and report paid-account retention, logo churn, revenue churn, and usage separately by segment and renewal cohort.
2. Investigate mid-market changes account by account. Separate price increases, seat removals, and cancellations; quantify retained seats and renewal outcomes. Test targeted pricing or seat flexibility where value is at risk before considering a broad rollback.
3. Improve SMB activation. Focus on onboarding, team rollout, and early adoption signals; distinguish preventable adoption failures from business closures.
4. Run an education renewal plan ahead of the academic-year cycle, with early outreach and budget-sensitive renewal options.
5. Do not staff two AI squads on this diagnosis. If AI is strategically important, run a bounded customer discovery and prototype test, with evidence of demand and retention impact as a gate for further investment.