Diagnose a retention problem

To: Maya Lind, CEO From: Staff PM Re: Retention diagnosis and where we're losing revenue

Bottom line

The March drop is mostly a metric change, not customers leaving. Paying accounts rose every month. The real leaks are mid-market seat contraction after the May price change and seat audit, a steady SMB churn problem, and an August education renewal spike. Notion AI doesn't show up in the numbers. I don't think two squads on an AI assistant next quarter is the right bet. I'd fund one squad on SMB activation and fix the mid-market problem now.

1. What isn't happening

The March "collapse" is a definition change. On 2 March, "active account" changed from "logged in within 30 days" to "created or edited a page within 30 days." The dashboard shows the step in March and doesn't restate January and February. Paying accounts rose from 3,208 in February to 3,246 in March and reached 3,474 in September. Active accounts as a share of paying accounts were 84% in February. They were 67% in March and have stayed at about 67% since. The series is flat after the change, so it hasn't "failed to recover." It rebased.

Education isn't in freefall. Active education accounts dip in June–August (293, 201, 296) and recover to 461 in September, above March's 428. Paying education accounts grew from 625 to 669, and education MRR grew from $64k to $72k. We only have 2026 data, so I can't confirm the summer dip is seasonal, but the September recovery is clear.

Notion AI isn't visibly eating us. The AI assistant launched on 3 August, five months after the March step, so it can't explain March. Of 79 exit-survey responses, 5 cite Notion (4 SMB, 1 mid-market). Mid-market churned MRR was $2.7k in both August and September, in line with January–July. SMB churned MRR was $7.5k in August and September, also in line. The survey has no dates, so I can't rule out a Notion effect in a given month, but nothing in the MRR series changes after 3 August.

2. What is happening

A. Mid-market: the price change is costing more in seats than it's adding. - On 15 May the plan went from $12 to $15 per seat (+25%). The seat audit launched the same day, with a one-click "remove seat" action. - Logo churn hasn't moved. Churned MRR is $2.6–2.8k a month before and after. Eleven of 15 mid-market exits cite price. - Contraction jumped from about $2.4k a month to $10–22k: $10.2k in May, $22.4k in June, $16.5k in July, $12.5k in August, $13.2k in September. That's about $63k of excess contraction since May. - May expansion rose by about $23k, which is probably the price uplift. That's well short of the roughly $75k a full 25% increase on a ~$309k base would produce. Billing needs to confirm how the increase was applied. - Mid-market MRR peaked at $335k in May and has been flat at about $322k since July. Before the changes it was growing about $10k a month. Against that trend, it's about $37k MRR behind, roughly $0.45M ARR. - The export can't separate seat-audit removals from price-driven downgrades. We need to pull remove-seat events and plan changes separately.

B. SMB: a chronic leak, not a new one. - SMB churned MRR has been flat at $7.1–7.7k a month all year. In September it was 3.1% of starting MRR, or about $90k of ARR a year. - Of 44 SMB exits: 17 cite "didn't get the team to adopt it," 14 say the company closed or downsized, 9 say too expensive, and 4 switched to Notion. - Paying-but-inactive SMB accounts grew from 757 in March to 821 in September. That's the pool adoption work would target. - SMB is still growing: MRR is $246k, up 15% since January, because new MRR of $9.5–9.9k a month exceeds churn and contraction.

C. Education: one renewal cliff in August. - Churned education MRR was $3.9k in August against a typical $0.9k. That's about $3k of excess, roughly $36k ARR, in a single month. - Of 20 education exits: 12 say "end of academic year, will review," 6 cite budget cuts, and 2 switched to Google Workspace. - The 12 "will review" accounts are the live risk. Their decision is still open.

3. Size of the problem

Total MRR is up 18% since January, to $640k (about $7.7M ARR). The mid-market gap is an estimate, based on extrapolating pre-May growth, so treat it as a range rather than a precise figure.

4. What to do

1. Restate the active-account series before it goes anywhere else. Recompute January and February on the new definition, or show both. Drop the "retention collapsed in March" claim. (Data team, two weeks.)

1. Don't fund two AI-assistant squads yet. Fund one squad on SMB activation. Adoption is the largest controllable SMB exit reason, and the inactive-paying pool is growing. If the AI assistant can help new teams reach their first shared page, test it inside that squad's scope for six weeks against an activation metric. Fund a second squad only if that test moves activation.

1. Run a 30-day review of the mid-market price change and seat audit. Split contraction into seat removals and plan downgrades. Check whether the audit is removing seats customers still use. Options include making the audit recommend rather than remove, offering right-sizing at renewal, and protecting accounts that contract. Judge the price change on net MRR, not the headline uplift. Ask billing why the May step was about $23k rather than about $75k.

1. Work the education accounts now. Contact the 12 "will review" and 6 budget-cut accounts this month with a renewal offer, such as term or seat flexibility. Set up a renewal review about 60 days before each August cohort, so we're not finding out in the renewal window.

1. Fix the reporting. We need monthly logo churn by segment and renewal cohort, contraction reasons, and an exit survey with dates and a response rate. Right now 79 exit responses can't be matched to MRR movements, and the Notion share can't be measured by month.

To: Maya Lind, CEO From: Staff PM Subject: Retention diagnosis: a March measurement break, persistent SMB leakage, and a mid-market contraction problem

Recommendation

Do not commit two squads to an AI assistant on this evidence. March’s apparent collapse coincides with a changed activity definition, not a revenue-retention collapse. Education’s summer inactivity largely reverses, although August has a real renewal-season revenue loss. The actionable problems are persistent SMB attrition and a sharp increase in mid-market seat contraction after May’s pricing and seat-audit changes.

I recommend one squad on mid-market pricing/value retention and one on SMB team adoption, with a two-week diagnostic phase before selecting interventions. Keep AI to bounded discovery until we establish that it would address material, recoverable revenue loss.

What is—and isn’t—happening

1. March’s 19% activity drop is not evidence of collapsed retention

Total active accounts fell from 2,697 in February to 2,176 in March, down 19.3%. But on March 2, “active” changed from anyone logging in to anyone creating or editing a page. The dashboard crosses a measurement discontinuity; the persistently lower level does not establish persistently worse retention.

The financial evidence contradicts a March revenue-retention collapse:

• Paying accounts increased from 3,208 to 3,246.
• Total ending MRR increased from $573,323 to $588,463.
• Monthly net revenue retention was 99.4% in both February and March; gross revenue retention was approximately 97.2% in both.

Here, NRR = (starting MRR + expansion − contraction − churn) / starting MRR; GRR excludes expansion as well as new revenue. These are monthly movement-based measures, not tracked-cohort retention.

Growing account and revenue totals alone could hide churn behind acquisition. The stable retention measures are the stronger evidence. We still need historical activity recomputed under one definition to determine whether underlying engagement changed.

2. Education shows seasonality, plus a real August loss—not demonstrated freefall

Under the consistent post-March definition, education activity fell from 443 accounts in May to 201 in July, then recovered to 461 in September. Active/paying penetration was 69.3% in May and 68.9% in September. That pattern fits the academic calendar, though one year cannot establish normal seasonality.

There is a genuine financial signal: August churn was $3,925 MRR, versus roughly $900 in other months—about $3,000 above that baseline. August NRR was 95.0%, and ending MRR fell by $1,417 despite new sales and expansion. September MRR recovered to $72,211, above July, but acquisition does not prove the cancelled customers returned.

Most education contracts renew in August. We need renewal-due accounts and dollars, plus prior-year comparisons, to judge whether this is an abnormal renewal problem. August churn divided by all starting MRR is not an annual renewal-failure rate. The survey’s academic-year and budget explanations support investigation, not dismissal.

3. Mid-market is the new deterioration—and cancellation surveys miss its main mechanism

Mid-market contraction averaged $2,397 MRR/month in January–April. It rose to $10,239 in May, peaked at $22,351 in June, and remained $13,212 in September. Cancellation MRR stayed near $2,600–$2,800 monthly: the change is principally revenue shrinking within retained accounts, not more whole-account cancellations.

Two changes launched together on May 15: a 25% seat-price increase and an audit with one-click removal of inactive seats. Both could contribute; this export cannot separate their effects or establish causation.

May’s expansion jumped to $31,585, pushing NRR to 106.0%. That should not be read as equivalent growth in customer usage: higher prices can create expansion dollars. NRR then fell to 95.1%, 96.8%, 98.0%, and 97.8% in June–September, versus approximately 101% before May.

During June–September, existing-account movements removed $40,585 of net MRR after expansion. New sales replaced $27,607, leaving ending MRR $12,978 below May.

Eleven of 15 mid-market cancellation respondents cited post-change seat pricing. That strengthens the pricing hypothesis, but the survey excludes retained customers removing seats—the central population we must investigate.

4. SMB is the largest persistent net revenue leak

SMB monthly NRR remained approximately 97.2%–97.6% throughout the period: not a March collapse, but sustained erosion masked by acquisition.

Of 44 SMB cancellation responses, 17 cited failed team adoption, 14 closure/downsizing, nine price, and four Notion. Adoption is the clearest product-addressable hypothesis; closure/downsizing may be less recoverable. These are respondent counts, not revenue-weighted or necessarily representative causes.

Size of the revenue problem

The January–September MRR movements reconcile as follows:

These are sums of recurring-revenue movement amounts, not recognized revenue lost during the period. Mid-market’s nine-month net figure masks its post-May deterioration.

New MRR of $167.7k more than offset the $70.4k net erosion, lifting company MRR from $543.0k to $640.3k. Growth therefore does not mean retention is healthy.

For scale, SMB’s $52.8k net MRR erosion represents $634k annualized, and mid-market’s June–September $40.6k represents $487k annualized. These describe recurring-revenue decrements, not forecasts of recoverable revenue. We cannot yet calculate the pricing change’s net causal revenue effect.

Next-quarter plan

First two weeks: establish trustworthy baselines. Data and Finance should backfill consistent activity, reconcile account-level MRR, and distinguish price changes from seat changes. Build education renewal cohorts and segment retention by tenure, acquisition cohort, and revenue.

Squad 1: mid-market retention. Interview seat reducers as well as cancellers; examine removals around each account’s billing change and audit use. Test targeted packaging, phased increases, or commitment options against controls. Measure net retained revenue and margin—not just seats saved. Do not obstruct legitimate removal of unused seats.

Squad 2: SMB adoption. Identify where teams fail between setup, inviting colleagues, and recurring collaboration. Test interventions on those failure points, measuring retained paid teams and cohort GRR/NRR rather than activity alone.

Customer Success: education renewals. Conduct August loss reviews and early budget/renewal outreach; report retention against dollars actually due.

AI: discovery, not two squads. Only five of 79 survey respondents named Notion; none explicitly named AI. Notion’s August 3 launch cannot explain March or May–July deterioration. Interview competitive losses and prototype narrowly; require evidence of revenue-weighted demand and retention impact before scaling investment.

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.