Works

From one-off tips to recurring revenue

Building Portaly's monthly recurring support from 0 to 1 — because once payment goes from once to every month, the transaction stops being an event and becomes a relationship.

Product ManagerB2C E-commerceB2B Back-officeSubscription & Payments
00

Overview

Portaly's existing support feature was built around single transactions: fans had to start over every time they wanted to give something, and creators had no way to predict next month's income. I led the planning and launch of monthly recurring support from 0 to 1. Once payment goes from once to every month, the transaction stops being an event and becomes a relationship — so what really had to be defined was not a payment screen but a subscription state system spanning the public page, the back office, payments and email. In its first month live, monthly recurring support accounted for roughly 36% of all support revenue that month.

Key outcomes

  • Shipped recurring support 0→1: the full path from creator setup, supporter payment and subscription management through to refunds, edge cases and notifications on both sides.
  • Defined the subscription states and business rules: pinned down the state transitions, payment behaviour and notification recipients across five situations — renewal, supporter-initiated cancellation, creator-initiated cancellation, failed payment and recurring refund — which became the team's shared reference.
  • Built supporter-relationship tools for creators: the recurring list carries status, cumulative amount, cancellation reason and export, so long-term supporters become people a creator can actually work with.
  • Business impact: in its first month live, monthly recurring support accounted for roughly 36% of total support revenue that month.

Role & contribution

  • Requirements and specification: audited the existing flow and everything recurring charges would touch, then wrote the PRD, the business rules and the edge-case definitions.
  • Feature design: planned the end-to-end flows for creator setup, supporter payment and back-office management, and designed the interfaces and notifications.
  • Testing: wrote the test cases and ran end-to-end testing.
  • Cross-team collaboration: coordinated front-end, back-end, payments and operations to confirm technical feasibility, transaction states and customer-support scenarios.
  • Impact validation: tracked support revenue and usage after launch to assess the feature's commercial performance.
Timeline
Aug 2025 – Oct 2025
Role
Product Manager
Team
2 PMs, 1 decision-maker, 2 engineers
Tools
Figma, Notion
01

Executive summary

ItemDetail
GoalExtend one-off support into an automatic monthly charge, giving creators a sustainable source of income
Starting pointThe product supported single payments only; every act of support meant starting over, and the platform had no way to manage a long-term supporter relationship
Core strategyKeep one-off support, and build a complete subscription lifecycle alongside it — define the states and rules across the public page, back office, payments and notifications first, then design the interface
ResultShipped 0→1; in its first month live, monthly recurring support made up roughly 36% of total support revenue that month
NextRetry logic for failed payments, renewal-retention metrics, and tiers with perks
02

Why build it

Portaly is a personal page and monetisation tool for creators. Its existing support feature centred on one-off support: a fan lands on a creator's page, enters an amount, leaves a message, pays — and the relationship is over. That model hits a ceiling on three fronts:

For fans

Support never becomes a habit. Every act of support is a separate decision. Supporting a creator over the long term means going back to the site, filling in the same details and paying, over and over — the willingness is there, but the friction stops it continuing.

For creators

Income is unpredictable. There is no way to know how much support next month will bring, and even with the platform's existing one-off supporter list, "long-term supporters" are hard to treat as a group.

For the platform

The revenue-share structure is limited. One-off tips make platform revenue less stable. And at the time, few link-in-bio platforms in Taiwan supported monthly recurring support through local payment providers.

Competitive analysis (added later)Landscape · three assumptions · positioning matrix

This project came out of a decision-maker's request in an internal development meeting, with no supporting data at the time. I did the competitive analysis afterwards, against the market as it then stood, to understand the commercial reasoning behind the decision.

How I grouped them: by job-to-be-done, not product category

The two groups threaten us in completely different ways and are defended against differently, so I looked at them separately.

Group A | Solving the same problem: giving creators predictable recurring income

Only three dimensions actually affect the decision:

CompetitorEligibility barRelationship is tied toTaiwan payments / e-invoice
YouTube channel membershipsYPP threshold (1,000 subscribers + 4,000 hours, or 10M Shorts views)YouTube account✕
Twitch subscriptionsAffiliate / Partner thresholdTwitch accountRequires bolting on OPay / ECPay
vocus subscriptionsNoneOn-site content library✅
PatreonNonePatreon account✕
Ko-fi / Buy Me a CoffeeNoneEach platform's own page✕
Linktree SubscriptionsNoneThe creator's own page✕
Portaly (at the time)NoneThe creator's own page✅

Revenue share for reference: YouTube 30% / Twitch 50% (top partners can negotiate 70/30) / Linktree 9–12% / Patreon 5–12% plus payment fees / Ko-fi and BMC 5% / Portaly 12% (free plan) and 6% (top plan).

→ Taken together, the only true direct competitor in group A is Linktree. The rest are either built into a content platform or are pure membership platforms, and their entry logic differs from link-in-bio.

Group B | Alternatives that could replace us

  • Competing for the same monthly budget from fans (zero-sum): PressPlay (courses and content subscriptions), Firstory (podcast support), Substack (newsletter subscriptions). There is a ceiling on what a fan can reliably give away each month.
  • Creators achieving predictable income another way: long-term sponsorship contracts, group buys and affiliate revenue, repeat sales of digital products, online courses — including our own one-off support. "Someone tips every month anyway" also reads as predictable income to a creator, so a new feature first has to compete with the old one for attention.

Three assumptions

Shared assumptionThe question nobody asks
① Recurring support only works if it is tied to perks
YouTube gives badges and custom emoji, Patreon's whole product philosophy is tiers plus perks, vocus ties it to paid content, Ko-fi is tiered content too
When a fan pays every month, is it for those things, or to let the creator know they are still there? Perks may be the explanation the product invented rather than the real motive for the behaviour. Accept the premise and you have to build a content wall and access control, while raising the bar for creators — who now need exclusive content before they can even turn the feature on.
② Recurring support is a one-way automatic charge from the fan, with the creator a passive recipient
Every platform runs on "fan sets it up → system charges → creator reads the report"
If a subscription is most fragile at the moment a fan forgets why they are still paying, shouldn't the product be giving the creator the means to sustain the relationship rather than making the charge smoother?
③ This mechanism belongs wherever the creator's content lives
You collect subscriptions where you publish
Small and mid-sized creators already work across platforms (Instagram, YouTube, podcasts, newsletters). Their audience is spread out while the support relationship is locked to a single platform — which means rebuilding the list of paying supporters every time they change their main stage.

The assumption most worth breaking: ① tying support to perks

Assumption ③ is already broken by the nature of link-in-bio, but not by us alone — Linktree is in the same position, so it is a qualification, not a differentiator. Assumption ② is worth doing but comes second: before you can nurture supporters, you need supporters. Assumption ① is the only one whose breaking lowers the barrier on both sides at once.

Breaking it opens three layers of opportunity:

  1. The creator's setup barrier drops to almost nothing — no need to design three tiers and decide what each one gets. That is precisely why so many Patreon accounts get created and never launch. It speaks directly to small and mid-sized creators below the YouTube threshold whose main presence is Instagram or a podcast.
  2. The product's centre of gravity moves from the content wall to the visibility of the relationship — if a subscription is fundamentally an identity rather than a product, the thing to build is not access control but ways of making support visible: a supporter list, consecutive months of support, one-tap thanks, a recognisable badge. Far less engineering complexity than a perks system, and closer to the real motive.
  3. It unlocks assumption ② in reverse — once the relationship is not tied to content, the creator ends up holding a portable list of long-term supporters they can build on.
Whether this opportunity holds depends on whether "fans pay for identity, not perks" is actually true. It should be treated as a hypothesis to test, not a conclusion. Testable indicators: the second-renewal rate and month-2 retention on a version with no perks, and how fans themselves attribute why they support.

Positioning matrix

How I chose the axes: they had to separate the existing players and be structural — hard for a competitor to move on in the short term. ("One-off vs recurring" stops distinguishing anything the moment someone ships the feature; "revenue-share percentage" can be copied in a price war. Neither was used.)

Positioning matrix for the recurring support market: the X axis is whether the support relationship stays with the platform or with the creator, the Y axis is whether the motive to pay is perks or long-term connection
(diagram in Chinese)
  • X axis | Where the support relationship lives: to the left it is bound into a platform account; to the right it leans towards the creator holding it themselves. Membership mechanisms like YouTube's and Twitch's are part of those platforms' ecosystems by design, and are unlikely to move the other way.
  • Y axis | Why people keep supporting: towards the top, paying for content, membership status or exclusive perks; towards the bottom, wanting to keep supporting this particular creator and maintain a long-term connection.

What the chart shows is that few products currently manage all of this at once: a low setup barrier, the support relationship in the creator's hands, no need to produce members-only content, and support for Taiwanese payments and e-invoicing.

There is room in that position for more than just the fact that nobody is there yet:

  1. YouTube and Twitch are unlikely to move this way: their membership features exist precisely to keep creators and supporters inside the platform, so handing that relationship back to the creator runs against their interests.
  2. Overseas products like Patreon and Ko-fi face a real cost to enter Taiwan: beyond the interface language, they would need to handle Taiwanese payments, e-invoicing and other local requirements, which they may not prioritise for this market.
  3. Linktree is the closest competitor: its product direction is already near "the creator's own support entry point", and if it fills in Taiwanese payments and local requirements it becomes the one to watch.
→ This exercise confirmed two things for me. First, one-off and recurring support generally coexist in the market rather than replacing one another, so v1 kept one-off support. Second, Portaly still had differentiated room in the position of "the creator holds the support relationship, with local Taiwanese payments" at that time.

References

03

Problem definition

Problems to solve

  1. How do you add an automatic monthly charge without breaking the existing one-off support experience?
  2. How do you make sure creators and supporters always know what state they are in, what happens next, and how they can change it?
  3. A subscription relationship produces refunds, cancellations and failed charges — how do you stop the different systems from contradicting each other about the state?

Project goals

  1. Launch fixed-amount monthly support with automatic charging, coexisting with one-off support
  2. Give creators a complete toolset: configure it, preview it, and manage the supporter list
  3. Define the transition conditions for every subscription state, and the corresponding payment, back-office and email behaviour
  4. Let supporters look up and cancel their subscription themselves
→ The core premise: once payment goes from once to every month, the transaction stops being an event and becomes a relationship. What needs defining is not just a payment screen but a state system that both parties act on separately and that has to stay consistent across systems.
04

System architecture & business rules

The request started as "add a monthly option to the support page", but in reality it touches payment, subscription state, list management and notifications. So I mapped the full service flow and everything affected first, then defined the behaviour and states for each situation.

System architecture

System architecture for monthly recurring support: how data flows between the creator side, the supporter side, the payment provider and the Portaly system
(diagram in Chinese)

Working through the architecture and the flows on each side, two things became clear that also had to go into the spec:

ConclusionReasoning
Subscription state is data shared across pagesThe same subscription state appears at once on the supporter's management page, the creator's list, the payments screen, the emails and any community eligibility. An action by either party has to imply the right change in the other four places.
Designing the feature means designing the emails tooA subscription is a relationship the user spends most of their time outside the product for, and supporters can complete a recurring payment without registering for Portaly at all — so it cannot rely on an on-site account area. Beyond letting people see payment and renewal states, the transaction emails also carry the entry point for managing the subscription, so supporters can check the details and cancel. Email was therefore part of the product flow and the spec from the start.

Subscription lifecycle & state transitions

Monthly recurring support is not a one-shot flow. Renewals, cancellations, failed payments and refunds keep changing the subscription's state, and each change ripples through the public page, back office, payments and notifications. So I defined the states and transition rules up front, which made them easy to discuss with the team, and wrote the rule table into the PRD.

Subscription lifecycle state diagram: from a successful first payment to active, then to cancelled via supporter cancellation, creator cancellation, failed renewal or refund
(diagram in Chinese)

Business rules

SituationRefund?Ends subscription?Creator sideSupporter sideNotification
Normal renewal—NoCumulative amount and count updateStays activePayment success notice
Supporter cancelsNoYesStatus becomes cancelledNo charge next periodCancellation notice to both
Creator cancels the subscriptionNoYesStatus becomes cancelledNo charge next periodCancellation notice to supporter
Card payment failsNoYesStatus becomes cancelledSubscription endsPayment failure + cancellation notice
Creator refunds a recurring paymentYesYesRefunds and ends the subscription, updating within 3–5 minutesReceives refund, subscription endsRefund + cancellation (two emails)
Creator turns the monthly support feature offNoNoEntry point disappears from the public page, existing subscriptions unchangedUnaffectedNone
One-off support refundYesN/AExisting flow unchangedReceives refundStandard refund notice
05

Scoping decisions

With the flow and rules settled, I narrowed the scope for v1. One-off support stayed as it was, and recurring support prioritised completing the basic subscription flow, avoiding too much payment and membership machinery in the first release.

In v1Deferred past v1
Creator: toggle recurring support on and off, set the amount and copy, custom amounts, public-page previewChanging card details: needs an extra payment-verification flow, and is used relatively rarely
Supporter: choose a recurring amount, first payment, view the subscription from the transaction email, cancel by themselvesEditing invoice details: involves additional tax and verification processes
Back office: recurring list, subscription status, cumulative amount, payment count, cancellation reason, export and refundsTiers and perks: needs separate handling for granting perks and controlling access
System: monthly renewal, state synchronisation and notifications on both sidesRetry / grace period on failed payments: v1 ends the subscription on failure, to keep the state model simpler
Annual billing and discounts: adds payment and refund rules, so left out for now

Of these, self-service cancellation was treated as essential for v1. A recurring payment has to be stoppable as well as startable: supporters need to know the state of their subscription and be able to end future charges themselves. More advanced management like changing cards or tiered perks could wait for a later release.

06

The hardest part: a refund is not a cancellation

The challenge

A one-off refund deals with a single transaction that already happened. A recurring refund involves both the past transaction and the future subscription relationship. Reuse the original refund flow unchanged and you get: the money has been refunded, but the card gets charged again next month.

What I did

Separated the two, and wrote a business-rule table defining how each affects the public page, the back office, payments and notifications:

Cancel subscriptionRefund a recurring payment
ScopeStops future charges onlyRefunds the current transaction + ends the future subscription
Reversible?Yes — can resubscribeNo
Entry pointSupporter listPayments page
ConfirmationStandard confirmationIts own dialog, stating plainly that the subscription ends with it and that processing takes 3–5 minutes

Two further calls

  • High-risk actions do not belong on the list page: the list is what creators browse most, with a button on every row, so the cost of a misclick is highest there. The irreversible refund was therefore moved to the payments page — where the context is already "I am dealing with a payment".
  • Asynchronous payments belong in the copy: refund status takes around 3–5 minutes to update, so the delay is stated in the confirmation dialog itself, stopping creators from assuming the system failed and repeating the action.
→ "Money" and "relationship" are two different states, and how reversible an action is should determine where it lives.
07

What shipped

Those rules landed in three core scenarios: supporter payment, the subscription lifecycle, and creator management. What follows is a representative walk through each, rather than every screen.

01 | The core transaction experience

Supporter payment flow — Choose monthly → fill in the details → 3-D Secure card verification → receive the confirmation email

  • One-off and monthly sit side by side as tabs, and switching tabs preserves what has already been typed — switching is an act of comparison, not of giving up
  • Preset amounts lower the cost of the decision; a custom amount catches the highly motivated supporter
  • Supporters can complete a recurring payment without registering, so the confirmation email is both the receipt and the entry point for managing it afterwards
Portaly's public support page, with monthly and one-off support as side-by-side tabs and the amount options below
① The public support page: monthly alongside one-off — pick the plan, then the amount (interface in Chinese)
The form section of the support page: supporter name, message, email, invoice details and payment method
② Supporter name, message, email, invoice details and payment method (interface in Chinese)
The 3-D Secure card verification page, showing the transaction amount and the verification code field
③ 3-D Secure card verification: integrated with local Taiwanese payments and e-invoicing (interface in Chinese)
The support confirmation email, listing the creator's URL, the plan and the support ID, with a cancel button
④ The confirmation email: states the plan and support ID, and offers cancellation directly (email in Chinese)

02 | Subscription lifecycle & edge cases

The real complexity in recurring support is not the first payment but everything after it: renewals, cancellations and refunds each change the state in four places at once — public page, back office, payments and email. Below is the state transition for cancellation and refund, then two representative paths: the supporter cancelling themselves, and the creator issuing a refund.

State transitions for cancellation and refund: an active subscription reaching different cancelled states via supporter self-cancellation and via a creator's recurring refund
(diagram in Chinese)

Path 1: The supporter cancels

  • The entry point is in the transaction email rather than an on-site account area — supporters never registered for Portaly, so the management page has to be reachable straight from the email
  • The management page always shows the support status and the next charge date, so supporters know at any moment what state they are in and what happens next
  • Cancellation is reversible, so a standard confirmation dialog is enough; once done, the state updates immediately and both sides are notified
Screen recording of a supporter cancelling: clicking cancel on the management page, the confirmation dialog, and the state updating to cancelled
Management page → confirmation dialog → state updates to cancelled immediately (interface in Chinese)
The monthly support management page, showing the creator supported, the amount, status, start date, next charge date and payment method
The management page always shows support status and next charge date (interface in Chinese)
The cancellation notification email, containing the plan, support ID and reason for cancellation
The cancellation email: records the reason, which then feeds customer support and the supporter list (email in Chinese)

Path 2: The creator issues a recurring refund (irreversible)

  • A recurring refund = refunding the current transaction + ending the future subscription. It is a different thing from cancelling, so it does not share an entry point
  • High-risk and irreversible, so the entry point sits on the payments page, not the supporter list where every row has a button
  • Asynchronous payments: the 3–5 minute processing delay is written into the confirmation dialog, so creators do not assume failure and repeat the action
Screen recording of a creator issuing a refund: clicking refund on the payments page, the confirmation dialog, and both transaction and subscription ending
Payments page → confirmation dialog → transaction and subscription end together, and the list resets (interface in Chinese)
The refund confirmation dialog, whose copy states that refunding will end this user's monthly support and that the status updates within about 3 to 5 minutes
The refund dialog: states plainly that it also ends this user's monthly support, and that the status takes 3–5 minutes to update (interface in Chinese)

03 | Managing long-term supporters

The list shows the most recent support date, the supporter, subscription status, amount, number of payments made, cumulative amount, message, email and cancellation reason, and can be exported. Active subscriptions always sort above cancelled ones, then by date.

  • Cumulative amount and payment count turn a "long-term supporter" from a series of transactions into someone identifiable a creator can build a relationship with
  • Creators can also cancel a subscription from the list (stopping the next charge only, with no refund), kept clearly separate from the refund on the payments page
The back-office monthly supporter list, with current subscription revenue and cumulative subscription total above and a row-by-row status table below
The monthly supporter list: current subscription revenue, cumulative total, and status row by row (interface in Chinese)
The confirmation dialog for cancelling from the list, whose copy states that it will cancel this user's next monthly support payment
Cancelling from the list: the copy says explicitly that it cancels this user's next monthly payment (interface in Chinese)

04 | Other product touchpoints

  • Creator settings: one-off and recurring toggle independently, and the result shows immediately in the public-page preview, dropping the cost of checking to zero. A restriction notice appears only when recurring is on and PayPal is enabled; turning both kinds of support off warns first that the support block will disappear from the public page
  • Transaction emails: successful support, cancellation and e-invoice issuance each have their own email, forming a second layer of state synchronisation outside the product
  • Launch communication: a back-office dialog announcing the feature, with the CTA going straight to the settings page
The creator's support settings panel in the back office, with a live preview of the public page on the right
Creator support settings with a live public-page preview (interface in Chinese)
Four transaction emails in an inbox: support cancellation notice, support success notice, and e-invoice issued notice
Transaction emails: separate emails for success, cancellation and e-invoice issuance (emails in Chinese)

Product communication

Monthly support is a new model layered on top of existing one-off support, so once the feature was done I planned three main surfaces to shorten the distance between a creator knowing about it and starting to set it up:

  • In-product dialog: surfaces the new feature in the back office, with the CTA going to the settings page.
  • Feature announcement email: a concise explanation of how to use it.
  • Help-centre article: focused on what it is, what it gives you and how to turn it on, communicating the value as "let your fans support your work consistently".
The back-office launch dialog, headed with the announcement of monthly recurring support
In-product dialog: launch announcement (interface in Chinese)
The feature announcement email, covering the three main capabilities and the steps to enable recurring support
Feature announcement email (in Chinese)
Portaly's help-centre article explaining what the support feature is, with a table comparing one-off and monthly recurring support
Help-centre article (in Chinese)

The copy is written from the creator's revenue perspective throughout: "let your fans support your work consistently", rather than "we added monthly subscription payments". Same feature — the first is income, the second is a support ticket.

08

Early results

After launch, the team's first questions were whether the feature was actually being used, and how much revenue monthly support added to the existing support business.

36%
share of total support revenue from monthly recurring support in its first month live
0→1
a complete subscription path built from nothing: setup, payment, management, refunds and notifications on both sides
5
subscription edge cases defined and agreed (renewal, cancellation from either side, failed payment, recurring refund)

In a revenue mix that had only ever had one-off support in it, the newly launched recurring model contributed more than a third of support revenue in the very first month of observation — a sign that creators and supporters were genuinely adopting this way of giving.

While writing the PRD I also broke down the feature's metrics. The goal here was not just to collect more money but to turn one-off support into ongoing support, so I did not think revenue alone was enough: a handful of large supporters can push revenue up without telling you whether a recurring relationship has actually formed.

So I split impact into two levels:

The questionRepresentative metrics
Business resultIs anyone using it, and is it generating revenue?Recurring support revenue, cumulative revenue, creator adoption rate
Product healthIs the support relationship actually continuing?Second-renewal success rate, retention, number of active recurring relationships

The first tells me whether the result is good; the second helps judge whether it can last, and where to optimise next.

I moved on to other projects afterwards and did not keep getting complete renewal and retention data, so this covers an initial read on the business result only — long-term retention has not been validated.

The full metric breakdownSuccess · execution · trade-off · ecosystem metrics
Metric breakdown for monthly recurring support: how the success, execution, trade-off and ecosystem metrics relate to each other
(diagram in Chinese)

Success metric | Is this feature working

Recurring support relationships successfully renewed that month
The number of creator × supporter pairs charged successfully at least once during the month and still active at month end.

Not revenue as the success metric: a few large supporters can inflate the number while relationships are quietly draining away. This one factors into a product:

Recurring relationships this month = new relationships × renewal success rate

Execution metrics | The three things we can push on directly

MetricCalculationWhich side of the product it moves
① Creator adoption rateActive creators with recurring on ÷ active creators with a support blockNew relationships
② First-purchase conversionCompleted first recurring payments ÷ visitors to the support pageNew relationships
★ ③ Second-renewal success rateSuccessful second-period charges ÷ successful first paymentsRenewal success rate

③ matters most: it is what tells you whether monthly support actually makes a creator's cash flow steadier month to month.

Trade-off metric | What this launch might affect

  • One-off support revenue and volume: whether monthly support cannibalised the one-off support that already existed.

Ecosystem metrics | What the company was actually watching

  • Fixed monthly recurring support revenue (how much recurring support comes in per month)
  • Cumulative recurring support revenue
  • Share of creators who have enabled monthly recurring support

How the market responded

After launch, public examples showed creators treating monthly recurring support as more than a source of ongoing income, extending it into different ways of working: subscriber-only rewards, incentives for continuous support, or a permanent support link in podcast and social content.

These cases suggest users did not see the feature as simply an automatic monthly charge, but went on to use it to build long-term support relationships and a way of nurturing their fans. Portaly's founder has since publicly mentioned that some creators have built monthly subscription revenue in the six figures through the feature.

09

Reflection & next steps

1. How should the management area work when someone supports several creators

  • v1 did consider managing subscriptions to multiple creators, but to validate quickly I chose to reuse the existing email-based management rather than build a central hub. That cut development cost and time, and it also added friction to cancelling — which happens to favour renewals, but at the expense of convenience for anyone with several subscriptions.
→ It made me realise there is no standard answer to the trade-off between user experience, business goals and technical cost. An MVP can accept a degree of friction for the sake of validating quickly, but that friction should come from a conscious product decision, and should be checked after launch against cancellation rates, renewal rates and how people actually use it.

2. Launching a feature is more than finishing the design

  • My earlier project experience focused fairly narrowly on the feature itself. Working on the in-product dialog and the announcement email here, I started to see that finishing the product is only the first step; whether users know about it, understand it and are willing to start using it is equally part of the product experience.
→ Planning it again, I would fold launch communication into the impact tracking, building a complete funnel from email opens and CTA clicks through to activation, and from dialog impressions and clicks through to activation.

3. A metric framework has to be agreed with decision-makers, not designed behind a closed door

  • The PRD defined feature metrics like renewal and retention, but what the company actually tracked was fixed support revenue, cumulative revenue and adoption rate. The two frameworks were never reconciled in advance, so some metrics simply stopped being tracked.
→ Next time I will agree the success metrics with decision-makers before launch, so the data genuinely becomes the basis for what gets decided next.