Experimentation / CRO

Experimentation and Testing Programs acknowledge that the future is uncertain. These programs focus on getting better data to product and marketing teams to make better decisions.

Research & Strategy

We believe that research is an integral part of experimentation. Our research projects aim to identify optimization opportunities by uncovering what really matters to your website users and customers.

Data and Analytics

90% of the analytics setups we’ve seen are critically flawed. Our data analytics audit services give you the confidence to make better decisions with data you can trust.

Personalization opportunity

They opened cancel.

Ask what broke. Let cancel stay one tap.

Intervention
Retention
SaaS, Media & subscriptions

Step 1 · Signals

What do we know about this person?

Declared

Cancel/pause/downgrade started, and any reason they typed.

Example eligibility rule

Enter the reason-aware flow when an authorized user opens cancellation, pause, or downgrade for an active subscription. Show a tailored alternative only after they select or type a reason. Keep immediate cancellation available throughout and exclude already-cancelled accounts.

Step 2 · The need

What’s really going on?

Cancel, pause, or downgrade was opened. The default is a wall of discounts or a guilt screen. Neither asks what broke, and neither is easy to complete.

Avoid this assumption

Making cancel hard is not personalization. It is a trap.

Step 3 · Worth it?

Do the math before you build.

Declared churn intent is the cleanest intervention signal you will get. A real pause, a real skip, a real question, and a holdout, beats a 20% offer as the first frame.

Reach

How many eligible people can you reach in the chosen channel and time period?

Cost

What will content, delivery, QA and ongoing maintenance cost?

Return

What incremental outcome would cover that cost, and what is it worth?

Planning inputs, not measured results. Estimate reach × incremental outcome rate × value per outcome, then subtract cost. Use a range and a consistent time period.

Step 4 · The response

Pick how you help.

Example format: Experience

Reason-aware save: skip a cycle, change plan, or talk to a person. Cancel still one tap.

Compare lighter and deeper responses

Choose the lightest response that solves the need.

Assist: Offer useful help

Let them finish. A single optional "what happened" plus pause.

Adapt: Change a meaningful part

Reason-aware save: skip a cycle, change plan, or talk to a person. Cancel still one tap.

Transform: Tailor the journey

A save offer only after they named the reason, never as the gate.

What to watch out for

  • A six-step "are you sure".
  • A discount before you know why.
  • Counting a pause as a save without watching the next 90 days.

Step 5 · The moment

Did it help? A/B test it.

Control

Default cancel flow.

Treatment

Reason-aware save with cancel still easy.

Success measure

Retained revenue and completed cancels (both matter).

Guardrail

Time-to-cancel and complaint rate. If cancel got slower, you failed.

Win or lose, record what worked, for whom and why. What you learn becomes the next signal.

Tools that can deliver the response

  • Pendo in-app guides Product experience platform combining usage analytics with in-app guides targeted by user or account segments.
  • Customer.io Event-triggered lifecycle messaging across email, push, SMS, and in-app, built on a customer profile and behavior-data layer.
  • Iterable Cross-channel journeys (email, SMS, push, in-app) built from a single visual studio, triggered by real-time customer behavior.
  • Braze Cross-channel messaging platform (push, email, SMS, in-app, WhatsApp, and more) that orchestrates sends off real-time customer behavior.

Try the framework on another situation

They're using it less. The reply is a coupon. Find out what changed. A discount isn't a diagnosis.

The trial is ending. They never really used it. Get them to actually try it before the clock runs out.

Work through it in the hub

Score your personalization program, explore more customer situations, and compare the tools that can deliver them.