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

Renewal is coming. They've never seen what they got out of it.

Show them their own results before you send the invoice.

Confidence
Retention
SaaS, Media & subscriptions

Step 1 · Signals

What do we know about this person?

Connected

Renewal date, usage vs their baseline, outcomes the product can already name.

Example eligibility rule

Show the value recap when renewal is within 30 days, the account has at least one complete billing period of usage, and every reported outcome can be traced to product data. Use a simple renewal notice when usage is too sparse or the outcome calculation is incomplete.

Step 2 · The need

What’s really going on?

Ninety, sixty, thirty days out. Usage exists, or it doesn't, and the default is a generic "your plan renews" invoice. No outcomes, no seats used, no "this is what you shipped". They cannot say yes with a straight face.

Avoid this assumption

A win-back coupon on a healthy account is not reassurance. It trains them to wait.

Step 3 · Worth it?

Do the math before you build.

Renewal is a confidence problem first. Proof of their own results is cheaper and more honest than a discount 10 days before the date.

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: Content

A "your year in this product" at the billing surface, with a human offer for high-value.

Compare lighter and deeper responses

Choose the lightest response that solves the need.

Assist: Offer useful help

A quiet usage recap in-product. No broad email campaign.

Adapt: Change a meaningful part

A "your year in this product" at the billing surface, with a human offer for high-value.

Transform: Tailor the journey

Value-first renewal path: outcomes, then plan, then pay. Discount only if they ask.

What to watch out for

  • Inventing ROI numbers they will not recognize.
  • Leading with a downgrade scare.
  • The same recap for a champion and an idle seat.

Step 5 · The moment

Did it help? A/B test it.

Control

Default renewal reminder.

Treatment

Own-value recap before the paywall.

Success measure

Renewal rate and expansion at renewal, not email clicks.

Guardrail

Discount rate. If the recap only works with money off, you did not show value.

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.

They opened cancel. Ask what broke. Let cancel stay one tap.

Work through it in the hub

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