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

The trial is ending. They never really used it.

Get them to actually try it before the clock runs out.

Intervention
Activation
SaaS, Media & subscriptions

Step 1 · Signals

What do we know about this person?

Connected

Trial end date, missing activation event, last meaningful session, and account fit.

Example eligibility rule

Qualify when three or fewer trial days remain, the defined activation event has not occurred, and there has been no meaningful session for 48 hours. Exclude accounts already working with support or sales.

Step 2 · The need

What’s really going on?

Days left on a trial. Key activation event never fired. Default is a "your trial ends soon" feature tour. That is a calendar, not a save.

Avoid this assumption

More emails as the date approaches is not the same as naming the unfinished first step.

Step 3 · Worth it?

Do the math before you build.

Intervention here is getting them to first value, or offering a human, before the trial becomes a failed invoice. Easy to hold out against the default drip.

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: Sequence

In-product first-step plus one message, with skip.

Compare lighter and deeper responses

Choose the lightest response that solves the need.

Assist: Offer useful help

One note that names the first job, then silence.

Adapt: Change a meaningful part

In-product first-step plus one message, with skip.

Transform: Tailor the journey

Guided first-value or a human handoff for high-fit accounts.

What to watch out for

  • Counting logins as activation.
  • Extending the trial instead of fixing first value.
  • The same sequence for a champion and a tire-kicker.

Step 5 · The moment

Did it help? A/B test it.

Control

Default trial-ending sequence.

Treatment

First-value intervention before expiry.

Success measure

Activation event before trial end, then conversion.

Guardrail

Support load and "stop emailing me". Panic sequences burn the ones who might have converted later.

Among trials that met the at-risk rule, compare the first-value intervention with the standard trial-ending sequence. Measure activation before expiry and paid conversion, then report support load and opt-outs.

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

Tools that can deliver the response

  • Customer.io Event-triggered lifecycle messaging across email, push, SMS, and in-app, built on a customer profile and behavior-data layer.
  • Pendo in-app guides Product experience platform combining usage analytics with in-app guides targeted by user or account segments.
  • Userpilot In-app flows, checklists, and multi-channel workflows targeted by behavior and segment, built without code.
  • 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 paid. Then they never started setup. Give them one first step. Not a tour of everything.

They started setup, then disappeared mid-step. Remind them of the unfinished step. Then stop.

Work through it in the hub

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