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

Adding more is harder than the first time they bought.

Let them add from the screen they're already on.

Effort
Expansion
B2B, SaaS

Step 1 · Signals

What do we know about this person?

Connected

Account, plan, the add-on they started, billing already on file.

Example eligibility rule

Use the shortened expansion flow when an authorized billing user starts a specific add-on, the account has a valid payment method and accepted terms, and the change is available through self-service. Route price exceptions, contract changes, missing authority, and regulated purchases to the appropriate approval flow.

Step 2 · The need

What’s really going on?

Invite a seat, add a line, attach a warranty, lift a cap. Default is a full billing flow, a new cart, or a sales form. They are mid-job. The stall is the work to say yes, not the offer.

Avoid this assumption

A bigger "Upgrade" button is not less effort. Finishing from the screen they are on is.

Step 3 · Worth it?

Do the math before you build.

Effort at expansion is shortening a path they already want. Prefill, in-flow add, skip the second account. Test against the long checkout they already survived once.

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

Add from the current screen. Confirm, no second cart.

Compare lighter and deeper responses

Choose the lightest response that solves the need.

Assist: Offer useful help

Keep the flow. Prefill who they are and what they already have.

Adapt: Change a meaningful part

Add from the current screen. Confirm, no second cart.

Transform: Tailor the journey

One-tap add for the thing they just hit, receipt in-product, undo for a day.

What to watch out for

  • One-click charges with no undo.
  • Sending them to a generic pricing page mid-job.
  • A sales-assisted flow for a $10 add-on.

Step 5 · The moment

Did it help? A/B test it.

Control

Default add-seat, add-on, or second-checkout flow.

Treatment

Short in-flow add, with a holdout.

Success measure

Completed expansion of the started add.

Guardrail

Accidental adds and refunds. One-tap must be reversible.

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.
  • Appcues In-product engagement platform for building targeted flows, tooltips, checklists, and announcements without engineering.
  • Userpilot In-app flows, checklists, and multi-channel workflows targeted by behavior and segment, built without code.
  • Iterable Cross-channel journeys (email, SMS, push, in-app) built from a single visual studio, triggered by real-time customer behavior.

Try the framework on another situation

They hit the limit of the plan they're on. Tell them they hit a wall, and how to keep going. Don't throw up a paywall.

They keep doing it the hard way. Show the easier way while they're still doing it by hand.

Work through it in the hub

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