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've been reading. You still send them the blog index.

Give them the next piece of what they've been reading.

Effort
Discovery
B2B, Media & subscriptions

Step 1 · Signals

What do we know about this person?

Connected

Content topics, completion depth, recency, and any form fills across visits.

Example eligibility rule

Require at least three substantially consumed pieces on the same topic across two sessions in 30 days, or two pieces plus a related webinar or pricing view. Do not infer a lasting interest from one article.

Step 2 · The need

What’s really going on?

Three whitepapers, two webinars, a pricing glance. Next visit, the resource hub is alphabetical. You could assemble the next useful thing. You show a feed instead.

Avoid this assumption

A "recommended for you" widget of popular posts is not this. This is a reading path built from their actual path.

Step 3 · Worth it?

Do the math before you build.

B2B and media journeys are long. The gift is synthesis: "here's the thread you've been pulling".

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

A short path of 3 next pieces plus the matching product or plan.

Compare lighter and deeper responses

Choose the lightest response that solves the need.

Assist: Offer useful help

A "continue this topic" row on the next relevant page.

Adapt: Change a meaningful part

A short path of 3 next pieces plus the matching product or plan.

Transform: Tailor the journey

A living brief: what they have seen, what is missing, a human offer if the account is high-value.

What to watch out for

  • Recommending the thing they just finished.
  • Gating the next piece after they already earned trust.
  • Sales outreach that recites their reading history back to them.

Step 5 · The moment

Did it help? A/B test it.

Control

Default resource hub or homepage modules.

Treatment

Path-aware next-best content.

Success measure

Content-assisted pipeline or subscriber conversion.

Guardrail

Time-on-site vanity. If they read more and buy less, you built a library, not a path.

Among visitors who met the topic-depth rule, compare the assembled path with the standard resource index. Measure progression to the next useful action, not total content views, and report results separately for anonymous and known visitors.

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.
  • Iterable Cross-channel journeys (email, SMS, push, in-app) built from a single visual studio, triggered by real-time customer behavior.
  • Mutiny B2B website personalization tool that identifies visiting companies (via IP/firmographic match) and swaps page content (headlines, proof, CTAs) by account, segment, or industry. As of April 2026 it relaunched as an AI GTM agent, expanding beyond the original website-personalization product.
  • Twilio Segment Unify Builds unified, real-time customer profiles from event and identity data (Unify), which other tools consume for activation.

Try the framework on another situation

They came back mid-search and had to start over. Put them back where they left off.

The ad made a promise the page doesn't keep. Keep that promise on the page they land on.

Work through it in the hub

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