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 logos and quotes are for a different kind of company.

Put proof from companies like theirs on the first screen.

Confidence
Acquisition
B2B

Step 1 · Signals

What do we know about this person?

Declared

Firmographic match from CRM, a form field, authenticated account data, or a company-domain match.

Example eligibility rule

Use declared or CRM firmographics when available. For an inferred segment, require two agreeing sources, such as company domain plus account-level browsing, before changing proof. IP alone can suggest a segment but should not qualify someone for the full treatment.

Step 2 · The need

What’s really going on?

A 12-person studio lands on a page full of Fortune 500 logos. Or an enterprise buyer sees "for startups". Proof, examples, and pricing cues all misfire. They do not need a different product yet. They need to believe it is for them.

Avoid this assumption

Relevant proof is useful only when the segment is accurate and the change is understandable. A quiet industry cue is better than a page that rearranges itself without explanation.

Step 3 · Worth it?

Do the math before you build.

Confidence is the job of acquisition personalization. If the first screen argues with their identity, nothing downstream gets a fair test.

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

Headline, proof, and CTA framed for their size or industry.

Compare lighter and deeper responses

Choose the lightest response that solves the need.

Assist: Offer useful help

Keep the page. Swap one proof module (logo row or quote) for their segment.

Adapt: Change a meaningful part

Headline, proof, and CTA framed for their size or industry.

Transform: Tailor the journey

A full account-aware page with relevant use cases and a matching next step.

What to watch out for

  • Guessing industry from IP and being loudly wrong.
  • Hiding pricing from enterprises and frustrating them.
  • No holdout, so you never know if the swap moved pipeline.

Step 5 · The moment

Did it help? A/B test it.

Control

Default homepage or campaign landing page.

Treatment

Segment-aware proof and framing.

Success measure

Qualified demo or trial start.

Guardrail

Mis-identified accounts. Always offer "not your company?"

Evaluate declared, connected, and inferred segments separately. For the inferred segment, compare qualifying visitors who received matched proof with qualifying holdout visitors who saw the default proof, then monitor correction and "not my company" rates.

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

Tools that can deliver the response

  • Demandbase Personalization ABM platform module that identifies visiting accounts via AccountID (firmographic, intent, technographic signals) and swaps page copy, images, CTAs, and links for those accounts, plus auto-fills company data on forms.
  • 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.
  • Salesforce Personalization AI-driven, real-time decisioning engine built on Salesforce Data 360 that updates customer profiles on every interaction and recommends next-best content or offers across web, email, mobile, and Agentforce conversations.
  • Twilio Segment Unify Builds unified, real-time customer profiles from event and identity data (Unify), which other tools consume for activation.
  • Convert Experiences Website A/B tests and 1:1/segment personalizations built on the same testing infrastructure, with a visual editor and dev-level code hooks.

Try the framework on another situation

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

They keep coming back to the same product. They still won't buy. Answer what's stopping them. Don't just say buy again.

They're browsing. Nothing says this is for people like them. Put proof for people like them where they're looking.

Work through it in the hub

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