Solution building block

B2B2C

Business buyer first

A/B testing surface

A workspace can compare two offer variants and identify the active winner candidate.

Bought by businesses; optimizes offers shown to prospects, buyers, patients, or shoppers.

Included in: Growth, Professional

What the customer uses

A usable piece inside a launched package.

Offer A, Offer B, assignment, conversion counts, and current winner.

How it is produced

What powers it in the deployed product.

The example is generated from deterministic sample events so the artifact is complete without manual setup.

Done when

This is how you know the deliverable is complete.

Two variants are shown.
Traffic assignment is visible.
Winner logic is explained with conversion math.

Implementation guide

A/B testing surface is a working building block inside a complete Lead OS solution. It exists so the business buyer can understand exactly what was created, how it is used, and how completion is verified.

Start here

Read the buyer outcome first.
Confirm whether the block is B2B internal or B2B2C customer-facing.
Review the delivered artifact and backend reality before using the example.
Run or inspect the live example on this page.

Implementation steps

Use the block inside a package workspace, not as a disconnected asset.
Match the block to the client success metric before presenting it as value.
If the block touches downstream customers, verify the copy, consent, routing, and escalation expectations.
If the block depends on live account access, use safe sample or managed-handoff mode until approved access exists.
Document the next operator action in the client delivery hub.

Operating workflow

Capture or inspect the input.
Produce the visible artifact.
Route the result to the correct business or customer-facing next step.
Measure the result against the acceptance criteria.
Improve the package workflow if the artifact does not advance the promised outcome.

If unclear or blocked

If the artifact looks like a sample, treat it as a demo until connected package data is present.
If the next action requires a client-owned account, do not represent it as live until approved access exists.
If the block does not map to the selected package outcome, return to the package delivery hub.
If the customer cannot tell what to do next, use the implementation steps and acceptance checklist before handoff.

Next milestones

Today: confirm the block exists and the acceptance criteria are visible.
This week: connect it to a package workspace or run a sample scenario.
This month: use reporting evidence to decide whether the surrounding package should be optimized, expanded, or bundled.

Variant	Traffic	Conversions	Current read
A: Free roof inspection	51%	18 / 220	8.18% conversion
B: Storm damage quote	49%	24 / 211	11.37% conversion
Winner candidate	B	+39% relative lift	Keep running until sample threshold is met

The deliverable is the comparison surface and decision math, not a vague promise of optimization.

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Implementation steps

Use the block inside a package workspace, not as a disconnected asset.

Match the block to the client success metric before presenting it as value.

If the block touches downstream customers, verify the copy, consent, routing, and escalation expectations.

If the block depends on live account access, use safe sample or managed-handoff mode until approved access exists.

Document the next operator action in the client delivery hub.

If unclear or blocked

If the artifact looks like a sample, treat it as a demo until connected package data is present.

If the next action requires a client-owned account, do not represent it as live until approved access exists.

If the block does not map to the selected package outcome, return to the package delivery hub.

If the customer cannot tell what to do next, use the implementation steps and acceptance checklist before handoff.

Variant

Traffic

Conversions

Current read

A: Free roof inspection

51%

18 / 220

8.18% conversion

B: Storm damage quote

49%

24 / 211

11.37% conversion

Winner candidate

+39% relative lift

Keep running until sample threshold is met