Case Study — Activation Measurement System

The client did not just need better onboarding. They needed tracking that proved whether the key integration fix worked.

For an integration-led messaging SaaS, the work focused on analytics audit, activation milestone design, integration onboarding measurement, and tracking that connected a retention-driving integration fix to a $100K ARR boost.

Audit
Existing analytics reviewed around the activation gap
Milestones
Activation points defined for the key integration
Tracking
Measurement built to show whether the fix worked
$100K
ARR boost tied to one integration activation optimization

Before.

The team knew the key integration drove retention, but users were not activating it. The product work had to do two things at once: make the onboarding path easier to complete and make the activation moment measurable enough to prove the fix worked.

The source material for this case is intentionally narrow: analytics were audited, the onboarding path was redesigned, activation milestones were defined for the integration, and tracking was built to measure success. The stronger claim is not that every analytics system was rebuilt. The stronger claim is that one critical activation moment became measurable, fixable, and repeatable.

The Situation
  • The retention-driving integration was not activating reliably
  • Analytics needed to show where the activation gap was happening
  • The integration needed a clear activation milestone
  • The redesigned onboarding path needed tracking around completion
  • The team needed proof the approach could scale to other integrations

What we did.

Built the measurement layer around the integration activation fix: analytics audit, milestone definition, onboarding path tracking, and a repeatable framework for other integrations.

Step 1 — Analytics Audit
Reviewed the existing analytics around the integration activation problem so the team could see the gap clearly before redesigning the onboarding path.
Step 2 — Activation Milestone Design
Defined what activation meant for the key integration, rather than treating a generic signup or setup event as proof that the user had reached value.
Step 3 — Onboarding Path Redesign
Redesigned the integration onboarding path around the activation milestone, so the product guided users toward the action that made the product stickier.
Step 4 — Tracking Build
Built tracking to measure whether users reached the activation milestone after the onboarding changes, turning the fix into a measurable product system instead of a one-off redesign.
Step 5 — Repeatable Framework
Used the same activation-milestone and tracking logic as a repeatable framework that the client could apply across multiple integrations after the first fix produced a $100K ARR boost.

What the measurement work actually included.

This section is intentionally constrained to the client-specific artifacts I found locally: analytics audit, onboarding path redesign, activation milestone design, tracking, and the repeatable integration framework.

Audit

Analytics reviewed around the activation gap

The work started by auditing the analytics tied to the integration that drove retention, so the team could stop treating activation as a vague onboarding problem.

Milestone

Activation defined for one critical integration

The milestone was specific to the integration behavior that mattered for retention, rather than a generic product-login or account-setup event.

Path

Onboarding redesigned around that milestone

The integration onboarding flow was redesigned so users were guided toward the behavior that made the product more valuable and stickier.

Tracking

Success tracking built into the fix

Tracking was built to measure whether the redesigned onboarding path actually moved users into the integration activation milestone.

Attribution

The fix was tied to ARR impact

The first integration activation fix produced a $100K ARR boost in a few months, which gave the team evidence that this was a commercially meaningful activation problem.

Scale

The approach expanded across integrations

After the first win, the client scaled the same approach across multiple integrations rather than treating the work as a one-off onboarding tweak.

After.

Audit
Existing analytics reviewed for gaps in integration activation visibility
Path
Integration onboarding path redesigned around the activation moment
Tracking
Measurement built to show whether activation success improved
Milestone
Activation defined specifically for the retention-driving integration
$100K
ARR boost from one integration activation optimization
Repeatable
Approach scaled across multiple integrations after the first win

What changed for the team.

The Fix Became Measurable

The onboarding change was connected to an integration-specific activation milestone, so the team could see whether the path improved.

The Work Was Not Just UX

The engagement combined analytics audit, onboarding redesign, milestone definition, and tracking instead of only changing copy or screens.

The Pattern Became Repeatable

Once the first integration produced a $100K ARR boost, the same activation logic could be applied to other integrations.

Jake McMahon
Jake McMahon
ProductQuant

10 years building growth systems for B2B SaaS companies at $1M–$50M ARR. BSc Behavioural Psychology, MSc Data Science. This engagement focused on turning an activation problem into a measurable product fix: audit the analytics, define the integration milestone, redesign the onboarding path, build tracking, and scale the pattern after the first ARR win.

Your team is shipping fixes. Can you prove which ones work?

If activation improvements are being judged by dashboard movement and opinion, the measurement system is not finished yet.

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