Patterns we see

Growth efforts fail in predictable ways.

Traffic rises, pipeline doesn't. Paid works small, breaks at scale. Content ranks, leads don't follow. The symptoms vary. The patterns underneath don't.

The patterns underneath

Pattern 1

The metric replaced the outcome.

  • “Dashboard says 200 conversions. Sales says 12 qualified leads.”
  • “Optimization Score is 95%. Pipeline is flat.”
  • “We're hitting all our KPIs. Revenue isn't moving.”

A number that was supposed to represent business success becomes the thing being optimized. The dashboard improves. The business result drifts away. The system is working exactly as configured, toward the wrong target.

What we investigate

What is the account actually optimizing for, and does that have a documented relationship to revenue?

More evidence →The Purpose of Analytics·Google Ads Audits Start With Investigation·What Performance Max Needs B2B
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The Optimization Score Is Google's Strategy. Not Yours.

Google's optimization score measures how much of Google's available ad inventory your campaigns access, not how well those campaigns serve your business. The three most common recommendations - AI…

13 min read→
Pattern 2

The measurement has a blind spot.

  • “LinkedIn shows 23 clicks. Analytics shows 9.”
  • “The page gets traffic, but we can't tell what visitors actually saw.”
  • “Analytics says people are engaged. Are they actually reading?”

The tracking system is giving you an incomplete picture of reality. The data isn't wrong. The system simply isn't seeing what you think it's seeing. Decisions made on partial visibility produce partial results.

What we investigate

What is the measurement system structurally unable to see, and how much of the picture is missing?

More evidence →Scroll Depth Tracking
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Our Analytics Was Missing 60% of Ad Clicks

We paid for 23 ad clicks. Only 9 appeared in analytics. A 10-20% gap is normal attribution noise. 60% is a tracking bug. Our Google Tag Manager was loading after React hydration—fast visitors left…

5 min read→
Pattern 3

You acted before finding the constraint.

  • “New design looks great. Revenue is unchanged.”
  • “We changed the agency. Same results.”
  • “We switched from Google to Meta to LinkedIn. Pipeline is still flat.”
  • “More content, better rankings. Same pipeline.”

The business changed the campaign, channel, agency, website, or strategy before establishing what was actually broken. The work may have been perfectly competent. The problem is that execution came before diagnosis.

What we investigate

What was the hypothesis about what was broken, and was there evidence before the change was made?

More evidence →Why B2B Website Redesigns Fail·Why Search Visibility Doesn't Create Demand·Why Switching Channels Doesn't Work
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The Best Google Ads Audits Don't Start with Google Ads

Most Google Ads audits stop at the first defensible answer. Scale the cheap campaign. Add more negatives. Fix the landing page copy. Each one sounds right. Each one would have made things worse. The…

12 min read→

Sound familiar?

The symptom is obvious. The cause often isn't.

Multiple underlying patterns can produce the same visible problem. We investigate which one is actually present before recommending what to change.

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