Pipeline GurusAli Yousef Task

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Q3 2026 (includes a partial month) versus Q4 2025. An increase is not automatically good. When engagement falls while sessions rise, my assumption is paid.

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+33.3%

Sessions change

2,322 → 3,095

-0.5 pt

Engagement change

49.1% → 48.6%

+299.5%

Paid mix-column change

199 → 795

Columns
KPI comparison
Sessions2,3223,095773+33.3%More volume. I would check whether paid caused it.
Users (monthly sum)1,7972,666869+48.4%A sum of monthly rows, not unique people across the window.
Engagement rate49.1%48.6%-0.5 pt-1.0%Quality worsened even if volume rose.
Direct sessions1,2771,504227+17.8%This is the floor of the engine.
Paid sessions (mix column)199795596+299.5%Likely the spike mechanism.
Organic Search column508342-166-32.7%This is the highest-quality scalable channel I can see in the full window.
Key events1,1171,433316+28.3%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved +33.3% while engagement moved -0.5 points. Paid mix-column moved +299.5%.

How I am reading it. The later window bought more traffic of worse quality. That looks like the Paid Social pattern.

Where I would go next

What I noticedThe numbersHow I am reading itWhat I would do next
Direction needs a quality test+33.3% sessions, -0.5 pt engagement.Volume and quality can disagree, so I would not call this growth from sessions alone.I would carry both numbers into any budget conversation.

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