Pipeline GurusAli Yousef Task

Comparisons

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

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-25.0%

Sessions change

3,095 → 2,322

+0.5 pt

Engagement change

48.6% → 49.1%

-75.0%

Paid mix-column change

795 → 199

Columns
KPI comparison
Sessions3,0952,322-773-25.0%Less volume. I would check whether quality improved.
Users (monthly sum)2,6661,797-869-32.6%A sum of monthly rows, not unique people across the window.
Engagement rate48.6%49.1%+0.5 pt+1.1%Quality improved. I would confirm the mix.
Direct sessions1,5041,277-227-15.1%This is the floor of the engine.
Paid sessions (mix column)795199-596-75.0%Paid receded; I would look at Organic Search time.
Organic Search column342508166+48.5%This is the highest-quality scalable channel I can see in the full window.
Key events1,4331,117-316-22.1%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved -25.0% while engagement moved +0.5 points. Paid mix-column moved -75.0%.

How I am reading it. The later window is smaller and more engaged. That is closer to the July 2026 mix I would rather understand.

Where I would go next

What I noticedThe numbersHow I am reading itWhat I would do next
Direction needs a quality test-25.0% 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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