Pipeline GurusAli Yousef Task

Comparisons

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

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-84.3%

Sessions change

21,539 → 3,391

+5.3 pt

Engagement change

50.6% → 55.9%

-76.7%

Paid mix-column change

8,250 → 1,924

Columns
KPI comparison
Sessions21,5393,391-18,148-84.3%Less volume. I would check whether quality improved.
Users (monthly sum)18,7033,048-15,655-83.7%A sum of monthly rows, not unique people across the window.
Engagement rate50.6%55.9%+5.3 pt+10.5%Quality improved. I would confirm the mix.
Direct sessions8,013718-7,295-91.0%This is the floor of the engine.
Paid sessions (mix column)8,2501,924-6,326-76.7%Paid receded; I would look at Organic Search time.
Organic Search column2,460421-2,039-82.9%This is the highest-quality scalable channel I can see in the full window.
Key events13,2505,086-8,164-61.6%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved -84.3% while engagement moved +5.3 points. Paid mix-column moved -76.7%.

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-84.3% sessions, +5.3 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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