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Resources

Guides and worked examples

Short, concrete walkthroughs. Every example uses sample data and is labelled as a demo unless it is connected to a live account.

  • Why did CPA increase this week?

    A worked diagnosis that separates the observed change from the hypothesis behind it.

    Example below

  • Reading an evidence panel

    How ranked contributing factors, comparison windows, and data caveats fit together.

    Written guide

  • Reviewing a spend-affecting action

    What to check before approving a budget, status, or targeting change — and how it is reversed.

    Written guide

  • Empty, stale, and partial data

    Why the workspace refuses to show missing data as a zero, and what it shows instead.

    Written guide

Worked example

Why did CPA increase this week?

The same structure the product uses: observation, evidence, an explicitly labelled hypothesis, a recommendation, and a caveat.

Ask the workspaceDemo data

“Why did CPA increase this week?”

Observation

CPA moved from $21.10 to $26.17 while spend increased 6.4% and conversions fell 4.1%.

Evidence

  • Broad — Lookalike 3%

    49% of prospecting spend; CPA up 38%

    $12,480 spend · CPA $31.40

  • Retargeting — 30d visitors

    Flat spend; most efficient set

    $7,110 spend · CPA $12.05

  • Creative — “Bundle offer v2”

    Only creative in the affected ad sets

    CTR 1.1% (down from 2.4%)

  • Conversion volume

    Attributed, 7-day click window

    1,842 (−4.1%)

Observed fact

Spend shifted toward two broad ad sets while conversion volume stayed flat in retargeting.

Hypothesis

Likely creative fatigue in the broad ad sets rather than an audience or bid change. This is a hypothesis, not a confirmed cause.

Recommendation

Current

“Bundle offer v2” active in 3 ad sets, $12,480 of 7-day spend

Proposed

Pause “Bundle offer v2” in the two broad ad sets and reallocate 15% of their daily budget to retargeting

Caveat. Attribution windows differ between ad sets; 2 days of data arrived after the last sync. Treat the conversion delta as approximate.

See it run on your own account.

Request access and connect an advertising account.

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JaheeraTech

AI advertising intelligence. Bring campaign performance into one workspace and decide what to do next.

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In development
Google Ads, Google Analytics 4, LinkedIn Ads, WhatsApp Business API, Twilio, Email engine (SMTP/SES/SendGrid), TikTok Ads

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