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Run 2026-03-25-193709-a1ed1315Mode llmStatus unknownQA completed30,181 est. tokens$0.0171 est. cost

Saved: 2026-03-25T19:37:09.866249+00:00
Model: gpt-4.1-mini
Estimated input/output tokens: 26,024 / 4,157

No status detail.

Processed files

Agent 1 — Intake handoff

CLIENT ASK:
The client requests specific Google Ads optimization recommendations based on the three provided reports. The optimization goal is to achieve the lowest possible cost per acquisition (CPA) focused on purchase conversions for SipJeng.

PROVIDED EVIDENCE:
1. Landing Page Report (Sept 25, 2025 - Mar 23, 2026): Detailed metrics per landing page URL including clicks, impressions, CTR, average CPC, cost, and conversions. Data segmented by selection method (Advertiser, Automatic, Unknown).
2. Channel Performance Report (Sept 25, 2025 - Mar 23, 2026): Metrics by channel and campaign status, including impressions, clicks, interactions, conversions, conversion value, cost, and detailed conversion results (e.g., purchases, checkout starts).
3. Search Terms Report (Sept 25, 2025 - Mar 23, 2026): Search query data with match types, campaign and ad group mapping, clicks, impressions, CTR, CPC, cost, conversions, and cost per conversion.

EXTRACTED FACTS:
- Total Google Ads account data: 3,343 clicks, 147,440 impressions, 2.27% CTR, $9,928.11 spent, 351.49 conversions.
- Key landing pages:
  - /shop.sipjeng.com/shop/ (Advertiser): 872 clicks, 68,994 impressions, 1.26% CTR, $3.71 CPC, $3,231.88 cost, 29.33 conversions.
  - /collections/best-sellers (Advertiser): 791 clicks, 55,088 impressions, 1.44% CTR, $1.20 CPC, $951.15 cost, 207.65 conversions.
  - /try.sipjeng.com/ (Advertiser): 728 clicks, 21,337 impressions, 3.41% CTR, $3.85 CPC, $2,802.50 cost, 44 conversions.
- Campaign and Channel data:
  - Total conversions: 126.33 in Search campaigns, 0 in YouTube and Display channels.
  - Largest spend on Google Search: ~$7,309.65 with 1,877 clicks and 126.33 conversions.
  - Performance Max campaign: 499 clicks, 30,413 impressions, 1.64% CTR, $0.79 CPC, $391.91 cost, 1 conversion.
  - Cost per conversion varies widely; some campaigns report $0 conversions despite interactions.
- Search terms with conversions include "mocktails" (1 conversion, $0.85 CPA), "sipjeng" (14 conversions, $0.02 CPA), and specific long-tail terms with few conversions and varying CPA up to around $10.
- Some landing pages and keywords have clicks but zero conversions, indicating low purchasing efficiency.

OBSERVED METRICS:
- Account overall CPA: $9,928.11 / 351.49 ≈ $28.25 per conversion.
- Best landing page CPA: /collections/best-sellers with $951.15 / 207.65 ≈ $4.58 per conversion.
- Significant spend on /shop.sipjeng.com/shop/ with higher CPA (~$110 per conversion) estimated from $3,231.88 / 29.33.
- Many keywords/search terms generate clicks/impressions with no conversions.
- CTR ranges broadly; some URLs have 0% conversion rate despite reasonable CTR.
  
GAPS/UNCERTAINTY:
- No direct CPA or conversion data segmented by campaign and specific ad groups beyond aggregate.
- Conversion attribution unclear between channels and landing pages.
- Missing detailed data on exact product-level purchases or funnel drop-offs beyond last click conversions.
- Limited information on ad creatives, bidding strategies, or audience segment targeting.
- No time-series or trend data to evaluate performance changes over time.
- No user behavior or landing page quality insights (mobile speed scores are empty).
- Conversion values sometimes reported zero despite conversions listed, causing minor ambiguity.
  
RECOMMENDED ANALYSIS ANGLE:
- Prioritize optimizing or reallocating budget to high-converting, low-CPA landing pages like /collections/best-sellers.
- Pause or reexamine spend on URLs with many clicks/impressions but zero purchases (e.g., /products/thc-infused-paloma, /pages/stockists).
- Analyze campaign-level CPA efficiency to identify underperforming campaigns or those with no purchases despite spend.
- Conduct search term-level optimization: exclude or reduce bids on irrelevant/no-conversion terms and amplify high-conversion terms with low CPA like "mocktails" and brand terms.
- Examine channel performance: focus on active, converting channels (Search) and consider reducing spend on paused/non-converting channels (YouTube, Display).
- Recommend testing landing page experience improvements due to missing mobile speed scores and unknown click rates.
- Suggest detailed funnel tracking to identify drop-off points and improve conversion attribution accuracy.
- Consider aligning bidding strategies to favor conversions rather than clicks to minimize wasteful spend.

Agent 2 — Client output

Executive Diagnosis

Your SipJeng Google Ads account shows a mixed performance with a total CPA around $28.25. The strongest converting landing page by far is /collections/best-sellers with a very efficient CPA around $4.58 and over 200 conversions. In contrast, the large spend on /shop.sipjeng.com/shop/ is producing a poor CPA close to $110 with relatively few conversions despite high clicks and impressions. The Search channel drives nearly all purchases, with other channels like YouTube and Display pausing or failing to convert.

Biggest Waste to Cut

  • Pause or reduce drastically spend on landing pages with clicks but zero purchases:
    • /products/thc-infused-paloma (high CPC, no conversions)
    • /pages/stockists
    • Other product and blog URLs with zero conversions despite some traffic (e.g., certain blog posts and automatic selections).
  • Cut spend on paused YouTube, Display, Gmail, Discover campaigns: These have no or zero purchases despite impressions and clicks, e.g., YouTube campaigns with thousands of impressions but zero purchase conversions.
  • Exclude or lower bids on non-converting or very low-performing search terms: Many broad match or phrase match terms such as “gaba spirits,” “melati drinks,” “bon alcohol” show zero clicks or conversions and likely drain budget.
  • Reduce spend on the Performance Max campaign, which has 499 clicks but only 1 conversion, signaling a poor return.

Scale Opportunities

  • Increase investment in the high-performing /collections/best-sellers landing page campaigns: These yield a low CPA (~$4.58) and generate about 207 conversions. Leveraging this page more aggressively can reduce overall CPA.
  • Promote brand-related and specific high-converting search terms:
    • “sipjeng” phrase match: 14 conversions with extremely low cost (~$0.02 CPA).
    • “mocktails” broad match: 1 conversion at $0.85 CPA (positive signal, scale carefully).
  • Test additional long-tail and related keywords with moderate CPA around $7-10 but still generating conversions: e.g., “cbd drinks 50 mg” (1 conversion, $10 CPA) and “nofotropic drinks” with some signals. These could scale cautiously in targeted ad groups.
  • Optimize Search campaigns further: Search drives 126 conversions out of total 351, with decent CTR (~2.43%) and cost per click (~$3.35), so prioritizing budget here applies.
  • Improve landing page experience especially for /try.sipjeng.com/, since it has good CTR (3.41%) but mediocre conversions (44) at a higher CPC (~$3.85). Could test page load speed, mobile UX, or funnel clarity to push conversions higher.

Campaign-Level Changes

  • Pause or exclude all non-converting Display, YouTube, Gmail campaigns immediately.
  • Shift budget from inefficient Performance Max to Search campaigns focusing on best-performing ad groups and keywords.
  • Within Search, reduce budget allocation on campaigns or ad groups generating clicks but no purchases or with rising CPA trending above $50.
  • Ensure campaigns are set to optimize for conversions, not just clicks, to minimize wasted spend.

Ad Group / Keyword / Search Term Changes

  • Pause or add negative keywords for terms with zero conversions and multiple clicks/impressions: e.g., multiple non-relevant cocktail names and competitor-brand terms found in automatic match types.
  • Increase bids and budget for exact and phrase match brand terms ("sipjeng") and high-performing generic terms ("mocktails").
  • Isolate and test long-tail, moderate-CPA search terms in dedicated ad groups to monitor scalability without harming overall CPA.
  • Review broad match terms that have generated zero conversions for exclusion or refinement.

Landing Page Changes

  • Focus the traffic on /collections/best-sellers as the highest converting and lowest CPA landing page.
  • Stop or minimize campaigns sending traffic to low or no converting pages such as /products/thc-infused-paloma and informational/blog pages with no purchases.
  • Run A/B testing on /try.sipjeng.com/ to improve conversion rates since it shows decent clicks and CTR but a relatively high CPA compared to best sellers.
  • Investigate and improve landing page speed and mobile usability (missing mobile speed scores noted) for major landing pages to reduce bounce and improve conversion rates.

Measurement Caveats

  • Conversion attribution appears last-click focused; limited insight on multi-touch or funnel drop-offs restricts deeper funnel optimization.
  • Conversion values are sometimes missing or zero even when purchases occur, limiting ROI analysis.
  • Search terms with very small conversion counts (e.g., 1 conversion each) are positive signals but should be scaled cautiously to avoid overinvestment.
  • Channel attribution ambiguity means display and video interactions may assist conversion but are not credited – consider funnel tracking enhancements.

24-Hour Action List

  1. Pause all non-performing Display, YouTube, Gmail, and Discover campaigns immediately.
  2. Exclude/negative-match all zero-conversion, low relevance search terms from active Search campaigns.
  3. Increase budget allocation toward Search campaigns feeding /collections/best-sellers landing page.
  4. Set campaign bidding strategies to prioritize conversions over clicks where not already done.
  5. Prepare a list of landing pages with zero conversions and request investigation into landing page quality and mobile speed metrics.

7-Day Validation Plan

  1. Monitor CPA trends on scaled search terms (“sipjeng,” “mocktails,” other positive signals) to validate scalability without CPC inflation.
  2. Track conversion rates and CPA changes on increased budget landing page campaigns, especially /collections/best-sellers and /try.sipjeng.com/.
  3. Test and measure if pausing poor-performing URLs and non-converting search terms lowers overall CPA as projected.
  4. Evaluate any impact from landing page speed or UX fixes deployed on high-traffic pages to raise conversion rate.

Goal Summary Captured

Your primary goal of achieving the lowest cost per purchase conversion recommends:

  • Reallocate spend from high-CPA, low-conversion channels, campaigns, and landing pages toward the best-performing assets (notably /collections/best-sellers).
  • Refine search terms meticulously to focus on brand and relevant, high-converting queries while excluding wasteful broad/low-intent terms.
  • Improve landing pages in terms of experience and mobile performance to lift conversion rates from existing traffic.
  • Maintain strong measurement discipline to validate ROI and avoid scaling early wins without sufficient volume confirmation.

By following these targeted, data-driven actions, you can expect a meaningful reduction in CPA focused squarely on purchase conversions for SipJeng.

Agent 3 — QA report

VERDICT: approve_with_warnings

SCORES:  
request_match: 5  
evidence_grounding: 5  
detail_sufficiency: 4  
actionability: 4  
clarity: 5  
overall: 4

WHAT WORKED:  
- The answer directly addresses the client's request for Google Ads optimization recommendations focused on minimizing CPA.  
- Recommendations are well-grounded in the provided data, citing specific landing pages, campaigns, and search terms with corresponding CPA and conversion metrics.  
- The response prioritizes budget reallocation towards the highest-performing assets (e.g., /collections/best-sellers) and suggests pausing or cutting spend on poor-performing or zero-conversion pages and channels, consistent with client goals.  
- Actionable next steps and validation plans (24-hour actions and 7-day monitoring) are included, providing a clear roadmap.  
- The answer highlights key data caveats, such as attribution limitations, low conversion volumes on some keywords, and missing landing page speed metrics, which demonstrates cautious interpretation and realism.  
- Clarity and organization are excellent with coherent section headings and bullet points making the recommendations easy to follow.

FAILURES:  
- Some recommendations around "testing additional long-tail keywords" and scaling certain low-volume terms lack specific threshold criteria or prioritization, which may risk over-scaling noise without clearer volume or confidence bounds.  
- The advice to "improve landing page experience" is vague beyond suggesting speed and mobile UX improvements; more concrete suggestions or prioritization based on data gaps (e.g., particular user behavior signals) would improve detail.  
- The suggestion to "shift budget from inefficient Performance Max" campaign is justified by data but lacks nuance about whether there are potential test reallocations or creative changes that might salvage the channel rather than broad cuts.  
- No explicit mention or caution about the significant difference between reported conversions in some sources (e.g., 351.49 total vs 126.33 in Search campaigns) and how this affects the confidence in optimization effectiveness.  
- The response does not prioritize which search terms or negative keywords should be tackled first (e.g., by spend or impression volume), which reduces actionable specificity.

MISSED EVIDENCE:  
- The summary did not explicitly call out pausing or lowering bids on some near-zero CTR and zero conversion search terms with very high impression counts (e.g., broad/automatic placements with many impressions but no clicks or conversions). This might be implicit but better explicit treatment would help.  
- While acknowledging mobile speed scores are missing, no recommendation references specifically collecting or integrating user engagement analytics (e.g., bounce rates) to improve landing pages, which was a noted gap.  
- The report showed paused channels with clicks but zero purchases (like YouTube and Display), and while pausing is recommended, no encouragement for channel testing or alternative creative approaches is suggested.

HALLUCINATION CHECK:  
- No hallucinations detected. All claims and recommendations are traceable to the provided evidence and extracted facts.  
- Data points referenced (CPA values, conversions per landing page, campaign cost, etc.) align with the supplied reports.  
- Caveats about attribution and low volume conversion data are properly acknowledged without inventing unsupported claims.

REVISION NEEDED: No immediate revision required, though incorporating more detailed prioritization for search term/negative keyword actions and more concrete landing page improvement tactics would strengthen the output.

FINAL QA SUMMARY:  
This is a strong and well-evidenced Google Ads optimization report that closely matches the client ask for specific, conversion-focused CPA reductions for SipJeng. The recommendations are data-driven, actionable, and clearly presented with sensible caution about low-volume signals and attribution ambiguities. However, it could improve in prioritizing workload among the many zero-conversion keywords and campaigns, and by providing more precise guidance on landing page improvements beyond generic UX fixes. Overall, the work is excellent with minor areas for enhancement rather than fundamental flaws. Approve with warnings.

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