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Top 5 unmet needs (67 interviews)

1. Onboarding takes too long — 41 customers
   "I gave up before my first usable result." (I-12) · "Two evenings to set up something I wanted to try in ten minutes." (I-38)
   Trigger: trying the product between meetings, on a phone.
2. Sharing with the team is friction — 33
   "I ended up screenshotting the dashboard into Slack." (I-05)
3. Integration with the existing stack — 29
4. Pricing surprise in month two — 24
5. Progress does not sync between devices — 18

Early signals
- Offline mode — I-12, I-38, I-51: "I'd pay for it to just work on the train." Unprompted in three separate interviews; not noise.
- Public API — I-22 only.

Contradictions
- 14 customers want fewer notifications; 9 want a daily nudge. Both groups are under 30 days in.

Say vs. want
- Say: "more features." Want, from behaviour: the three they already use to be faster. (I-07, I-44)

Follow-ups for next round
1. "What did you expect to have working within ten minutes?"
2. "Who else looks at this, and how do they see it today?"
PromptDataPro
  • Claude
  • Gemini
Research

Cluster 400 Pages of Interviews

Feed every transcript at once; get ranked unmet needs with verbatim quotes, early signals, contradictions.

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Ranked causes

1. Creative launch pushed spend into a worse-converting audience (fit: HIGH)
Mechanism: three new creatives entered learning Monday; Meta over-delivers early impressions to cheap, low-intent placements.
Supports: spike begins the same day; recovery by Sunday matches a 5–7 day learning window.
Contradicts: nothing in the inputs — but you have not split CAC by creative yet.

2. Competitor promo raised auction prices Tue–Thu (fit: MEDIUM)
Supports: Tuesday start; CPM data would show it.
Contradicts: the spike started Monday, a day before the promo.

3. +30% budget scale on the top campaign reset learning (fit: MEDIUM-LOW)
Supports: scaling same day. Contradicts: a 30% step rarely resets learning on its own.

Next data cut: CAC and CPM by creative, by day, Mon–Sun. If the three new creatives carry a CAC over $90 on Mon–Wed while legacy creatives stay near $48, cause 1 is confirmed.

Not considered: a tracking gap — check whether the pixel fired normally Mon–Wed before trusting any of this.
Do not: pause the new creatives today. You would destroy the data that tells you which of them is fine.
PromptDataPro
  • ChatGPT
  • Claude
Marketing

CAC Spike Diagnosis

Three ranked causes for a metric anomaly, the one data cut that confirms the top cause, and what not to do.

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