Prompt Details
Model
(claude-5-5-sonnet)
Token size
641
Example input
[PLATFORM_AND_OBJECTIVE]: Meta Ads – Purchase (Cash on Delivery)
[PRODUCT_MARKET_AUDIENCE]: Posture corrector, France, price 25€, COD payment, men and women 25-45 with desk jobs, broad targeting
[AD_COPY_AND_CREATIVE]: Copy: "Best posture corrector! Order now and get free delivery!" Creative: static product photo on white background, no video. Landing page: long product page, no reviews, no guarantee
[TRAFFIC_METRICS]: Spend 300 €, impressions 150,000, clicks 1,650, CTR 1.1%, CPC 0.18 €, daily budget 300 MAD, running 10 days
[CONVERSION_AND_MARGIN]: 18 orders, CVR 1.09%, CPA 167 MAD, AOV 25€ profit margin about 45% (12 € per order after product cost, shipping and typical returns)
Example output
# Campaign Diagnosis: Posture Corrector, France, COD
**Assumption:** your figures imply roughly 10 MAD = 1 €, so I work in € throughout. Spend 300 € ÷ 18 orders = **16.67 € CPA**, which matches your 167 MAD. Your numbers are internally consistent (1,650 ÷ 150,000 = 1.1% CTR; 18 ÷ 1,650 = 1.09% CVR).
---
## 1. Profitability Check
| Metric | Formula | Value |
|---|---|---|
| Margin | given | 45% (12 €/order) |
| **Break-even ROAS** | 1 ÷ 0.45 | **2.22** |
| **Break-even CPA** | 25 € × 45% | **12 €** |
| Actual ROAS | 450 € ÷ 300 € | **1.50** |
| Actual CPA | 300 € ÷ 18 | **16.67 €** |
| Net result | (18 × 12 €) − 300 € | **−84 €** |
**Verdict: LOSING.** You lose about **4.67 € on every order**, and CPA sits 39% above break-even. To break even you need CPA ≤ 12 €, which means **25 orders on the same 300 € spend** (+39%). To make real profit, aim for CPA ≤ ~9 € (a 25% buffer).
Caveat: 18 orders is a small sample. Treat the CPA as roughly 12–25 € until you reach 40+ orders.
---
## 2. Funnel Leak Diagnosis
| Stage | Your number | Read (approximate, varies by niche and market) |
|---|---|---|
| CPM | 2.00 € (300 ÷ 150) | **Very low** for France. Often signals cheap, lower-intent inventory. |
| CTR | **1.1%** | Average for cold broad traffic. Typical range ~0.8–1.5%. Not the problem. |
| CPC | **0.18 €** | **Cheap.** Typical France e-com range is higher, ~0.30–0.80 €. Not the problem. |
| CVR (click → order) | **1.09%** | **Weak.** Typical for a decent COD page ~2–4%. |
| CPA | **16.67 €** | Above the 12 € break-even. |
**The logic chain:** CPC is cheap, CTR is acceptable, CVR is poor, so CPA is too high. That is the "good CTR + low CVR" pattern, which points to the landing page, offer, and trust.
CPA = CPC ÷ CVR. Your CPC would already support profit if CVR were 1.52% or higher (0.18 ÷ 0.0152 = 11.8 €). At 2% CVR, CPA drops to **9 €**.
### Single biggest bottleneck: Landing page and offer trust (CVR 1.09%)
Why:
- **No reviews, no guarantee, no video** on a product people have to trust will work on their own body.
- The ad promises "Best posture corrector!", but the page offers no proof of it.
- The cheap CPM/CPC suggests you are buying cheap clicks (check placements), so page trust has to do even more work.
### COD-specific risks (France)
- **COD is uncommon in France.** Most buyers expect card, PayPal, or Klarna. COD can lower conversion (trust and unfamiliarity) and attract lower-intent buyers.
- **Confirmation rate:** your 18 orders are *placed* orders. If confirmation is, say, 60–70%, real CPA per confirmed order is higher than 16.67 €. Track this.
- **Delivery and refusal rate:** your 12 € margin assumes "typical returns". Check actual refusal rates, because a 15–20% refusal rate would wipe out the already negative margin.
- **Secondary leak:** the thin copy and static creative may be attracting casual clickers rather than people with a real pain point.
---
## 3. Ad Copy & Creative Psychology Critique
**Copy:** *"Best posture corrector! Order now and get free delivery!"*
**Flaws:**
- **No hook.** "Best posture corrector!" is an unsupported claim. Every competitor says it, and it triggers skepticism rather than curiosity.
- **No pain point.** Nothing about back pain, neck tension, slouching, or the 8-hour desk day. Your audience has a specific, felt problem and the ad never names it.
- **Only trigger used: a mild incentive (free delivery).** It is weak because free shipping is the market default.
- **Missing triggers:** problem agitation, social proof, specificity (comfort, wear time), authority, risk reversal (guarantee), and a COD-specific reassurance ("pay on delivery").
- **Generic CTA.** "Order now" with no outcome or reason attached.
**Creative:** static product shot on white background.
- **Hook strength in the first 3 seconds: near zero.** A white-background packshot blends with every Amazon listing and has no pattern interrupt.
- **No demonstration.** A posture corrector sells on visible before/after change and comfort under clothes. A static image shows neither.
- **Missed opportunities:** UGC-style video, worn-under-shirt demo, desk-worker relatability, native-feeling content.
**Landing page:** a long page with no reviews and no guarantee has no proof and no risk reversal. This is where your biggest loss happens.
**Compliance note:** in France, avoid medical claims such as "cures", "heals", or "corrects scoliosis". Use "helps you remember to sit tall" and "support". This protects the account from policy flags.
---
## 4. Action Plan (priority order)
1. **Rebuild landing page trust**
- *Change:* add real customer reviews with photos (even 10–15 collected from early buyers), a 30-day satisfaction guarantee, a demo video above the fold, an FAQ, and a "pay on delivery" reassurance.
- *Why:* this is the biggest bottleneck (CVR 1.09%).
- *Expected impact:* CVR toward 1.6–2.2%, which brings CPA to about 8–11 € at the same CPC (approximate).
2. **Replace the static image with video/UGC**
- *Change:* launch 2–3 short videos (problem demo, testimonial) with a real hook in the first 3 seconds.
- *Why:* it improves ad quality and click intent, and pre-qualifies buyers.
- *Expected impact:* higher CTR and CVR; likely a lower CPA as traffic quality improves.
3. **Rewrite the copy around the pain point**
- *Change:* swap the "Best posture corrector" line for pain-point-led PAS/AIDA copy with a guarantee and the COD line.
- *Why:* it matches the actual desk-worker problem and adds proof and risk reversal.
4. **Audit COD economics and test a prepaid option**
- *Change:* track confirmation and delivery rates, add a confirmation call/SMS/WhatsApp, and test adding card/PayPal at checkout (with a small discount, e.g., 3–5%).
- *Why:* COD is unusual in France. It may be depressing CVR and inflating your real CPA.
- *Expected impact:* a better true profit per delivered order.
5. **Clean up traffic quality**
- *Change:* check placement and device breakdowns, and exclude Audience Network and weak placements. Keep broad targeting but segment by age (25–34 vs 35–45) and gender.
- *Why:* a 2 € CPM is unusually low for France, which may mean low-intent inventory.
- *Expected impact:* a slightly higher CPC but a better CVR; net effect on CPA is positive if CVR gains outweigh the CPC rise.
**Pause rule:** don't scale spend until CPA is under 12 € on at least 30–40 orders.
---
## 5. Test Plan
| # | Hypothesis | Single variable | Budget | Success metric | Duration |
|---|---|---|---|---|---|
| 1 | Trust elements raise CVR | Landing page: current vs. version with reviews + guarantee + video (same ad) | ~30 €/day, split 50/50 traffic | CVR ≥ 1.6% (vs. 1.09%) | 5–7 days |
| 2 | Video beats static | Creative format: static vs. UGC problem-demo video (same copy and LP) | ~15 €/day per ad set | CTR ≥ 1.5%, CPA ≤ 12 € | 5–7 days |
| 3 | Pain-point hook beats generic claim | Primary text/hook only (same video) | ~15 €/day per ad set | Hook rate (3s views ÷ impressions) ≥ 25%; CPA | 5 days |
| 4 | Prepaid option lifts total orders | Checkout: COD only vs. COD + card/PayPal (-5% prepaid) | Same LP traffic split | Orders per 100 clicks; delivered-order rate | 7 days |
| 5 | Age/gender segments differ | Audience: 25–34 vs. 35–45 (same creative) | ~15 €/day per ad set | CPA by segment | 5–7 days |
Run test 1 first, as it carries the highest expected impact. Isolate one variable per test.
---
## 6. Two Ready-to-Use Ad Variations
*(Ads are written in French for the French market, with English translations in brackets.)*
### Variation A: UGC Problem-Demo (PAS)
**3 hooks:**
1. « Si tu passes 8h assis, regarde ça. » [If you sit 8 hours a day, watch this.]
2. « Mon dos me faisait mal à 15h tous les jours… » [My back hurt every day by 3pm…]
3. « Tu te redresses 5 secondes… puis tu te voûtes encore ? » [You sit up straight for 5 seconds… then slouch again?]
**Body copy (PAS):**
> **Problème :** Dos tendu, épaules qui tirent, nuque raide… la fin de journée au bureau est devenue un calvaire.
> **Agitation :** Tu t'étires, tu changes de chaise, mais dès que tu te concentres, tu te voûtes à nouveau. Et la douleur revient.
> **Solution :** Ce correcteur de posture discret se porte sous les vêtements et te rappelle de rester droit toute la journée. Léger, ajustable, confortable.
> ✅ Paiement à la livraison ✅ Livraison gratuite ✅ Satisfait ou remboursé 30 jours
**CTA button:** « Commander » (Order Now)
**Scene-by-scene brief (20–25 sec, vertical 9:16, phone-shot, natural light):**
1. **0–3s:** Person at desk, hand on lower back, visibly slouching. Text overlay: "8h assis ?" Raw, no intro or logo.
2. **3–8s:** Voiceover/caption on the pain: tension, fatigue, "j'ai tout essayé."
3. **8–15s:** Put on the corrector over a T-shirt, then show it worn under a shirt (discreet). Demonstrate sitting up straight.
4. **15–20s:** Quick work-from-desk clip, smiling, comfortable.
5. **20–25s:** Product + offer card: "Paiement à la livraison · Livraison gratuite · 30 jours satisfait ou remboursé." CTA.
---
### Variation B: Testimonial / Social Proof (AIDA)
**3 hooks:**
1. « J'étais sceptique. 3 semaines plus tard… » [I was skeptical. Three weeks later…]
2. « Pourquoi 1 000+ télétravailleurs portent ça ? » *(use only if true; replace with your real number)* [Why do 1,000+ remote workers wear this?]
3. « Mon kiné m'a demandé ce que j'avais changé. » *(use only if it really happened)* [My physio asked what I'd changed.]
**Body copy (AIDA):**
> **Attention :** Télétravail, bureau, ordinateur toute la journée ? Ton dos le ressent.
> **Intérêt :** Ce correcteur léger se glisse sous tes vêtements et t'aide à garder une posture droite, sans gêne.
> **Désir :** Découvre les avis de clients qui l'utilisent au bureau chaque jour. Confort, discrétion, résultats visibles sur leur façon de s'asseoir.
> **Action :** Commande maintenant, paie à la livraison, et essaie-le 30 jours sans risque.
**CTA button:** « Acheter » (Shop Now)
**Scene-by-scene brief (25–30 sec):**
1. **0–3s:** Customer talking to camera: "J'étais sceptique…" (use a real customer or a genuine tester; never fake testimonials).
2. **3–10s:** Customer explains their desk job and pain point in 1–2 sentences.
3. **10–18s:** Shows wearing it at work, briefly demonstrates comfort and discretion.
4. **18–24s:** Overlay of review screenshots (real ones, with star ratings).
5. **24–30s:** Offer card with guarantee + "paiement à la livraison" + CTA.
> **Important:** use only genuine testimonials and verifiable claims. Fabricated reviews violate Meta policy and French consumer law.
---
### 3 data points that would sharpen this diagnosis
1. **Confirmation rate** of the 18 COD orders (how many were actually confirmed by phone/SMS)?
2. **Delivery and refusal rate** so far, if any orders have shipped?
3. **Link CTR vs. all-clicks CTR**, and the placement breakdown (are many of the 1,650 clicks from Audience Network or low-quality placements)?
With those, I can tell you whether the true constraint is the page, the traffic quality, or the COD economics, and refine the break-even CPA accordingly.
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CLAUDE-5-5-SONNET
Audit Meta Ads and Facebook Ads campaigns with an AI-powered campaign analyzer. Diagnose ad performance, calculate break-even CPA and ROAS, identify conversion funnel issues, and optimize campaign profitability. Get actionable media buying strategies, CRO recommendations, A/B testing plans, and ready-to-use ad copy variations. Designed for e-commerce businesses, media buyers, and Cash on Delivery (COD) campaigns
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