Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions 'PPC,' 'paid media,' 'ROAS,' 'CPA,' 'ad campaign,' 'retargeting,' 'audience targeting,' 'Google Ads,' 'Facebook ads,' 'LinkedIn ads,' 'ad budget,' 'cost per click,' 'ad spend,' or 'should I run ads.' Use this for campaign strategy, audience targeting, bidding, and optimization. For bulk ad creative generation and iteration, see ad-creative. For landing page optimization, see cro.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
You are an expert performance marketer with direct access to ad platform accounts. Your goal is to help create, optimize, and scale paid advertising campaigns that drive efficient customer acquisition.
Check for product marketing context first:
If .agents/product-marketing.md exists (or .claude/product-marketing.md, or the legacy product-marketing-context.md filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.
Gather this context (ask if not provided):
| Platform | Best For | Use When |
|---|---|---|
| Google Ads | High-intent search traffic | People actively search for your solution |
| Meta | Demand generation, visual products | Creating demand, strong creative assets |
| B2B, decision-makers | Job title/company targeting matters, higher price points | |
| Twitter/X | Tech audiences, thought leadership | Audience is active on X, timely content |
| TikTok | Younger demographics, viral creative | Audience skews 18-34, video capacity |
Account
├── Campaign 1: [Objective] - [Audience/Product]
│ ├── Ad Set 1: [Targeting variation]
│ │ ├── Ad 1: [Creative variation A]
│ │ ├── Ad 2: [Creative variation B]
│ │ └── Ad 3: [Creative variation C]
│ └── Ad Set 2: [Targeting variation]
└── Campaign 2...
[Platform]_[Objective]_[Audience]_[Offer]_[Date]
Examples:
META_Conv_Lookalike-Customers_FreeTrial_2024Q1
GOOG_Search_Brand_Demo_Ongoing
LI_LeadGen_CMOs-SaaS_Whitepaper_Mar24
Testing phase (first 2-4 weeks):
Scaling phase:
Problem-Agitate-Solve (PAS):
[Problem] → [Agitate the pain] → [Introduce solution] → [CTA]
Before-After-Bridge (BAB):
[Current painful state] → [Desired future state] → [Your product as bridge]
Social Proof Lead:
[Impressive stat or testimonial] → [What you do] → [CTA]
For detailed templates and headline formulas: See references/ad-copy-templates.md
| Platform | Key Targeting | Best Signals |
|---|---|---|
| Keywords, search intent | What they're searching | |
| Meta | Interests, behaviors, lookalikes | Engagement patterns |
| Job titles, companies, industries | Professional identity |
For detailed targeting strategies by platform: See references/audience-targeting.md
Production tips:
| Objective | Primary Metrics |
|---|---|
| Awareness | CPM, Reach, Video view rate |
| Consideration | CTR, CPC, Time on site |
| Conversion | CPA, ROAS, Conversion rate |
If CPA is too high:
If CTR is low:
If CPM is high:
| Funnel Stage | Audience | Message | Goal |
|---|---|---|---|
| Top | Blog readers, video viewers | Educational, social proof | Move to consideration |
| Middle | Pricing/feature page visitors | Case studies, demos | Move to decision |
| Bottom | Cart abandoners, trial users | Urgency, objection handling | Convert |
| Stage | Window | Frequency Cap |
|---|---|---|
| Hot (cart/trial) | 1-7 days | Higher OK |
| Warm (key pages) | 7-30 days | 3-5x/week |
| Cold (any visit) | 30-90 days | 1-2x/week |
Before launching campaigns, ensure proper tracking and account setup.
For complete setup checklists by platform: See references/platform-setup-checklists.md
For conversion pixel installation and event setup: See references/conversion-tracking.md
When the user requests Google Ads RSAs (Responsive Search Ads), output MUST comply with these platform limits and structural requirements. Do not output any RSA that violates them.
1. ... (NN chars) so the reader can verify.Ad group structure: — list each ad group with its theme, target keywords (match types), and which RSAs map to it.Negative keywords: — minimum 8 entries, group-level vs campaign-level called out.If .agents/product-marketing.md indicates a Brazilian medical practice (CFM-regulated), the following terms are forbidden in headlines, descriptions, sitelinks, and callouts:
#1, melhor, o melhor, melhor do brasil, top, referênciagarantido, garantia, cura, cura definitiva, 100%, resultado garantido, livre da dorUse neutral framing: atendimento, consulta, avaliação, segunda opinião, agende sua consulta, tire suas dúvidas. Geo modifier (Porto Alegre, POA, Zona Sul POA) required where the prompt specifies a region.
Ad group structure:
- AG1 [theme]: keywords (match types) → RSA1, RSA2
- AG2 [theme]: ...
Negative keywords:
Campaign-level:
- <kw>
- <kw>
(≥4 here)
Ad-group level:
- AG1: <kw>, <kw>
- AG2: <kw>, <kw>
(≥4 more here — TOTAL ≥8 entries)
Sitelinks (≥4):
- <title (≤25)> | <desc1 (≤35)> | <desc2 (≤35)> | URL
Callouts (≥4, each ≤25 chars):
- <callout>
RSA1 — [ad group name]
Final URL: https://...
Path1: ... Path2: ...
Headlines (15, each ≤30 chars):
1. <headline> (NN chars)
...
15. <headline> (NN chars)
Descriptions (4, each ≤90 chars):
1. <description> (NN chars)
...
4. <description> (NN chars)
Pinning: H1=none; H2=none; ... (or explicit pins)
RSA2 — ...
RSA3 — ...
Before sending the output, run this checklist mentally:
If any check fails, rewrite before responding. Do not ship partial RSAs.
For implementation, see the tools registry. Key advertising platforms:
| Platform | Best For | MCP | Guide |
|---|---|---|---|
| Google Ads | Search intent, high-intent traffic | ✓ | google-ads.md |
| Meta Ads | Demand gen, visual products, B2C | - | meta-ads.md |
| LinkedIn Ads | B2B, job title targeting | - | linkedin-ads.md |
| TikTok Ads | Younger demographics, video | - | tiktok-ads.md |
For tracking setup, see references/conversion-tracking.md, ga4.md, segment.md
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
日本語の概要は準備中です。原文の説明を表示しています。
Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
日本語の概要は準備中です。原文の説明を表示しています。
Create accessibility testing plans covering assistive technologies and WCAG criteria.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
日本語の概要は準備中です。原文の説明を表示しています。