Analyze A/B test results for statistical significance with ship, extend, or kill recommendations
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Research a specific person for hyperpersonalized outreach using their public activity
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Researches a specific person's public activity and presence for hyperpersonalized outreach. Finds their LinkedIn posts, conference talks, articles, Twitter activity, career trajectory, and interests. The output feeds into message-generator Tier 3 personalization.
agency.config.json for service context (to identify relevant conversation topics)agency.config.json from the project root (if available).services[].name and icp.segments[].titles to know which topics are relevant to the agency's pitch.name -- (required) full name of the personcompany -- (recommended) their current companytitle -- (optional) their job titlelinkedin_url -- (optional) direct LinkedIn profile URLemail -- (optional) for additional search contextdepth -- quick (3-5 searches) | standard (8-12 searches) | deep (15+ searches). Default: standardWebSearch queries:
"{{name}}" site:linkedin.com/in -- find their profile"{{name}}" "{{company}}" site:linkedin.com/posts -- find their posts"{{name}}" "{{company}}" site:linkedin.com/pulse -- find their articlesExtract:
WebSearch queries:
"{{name}}" "{{company}}" "speaker" OR "keynote" OR "panelist" OR "conference""{{name}}" "{{company}}" "podcast" OR "episode" OR "interview""{{name}}" "{{company}}" site:youtube.comExtract:
WebSearch queries:
"{{name}}" "{{company}}" "blog" OR "article" OR "wrote" OR "author""{{name}}" site:medium.com"{{name}}" "{{company}}" site:substack.comExtract:
WebSearch queries:
"{{name}}" "{{company}}" site:twitter.com OR site:x.comfrom:@possible_handle "{{company}}" (if handle can be inferred)Extract:
WebSearch queries:
"{{name}}" "joins" OR "appointed" OR "promoted" OR "new role" OR "announces""{{name}}" "{{company}}" "previously at" OR "former" OR "ex-""{{name}}" site:crunchbase.com OR site:angel.coExtract:
WebSearch queries:
"{{name}}" "{{company}}" "award" OR "recognition" OR "achievement""{{name}}" "{{agency_founder_name}}" OR "{{agency_name}}" -- check for existing connections"{{name}}" "{{company}}" hobby OR passion OR volunteer OR communityExtract:
From all research, generate 3-5 specific, actionable personalization hooks. Each hook should be:
Good hooks:
Bad hooks:
Return structured JSON:
{
"name": "Jane Doe",
"title": "Head of Ecommerce",
"company": "BrandX",
"linkedin_url": "https://linkedin.com/in/janedoe",
"twitter_handle": "@janedoe",
"recent_posts": [
{
"platform": "LinkedIn",
"topic": "Mobile conversion optimization for D2C brands",
"date": "2024-01-10",
"key_point": "Argued that most D2C brands lose 40% of mobile shoppers at checkout",
"url": "https://linkedin.com/posts/..."
},
{
"platform": "LinkedIn",
"topic": "The role of UGC in building brand trust",
"date": "2023-12-20",
"key_point": "Shared data showing UGC increases conversion 2.4x vs brand content",
"url": "https://linkedin.com/posts/..."
}
],
"talks_or_appearances": [
{
"event": "D2C Summit 2023",
"topic": "Building a conversion-first product page",
"date": "2023-11-15",
"url": "https://youtube.com/..."
}
],
"articles": [
{
"title": "Why Your Shopify Store Needs a CRO Audit",
"publication": "Medium",
"date": "2023-10-05",
"url": "https://medium.com/..."
}
],
"career_notes": "Joined BrandX 8 months ago from CompetitorY where she was Senior Marketing Manager. Career trajectory: agency (3 years) -> brand-side marketing (4 years) -> ecommerce leadership.",
"interests": ["Mobile commerce", "UGC marketing", "Sustainable packaging", "Women in tech"],
"mutual_connections": [],
"personalization_hooks": [
"Reference her LinkedIn post about mobile checkout friction -- directly relevant to CRO services",
"Mention her D2C Summit talk about conversion-first product pages -- show you've done homework",
"She joined BrandX 8 months ago -- likely still building her stack and open to agency partners",
"Her Medium article about CRO audits makes her a warm lead -- she already believes in the value",
"Connect over the UGC conversation -- share a relevant case study about UGC impact on conversion"
],
"outreach_tone_recommendation": "Peer-to-peer, reference shared expertise in CRO. She's knowledgeable, so lead with specifics, not basics.",
"researched_at": "2024-01-15T14:30:00Z",
"depth": "standard",
"search_count": 10
}
Rate the research quality:
If LOW confidence, note which searches were ambiguous and suggest the user verify the LinkedIn URL directly.
Trigger phrases:
User: Research Jane Doe, Head of Ecommerce at BrandX
Assistant: [runs 8-12 WebSearches across LinkedIn, Twitter, conferences, articles, returns structured JSON with personalization hooks]
User: Quick lookup on this LinkedIn profile: linkedin.com/in/janedoe
Assistant: [runs 3-5 focused searches using the profile as anchor, returns condensed research]
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Analyze A/B test results for statistical significance with ship, extend, or kill recommendations
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