Analyze A/B test results for statistical significance with ship, extend, or kill recommendations
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Deep research on a prospect company using WebSearch for outreach personalization
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Performs deep research on a prospect company using WebSearch. Returns structured data across multiple dimensions, including business overview, tech stack, social presence, team signals, news, pain points, and company LinkedIn URL for downstream enrichment. The output feeds directly into message-generator for Tier 3 personalization.
agency.config.json for ICP context (what to look for based on agency services)agency.config.json from the project root (if available).services[].name and services[].keywords to know what pain points to look for.company_name -- (required) the company to researchwebsite -- (optional but recommended) the company's website URLindustry -- (optional) to focus researchdepth -- quick (3-5 searches) | standard (8-12 searches) | deep (15-20 searches). Default: standardRun WebSearch queries:
"{{company_name}}" about"{{company_name}}" "founded" OR "launched" OR "started"site:{{website}} (homepage, about page)Extract:
If the company has a website, analyze their ecommerce/tech setup:
WebSearch queries:
site:{{website}} -- visit the actual site"{{website}}" "powered by" OR "built with" OR "shopify" OR "woocommerce"builtwith.com/{{domain}} or wappalyzer resultsExtract:
If the site is on Shopify, note the theme version and any customization indicators.
WebSearch queries:
"{{company_name}}" site:instagram.com"{{company_name}}" site:linkedin.com/company"{{company_name}}" site:twitter.com OR site:x.com"{{company_name}}" site:facebook.com"{{company_name}}" site:youtube.comIMPORTANT: Always capture the full company LinkedIn URL (e.g., https://linkedin.com/company/brandx). This URL is required for downstream skills (decision-maker-finder, outreach).
For each found profile, extract:
Focus on Instagram and LinkedIn as primary channels for D2C outreach context.
WebSearch queries:
"{{company_name}}" site:linkedin.com/in -- find team members"{{company_name}}" "hiring" OR "open roles" OR "careers""{{company_name}}" "team" OR "about us"Extract:
WebSearch queries:
"{{company_name}}" news {{current_year}}"{{company_name}}" "raises" OR "funding" OR "acquisition" OR "partnership" OR "launch""{{company_name}}" "Series A" OR "seed" OR "pre-seed" OR "revenue"Extract:
Based on all gathered data, identify pain points relevant to the agency's services:
Cross-reference findings against services[].keywords to identify where the agency can help.
From all research, distill 3-5 personalization hooks that can be used in outreach:
Each hook should be a concrete sentence or phrase, ready to drop into a message.
Return structured JSON:
{
"company_name": "BrandX",
"website": "https://brandx.com",
"linkedin_url": "https://linkedin.com/company/brandx",
"business_summary": "D2C skincare brand founded in 2021, selling premium organic face serums. Based in Mumbai, targeting 25-35 urban women.",
"business_model": "D2C",
"industry": "Skincare / Beauty",
"founded": "2021",
"location": "Mumbai, India",
"tech_stack": {
"platform": "Shopify",
"theme": "Dawn 12.0",
"apps_visible": ["Judge.me Reviews", "Klaviyo", "ReConvert"],
"payment": ["Razorpay", "UPI"],
"analytics": ["Google Analytics"],
"email_marketing": "Klaviyo"
},
"social": {
"instagram": {
"handle": "@brandx",
"followers": "12.5K",
"posting_frequency": "3-4 times/week",
"content_type": "Product photography + UGC reels",
"engagement": "Medium (2-3% engagement rate)"
},
"linkedin": {
"url": "https://linkedin.com/company/brandx",
"followers": "450",
"activity": "Monthly posts"
},
"twitter": null,
"youtube": null
},
"team_size": "15-25",
"key_people": [
{"name": "Jane Doe", "title": "Founder & CEO", "linkedin": "..."},
{"name": "John Smith", "title": "Head of Marketing", "linkedin": "..."}
],
"open_roles": ["Performance Marketing Manager", "Graphic Designer"],
"recent_news": [
"Raised $500K seed round from XYZ Ventures (Jan 2024)",
"Launched new vitamin C serum line (Dec 2023)"
],
"pain_points": [
"Product pages lack detailed ingredient breakdowns",
"No before/after imagery for skincare results",
"Mobile checkout flow has 4 steps (high friction)",
"No loyalty or referral program visible"
],
"strengths": [
"Strong Instagram aesthetic and consistent branding",
"Good product photography",
"Active founder with LinkedIn presence"
],
"personalization_hooks": [
"Reference their recent seed round -- perfect time to invest in the storefront",
"Their product pages are missing ingredient breakdowns, which skincare shoppers expect",
"Compliment their Instagram aesthetic and suggest extending it to the Shopify experience",
"Their new vitamin C line launch is a great moment to optimize product pages for conversion",
"They're hiring a marketing manager, which means they're scaling -- the store needs to scale too"
],
"researched_at": "2024-01-15T14:30:00Z",
"depth": "standard",
"search_count": 10
}
Trigger phrases:
User: Research BrandX before I email their founder
Assistant: [runs 10-12 WebSearches, analyzes site, social, news, returns structured JSON with personalization hooks]
User: Quick research on this company: example.com
Assistant: [runs 3-5 quick searches, returns condensed version]
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Analyze A/B test results for statistical significance with ship, extend, or kill recommendations
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