Analyze A/B test results for statistical significance with ship, extend, or kill recommendations
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Outreach triggered by funding events with post-funding needs analysis and personalized drafts
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Monitors and acts on funding announcements from companies matching ICP. For each funded company, researches what they will likely need post-funding, matches needs to agency services, scores timing urgency, and drafts personalized outreach referencing their round. Outputs qualified leads with funding context and ready-to-send messages.
agency.config.json in the project rootcompany-researcher for deep company analysiscold-email-drafter for polished email generationperson-researcher for finding the right contactcompany-researcher -- for deep-dive on funded companiesperson-researcher -- for identifying decision-makers at funded companiescold-email-drafter -- for generating polished outreach emailslead-scorer -- for scoring the funded company against ICPcrm-writer -- for logging qualified leads to CRMagency.config.json from the project root.icp.segments[] -- target segments with industry, size, geographyicp.geography -- target geographiesicp.company_size -- revenue or employee rangeservices[] -- services to match against post-funding needs.outreach.tone and outreach.banned_phrases for email drafting.case_studies[] for proof points relevant to funded companies.tools.research for data source preferences.Search for recent funding events matching ICP:
Search queries (via WebSearch):
- "[industry] funding announcement [current_month] [current_year]"
- "[industry] Series A OR Series B OR seed round [geography]"
- "D2C brand funding [geography] [current_year]"
- "e-commerce startup funding round [current_month]"
- site:techcrunch.com "[industry] funding [current_year]"
- site:crunchbase.com "[industry] funding rounds"
- "[geography] startup funding news this week"
Additional sources to check:
site:crunchbase.com/funding_round)For each result, extract:
Company: [name]
Round: [Seed / Series A / Series B / etc.]
Amount: $[X]M
Date: [announcement date]
Investors: [lead investor(s)]
Industry: [sector]
Geography: [HQ location]
Website: [URL]
Source: [where we found this]
Score each funded company against ICP:
ICP MATCH SCORING
===
Company | Industry Match | Geo Match | Size Match | ICP Score | Status
-----------------|---------------|-----------|------------|-----------|--------
FreshD2C | D2C (exact) | India | Series A | 95/100 | STRONG
GlowSkin | Skincare D2C | US | Seed | 80/100 | GOOD
TechWidget | SaaS (miss) | India | Series B | 30/100 | SKIP
SportyBrand | Sports D2C | UK | Series A | 85/100 | GOOD
Discard companies with ICP score below 50. Proceed with matches.
For each qualified company, predict what they need post-funding:
Post-funding need patterns by round:
| Round | Typical Needs | Timing Urgency |
|---|---|---|
| Seed | Brand identity, initial store build, MVP website | HIGH -- building from scratch |
| Series A | Scale operations, revamp website, CRO optimization, marketing | HIGH -- pressure to grow fast |
| Series B | Performance marketing at scale, international expansion, advanced CRO | MEDIUM -- already have some team |
| Series C+ | Enterprise features, custom development, data infrastructure | LOW -- likely have in-house team |
Research each company (via WebSearch and company-researcher):
POST-FUNDING NEEDS ASSESSMENT: [Company Name]
===
Round: Series A ($5M)
Current website: [URL] -- quality assessment
Current Shopify store: [yes/no, theme quality]
Current team size: [N] (check LinkedIn)
Open positions: [roles being hired -- indicates gaps]
Recent press: [what they say they'll use funds for]
Predicted needs:
1. [Need 1 -- e.g., "Store revamp -- current site is basic Shopify theme"]
2. [Need 2 -- e.g., "CRO -- scaling traffic without optimized conversion"]
3. [Need 3 -- e.g., "Catalog management -- expanding from 50 to 200 SKUs"]
Service match:
- [Your service 1] matches need [1] -- relevance: HIGH
- [Your service 2] matches need [2] -- relevance: HIGH
Timing urgency: HIGH (Series A companies typically spend on growth within 3 months of closing)
Score each lead on:
LEAD SCORING
===
Company | ICP Fit | Funding Recency | Need Match | Timing | Total Score
------------|---------|-----------------|------------|--------|------------
FreshD2C | 95 | 5 days ago | 3 services | HIGH | 92/100
SportyBrand | 85 | 12 days ago | 2 services | HIGH | 85/100
GlowSkin | 80 | 30 days ago | 2 services | MEDIUM | 72/100
Scoring weights:
For each qualified lead, draft outreach using the Signal-Proof-Ask framework:
Email structure:
Subject: Congrats on the [round] -- [specific observation]
[Reference the funding]: "Saw [Company] just closed [round] -- congrats.
[Most companies at this stage face X]."
[Match to their need]: "With [amount raised], you're likely [scaling/revamping/expanding].
We've helped [similar company] do exactly that."
[Proof point]: "[Case study result -- specific metric]."
[Soft CTA]: "Worth a quick look at how this could work for [Company]?"
Generate for each lead:
cold-email-drafter if available)Personalization must include:
Return structured JSON:
{
"funding_signal_outreach": {
"search_date": "2024-03-15",
"search_criteria": {
"industries": ["D2C", "e-commerce"],
"geographies": ["India", "US", "UK"],
"round_types": ["Seed", "Series A", "Series B"],
"recency": "last 30 days"
},
"funding_events_found": 15,
"icp_matches": 8,
"qualified_leads": [
{
"company": "FreshD2C",
"website": "https://freshd2c.com",
"round": "Series A",
"amount": "$5M",
"date": "2024-03-10",
"investors": ["Sequoia India"],
"icp_score": 92,
"predicted_needs": ["store revamp", "CRO", "catalog management"],
"service_matches": ["Shopify development", "CRO optimization"],
"timing_urgency": "high",
"contacts": [
{
"name": "Founder Name",
"title": "CEO",
"linkedin": "URL",
"email": "email@freshd2c.com"
}
],
"outreach": {
"email_subject": "",
"email_body": "",
"linkedin_note": "",
"linkedin_message": ""
}
}
],
"summary": {
"total_qualified": 5,
"total_outreach_drafted": 5,
"top_opportunity": "FreshD2C -- Series A, strong ICP match, 3 service needs"
}
}
}
Log qualified leads to CRM via crm-writer (Researched Leads tab) with source tagged as "funding_signal."
Trigger phrases:
User: Find recently funded D2C companies we should reach out to
Assistant: [searches for D2C funding in last 30 days, finds 15 events, filters to 5 ICP matches, researches each company's website and needs, drafts personalized outreach referencing their specific round and current store gaps, logs to CRM]
User: Any new funding rounds in Indian e-commerce this week?
Assistant: [searches India-focused funding news, finds 3 new rounds, scores against ICP, identifies 2 strong matches, drafts outreach for each with relevant case studies]
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