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AI Investment Scorecard: Quarterly Analyst Reports with Live Deal Flow

A boutique research service that publishes 8–10 deep-dive analyst reports per quarter on specific AI companies/subsectors (e.g., 'Inference Optimization,' 'Enterprise RAG Platforms,' 'AI Chip Packaging'), each with a proprietary scorecard rating unit economics, competitive moat, and probability of delivering 3–5x returns by 2028. Reports include live deal-flow alerts when portfolio companies raise funding or hit milestones, allowing subscribers to track thesis validation in real time.

SERVICE

36 weeks • 70% confidence

Value Proposition

Replaces generic AI market reports with thesis-driven, outcome-focused analysis grounded in actual founder interviews, customer diligence, and financial modeling. Scorecard methodology is transparent and repeatable, reducing decision paralysis by giving PMs a clear 'buy/hold/avoid' framework tied to measurable business metrics, not hype.

Target Audience

Mid-market and large asset managers ($500M–$50B AUM), venture debt/growth equity funds, and hedge funds with AI exposure mandates

Key Features

  • Proprietary 12-point scorecard (TAM validation, unit economics defensibility, founder execution track record, customer concentration risk, competitive positioning)
  • Quarterly deep-dive reports (8–10 per quarter) on subsectors, not individual companies
  • Live deal-flow alerts tied to portfolio company milestones (Series A close, revenue inflection, customer wins)
  • And more, with full implementation detail...

Tech Stack

Substack or Ghost (publication platform) Zapier + Slack (deal-flow alert automation) Crunchbase API + PitchBook API (data ingestion) Airtable or Notion (scorecard database and report tracking)
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Original Problem

Portfolio managers struggle to identify which AI investments will actually deliver returns amid market diversification pressure

Investment professionals and fund managers face decision paralysis when allocating capital across AI opportunities in 2026, as the market shifts from concentrated AI bets to diversified growth strategies. Current market analysis tools fail to provide clear differentiation between viable AI investments and hype-driven opportunities, leaving portfolio managers uncertain about optimal allocation strategies during this critical market transition period.

Score: 17.5%