Open Source

MemoPop AI

Multi-agent investment memo orchestrator.

Turn a company name into an institutional-quality investment memo with 33 specialized AI agents, premium data sources, full citation trails, and firm-specific branded exports.

1–2 days per memo
10–15 min to a first draft
Analyst + MemoPop = 1–2 hours to a polished, cited, firm-branded investment memo
Cover more opportunities · Create materials in time to syndicate · Create great artifacts and datasets for LP reporting and fundraising
33 Specialized Agents
9 VC Firms Using It

Why This Exists

Chats with Prompts Won't Make You Great

Asking ChatGPT to "write an investment memo" produces generic, uncited, surface-level output. Real investment memos require structured research from authoritative sources, firm-specific evaluation criteria, and analytical rigor that no single prompt can deliver.

VC Analysis Takes Days

A quality investment memo takes 2-5 days of research, writing, and revision -- time most emerging managers don't have. Most of that work is pulling Crunchbase data, sizing TAM from Statista, cross-referencing team backgrounds, finding relevant charts, sourcing content from experts... tasks AI agents can do in minutes.

Proprietary Thinking Matters

Every fund evaluates deals differently. Hypernova weighs technical defensibility differently than Avalanche weighs market timing. Generic AI can't reflect your IC's actual decision framework. Scorecards and firm-scoped templates make your proprietary criteria the backbone of every memo.

The Pipeline

Not a chatbot. A coordinated pipeline of specialized agents, each producing research analyst artifacts that serve as a source of truth, provide full retraceability, and act as a fallback for future iterations.

Extractor Deck parsing, dataroom analysis, KPI extraction
Researcher Perplexity Sonar Pro with premium @source targeting
Writer GPT drafts sections from research artifacts
Validator Fact-checks claims, verifies sources, scores quality
Editor Claude refines, enforces quality, polishes output
Versioned Output Artifacts in versioned folders. Easy to iterate, with "best of versions" out of the box.
You have oversight at every step. Review artifacts, re-run agents, improve sections, integrate across versions. The pipeline produces drafts -- you make decisions.
Orchestrator LangGraph supervisor coordinates all agents, manages state, handles retries
1

Deck or Dataroom Analysis

Thorough dataroom object identification and deconstruction. Pull KPI timelines, key charts, properly identify slide messages, and extract primary source information. Classify 12+ document types with confidence scoring.

2

Web Research

Multi-query research via Perplexity Sonar Pro with section-specific @source targeting. Crunchbase, PitchBook, Statista, CB Insights.

3

Outline Loading

Proprietary document structure loaded before writing begins. Guiding questions, vocabulary and phrasing, dos and don'ts -- your firm's voice and analytical framework baked into every section.

4

Section Writing

Individual sections drafted by specialized writing agents shaped by the loaded outline. Each section processed independently to avoid timeouts.

5

Multi-Agent Enrichment

Trademark links, social profiles, citations, competitive context. Each enrichment agent works on section files, not assembled content.

6

Fact Checkers and Source Verifiers

Three-step extract → verify (Perplexity) → correct (Claude) pipeline. Full traceability for every claim.

7

Scorecard Evaluation

Firm-specific evaluation criteria applied after writing. Team velocity, market timing, defensibility -- whatever your IC actually debates. Scores and flags feed back into revision.

8

Validation for Iteration and Quality Assurance

Quality scoring against analytical standards. Threshold of 8/10 for auto-finalization. Detailed improvement suggestions below threshold.

9

Branded, Multi-Format Exports

Branded HTML/PDF in light and dark modes. Firm-scoped configs for colors, fonts, logos. One-pager summaries.

33 Specialized Agents.

A Pipeline, Not a Prompt

One prompt can't write an investment memo. MemoPop orchestrates 33 specialized agents -- deck analyzers, web researchers, section writers, citation enrichers, fact-checkers, scorecard evaluators -- coordinated by LangGraph into a transparent, section-by-section pipeline. Every step produces inspectable artifacts.

A Pipeline, Not a Prompt

Premium Source Targeting.

Perplexity Sonar Pro with @source Intelligence

Every memo section targets the right authoritative sources: @crunchbase for funding data, @pitchbook for valuations, @statista for market sizing, @cbinsights for competitive intel, @linkedin for team profiles. 80-90% authoritative sources, zero SEO spam. Citations are inline, globally renumbered, and consolidated.

Perplexity Sonar Pro with @source Intelligence

Multi-Tenant by Design.

Firm-Scoped Architecture for Private Deal Intelligence

Each VC firm gets isolated configs, branded templates, scorecard criteria, and deal data -- all within a shared open-source codebase. Hypernova's evaluation framework stays separate from Avalanche's. Private data stays private. Branded exports in light and dark modes, HTML and PDF.

Firm-Scoped Architecture for Private Deal Intelligence

Your Criteria, Not Generic AI.

Scorecards That Codify How You Actually Evaluate Deals

Generic AI output lacks firm-specific perspective. Scorecards turn your implicit evaluation criteria into structured YAML templates -- team velocity, market timing, defensibility, capital efficiency -- whatever your partners actually debate in IC meetings. The AI generates analysis that reflects your investment thinking, not boilerplate.

Scorecards That Codify How You Actually Evaluate Deals

One Command to Start

terminal
$ memopop

╭─────────────────────────────────────────────────────────╮
│                                                         │
│   Investment Memo Orchestrator                          │
│   v0.5.3 · 33 agents · Powered by Claude + Perplexity  │
│                                                         │
╰─────────────────────────────────────────────────────────╯

? What would you like to do?
  ❯ 📝  Generate a new investment memo
    📄  Generate a one-pager summary
    📤  Export an existing memo (HTML / PDF / Word)
    🔧  Improve a specific section
    🔄  Integrate content from versions
    📊  Run a specific agent

No flags, no file paths. The interactive CLI auto-discovers firms, deals, and versions.

Open Source. Bring Your Own Keys.

MemoPop runs on your machine with your API keys. Claude for analysis and writing, Perplexity Sonar Pro for cited research, or DuckDuckGo as a free fallback. Your deal data stays yours.

Not a GitHub Vibe Coder?

Hit us up. We can turn around a draft same day, sometimes in 10-15 minutes.