Financial Orchestration Pipeline
Automated end-to-end investment analysis workflow powered by AI
graph TB
subgraph "Raw Documents on Dropbox"
A1[Pitch Deck PDF]
A2[Financial Model XLSX]
A3[Legal Docs PDF]
end
subgraph "Extracted Data"
B1[Text Content]
B2[Financial Tables]
B3[Metadata]
end
subgraph "Structured Data"
C1[Company Info
name/sector/team] C2[Financial Metrics
revenue/burn/growth] C3[Deal Terms
ask/valuation] end subgraph "Enriched Data" D1[Public Data
Crunchbase/LinkedIn] D2[Comparables
Similar companies] D3[Market Context
Sector trends] end subgraph "Analysis Results" E1[Scores
thesis/team/market] E2[Red Flags
risks/concerns] E3[Recommendation
pass/decline] end subgraph "Outputs" F1[Investment Memo] F2[CRM Entry] F3[Partner Notification] F4[Dashboard Update] end subgraph "Storage" G1[(Vector DB
Embeddings)] G2[(SQL DB
Structured)] G3[(Dropbox
Files)] end A1 --> B1 A2 --> B2 A3 --> B1 B1 --> C1 B2 --> C2 B1 --> C3 B3 --> C3 C1 --> D1 C1 --> D2 C2 --> D2 C1 --> D3 D1 --> E1 D2 --> E1 D3 --> E1 C2 --> E1 E1 --> E2 E1 --> E3 E1 --> F1 E2 --> F1 E3 --> F1 F1 --> F2 F1 --> F3 F1 --> F4 B1 -.->|Embed| G1 C1 -.->|Store| G2 C2 -.->|Store| G2 E1 -.->|Store| G2 A1 -.->|Archive| G3 A2 -.->|Archive| G3 F1 -.->|Save| G3 classDef docClass fill:#ffe1e1,stroke:#cc0000 classDef dataClass fill:#e1f5ff,stroke:#0066cc classDef analysisClass fill:#fff4e1,stroke:#ff9900 classDef outputClass fill:#e1ffe1,stroke:#00cc00 classDef storageClass fill:#f0e1ff,stroke:#9900cc class A1,A2,A3 docClass class B1,B2,B3,C1,C2,C3,D1,D2,D3 dataClass class E1,E2,E3 analysisClass class F1,F2,F3,F4 outputClass class G1,G2,G3 storageClass
name/sector/team] C2[Financial Metrics
revenue/burn/growth] C3[Deal Terms
ask/valuation] end subgraph "Enriched Data" D1[Public Data
Crunchbase/LinkedIn] D2[Comparables
Similar companies] D3[Market Context
Sector trends] end subgraph "Analysis Results" E1[Scores
thesis/team/market] E2[Red Flags
risks/concerns] E3[Recommendation
pass/decline] end subgraph "Outputs" F1[Investment Memo] F2[CRM Entry] F3[Partner Notification] F4[Dashboard Update] end subgraph "Storage" G1[(Vector DB
Embeddings)] G2[(SQL DB
Structured)] G3[(Dropbox
Files)] end A1 --> B1 A2 --> B2 A3 --> B1 B1 --> C1 B2 --> C2 B1 --> C3 B3 --> C3 C1 --> D1 C1 --> D2 C2 --> D2 C1 --> D3 D1 --> E1 D2 --> E1 D3 --> E1 C2 --> E1 E1 --> E2 E1 --> E3 E1 --> F1 E2 --> F1 E3 --> F1 F1 --> F2 F1 --> F3 F1 --> F4 B1 -.->|Embed| G1 C1 -.->|Store| G2 C2 -.->|Store| G2 E1 -.->|Store| G2 A1 -.->|Archive| G3 A2 -.->|Archive| G3 F1 -.->|Save| G3 classDef docClass fill:#ffe1e1,stroke:#cc0000 classDef dataClass fill:#e1f5ff,stroke:#0066cc classDef analysisClass fill:#fff4e1,stroke:#ff9900 classDef outputClass fill:#e1ffe1,stroke:#00cc00 classDef storageClass fill:#f0e1ff,stroke:#9900cc class A1,A2,A3 docClass class B1,B2,B3,C1,C2,C3,D1,D2,D3 dataClass class E1,E2,E3 analysisClass class F1,F2,F3,F4 outputClass class G1,G2,G3 storageClass
Pipeline Overview
This orchestration pipeline demonstrates how AI can automate complex financial analysis workflows, from document ingestion through final recommendations and system updates.
Key Stages
Document Processing
- Automated extraction from pitch decks, financial models, and legal documents
- Multi-format support (PDF, Excel, Word)
- Intelligent content classification
Data Structuring
- Transform unstructured text into structured company profiles
- Extract financial metrics and key performance indicators
- Identify deal terms and valuation data
Enrichment
- Augment with public data from Crunchbase, LinkedIn, and market databases
- Generate comparable company analysis
- Add sector-specific market context
Analysis & Scoring
- AI-powered evaluation across multiple dimensions
- Risk identification and red flag detection
- Investment recommendation generation
Automated Outputs
- Generate investment memos
- Update CRM systems
- Notify partners
- Update dashboards and reporting
Storage Architecture
The pipeline integrates with multiple storage systems:
- Vector Database: Semantic search across all analyzed companies
- SQL Database: Structured metrics and scoring data
- Dropbox: Archival of original documents and generated reports
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