Services
End-to-End VC Solutions
Data-driven venture capital and startup funding solutions designed to improve real investment metrics
VC Deal-flow Scoring
Text + metadata ranking to prioritize inbound pitch decks using embeddings, gradient-boosting, and SQL. Research-grade analysis with transparent scoring features.
Key Benefits
Pitch Deck Assessment
Comprehensive analysis including market sizing, business model validation, competitive positioning, and financial projections review.
Key Benefits
Fundraising Support
End-to-end fundraising assistance including investor matching, due diligence preparation, valuation modeling, and pitch optimization.
Key Benefits
Workflow Automation
Streamline VC operations with automated deal sourcing, portfolio monitoring, reporting pipelines, and investor communication workflows.
Key Benefits
About
Combining VC Expertise with Engineering Rigor
As a venture analyst and data scientist, I bring a unique perspective to VC operations by combining hands-on investment experience with formal training in Industrial Engineering at TU Berlin.
My technical approach leverages Python, ML libraries, financial modeling, and CRM integrations to build transparent scoring systems that drive better investment decisions.
Based in Berlin, I work fast, document clearly, and deliver measurable results that directly impact fund performance.
Connect on LinkedInCore Competencies
Investment Analysis
Deal-flow scoring, due diligence automation, market research
Data Science & ML
Embeddings, gradient boosting, financial modeling
Venture Operations
Portfolio monitoring, fundraising workflows, KPI tracking
Technical Stack
Python, SQL, CRM integrations, dashboard development
Portfolio
Selected Work
Venture capital and startup funding projects showcasing data-driven solutions
Hackathon Winner
AI Music Video Generator
Won a jury prize at the Google AI Hackathon for an AI-powered music video generator. The system combines generative models for both audio understanding and visual synthesis to automatically produce music videos from input tracks.
Event
Google AI Hackathon
Deliverable
Working prototype + live demo
Recognition
Jury Prize Winner
Stack
Generative AI, Python
Research Presentation
AI Agents in Workflow Automation
A comprehensive VC research presentation mapping the agent landscape-definitions, autonomy levels, protocols like MCP-key use cases, risks, and investment angles.
Methodology
Desk research, market mapping
Deliverable
Slide deck (PowerPoint/Figma)
Insight Quality
Actionable
Outcome
Agent taxonomy + use-case matrix
Hardware Prototyping
IoT Motion Detection System
Led a team of 4 through a 10-week IoT Boot Camp at MotionLab Berlin. End-to-end prototyping from Design Thinking workshops through to a working motion detection demo-combining laser cutting, 3D printing, PCB fabrication, and a Python/Git software stack.
Team
4-person cross-functional team
Duration
10 weeks (May-July)
Methods
Design Thinking, rapid prototyping
Skills
Python, hardware prototyping, PCB design
Let's Work Together
Tell me what you need built or improved. I'll reply with a short plan, timeline, and a fixed or milestone-based quote.
or email directly at david@mkhitaryan.io