day10 / cases.
DealPilot
DealPilot
AI gives every investor the same thinking tools. It does not give them the same memory.
Fintech
/01
Client
Cold Start is an innovative VC firm focused on building and investing in generation-defining companies. The firm operates beyond capital – embedding operators and resources alongside founders from early stage through growth.
Cold Start has helped create more than $2B in enterprise value, backed by funds including General Catalyst, Village Global, Founders Fund, and SoftBank.
As both investor and builder, their advantage depends on how well institutional judgment compounds over time
/02
Solution
We designed DealPilot as an AI-native investor operating system where the primary interface isn't a dashboard or a form, it's a prompt.
Investors can ask: "Give me a first glance on Company X", "Prep me for tomorrow's IC", "What risks are emerging across the portfolio?"
Research is the entry point.
Structure appears only when needed.
We designed DealPilot as an AI-native investor operating system where the primary interface isn't a dashboard or a form, it's a prompt.
Investors can ask: "Give me a first glance on Company X", "Prep me for tomorrow's IC", "What risks are emerging across the portfolio?"
Research is the entry point.
Structure appears only when needed.
We designed DealPilot as an AI-native investor operating system where the primary interface isn't a dashboard or a form, it's a prompt.
Investors can ask: "Give me a first glance on Company X", "Prep me for tomorrow's IC", "What risks are emerging across the portfolio?"
Research is the entry point.
Structure appears only when needed.
/03
Impact
AI amplifies existing patterns – it doesn't turn junior engineers into senior ones. You need engineers who already know what "good" looks like before AI touches your codebase.
01
Before
After
01
Repeated research across deals
Unified research across internal + external sources
02
Lost historical context
Persistent institutional memory
03
Fragmented CRM + inbox knowledge
Relationship graph embedded into research
04
No shared reasoning layer
Faster conviction cycles
05
Intellectual capital trapped in documents
Firm-owned intelligence layer
/04
Application Architecture
AI Architector
x1
Senior Full-stack Engineer
x2