Multi-Agent Intelligence Architecture
Each agent operates with its own durable mission and scorecard parameters in agents.md. When new roles are detected, the pipeline parallelizes founder background checks, market sizing, public thesis digestion, and runway estimation to deliver complete decision-ready dossiers.
Extracts role & comp from recruiter messages
Verifies repeat founders & team scale
Slices TAM, ACVs & LLM defensibility
Indexes podcasts, essays & future vision
Calculates burn, cash & runway health
Recruiter Role Ingestion & Tracking
Monitors recruiter conversations on LinkedIn (specifically Mai Nguyen) and extracts role links, job requirements, and compensation bands.
- Polls LinkedIn message threads under Colleen's session
- Extracts Paraform shared roles and parses metadata
- Keeps opportunity radar updated in real time
Founder, Team & Traction Specialist
Evaluates founder backgrounds, repeat founder pedigree, past startup exits, team scale (Team > Founders filter), and verified customer ROI.
- Verifies repeat founder history and past exits
- Audits team headcount to ensure team scale exceeds founders
- Identifies customer case studies and enterprise reference accounts
Market Viability & Defensibility Analyst
Analyzes Total Addressable Market (TAM), business model viability, enterprise ACV pricing power, and defensibility against foundation model commoditization.
- Calculates realistic TAM and industry willingness to pay
- Evaluates workflow lock-in and proprietary data flywheels
- Issues investor conviction ratings (Strong Buy, Selective, High Risk)
Founder Public Footprint & Thesis Analyst
Scrapes and synthesizes founder essays, podcast appearances, Twitter/X threads, and conference talks to extract their core thesis on the future.
- Indexes founder podcast interviews and technical talks
- Extracts their macro thesis on industry shift and AI adoption
- Evaluates cultural values and leadership philosophy
Fundraising Status & Runway Estimator
Tracks capital raised, cap table lead investors, monthly net burn rate based on headcount and compute, and estimates runway months remaining.
- Tracks total venture capital raised and lead tier-1 investors
- Estimates monthly net burn rate and office/compute overhead
- Flags runway risks (<12 mo) or over-hiring concerns
Market Signals & Funding Scout
Monitors tech news, X/Twitter funding announcements, VC portfolio additions, and accelerator batches for scaling AI companies hiring for product and deployment roles.
- Tracks new Seed and Series A/B rounds across applied AI and vertical agents
- Filters new job openings against Colleen's product & customer tuning criteria
- Dispatches newly discovered companies to the research squad for full dossiers