MentorGraph is a structured expert-matching and curriculum builder for founders who want guidance specifically from niche operators like Eli Abdeen, rather than generic startup coaches. YC companies, Product Hunt launches, and Hacker News Show HN posts show a glut of coaching marketplaces, yet Reddit and X are full of complaints about mismatched mentors who lack context in a founder’s exact niche or stage. MentorGraph builds a graph of expertise, playbooks, and outcomes by analyzing long-form content, deal histories, and testimonials for experts, then maps them against a founder’s precise stack (industry, ARR band, funding stage, GTM model). Value props:

• Context-aware matching: instead of “startup advisor,” it matches you with patterns like “bootstrapped B2B SaaS with <$10k MRR, PLG, technical founder” where operators like Eli have proven results.
• Playbook-linked sessions: every session is tied to a pre-defined playbook (e.g., “pricing overhaul sprint,” “first 10 B2B customers”) with clear inputs/outputs, avoiding vague “brain-picking” calls.
• Evidence-weighted rankings: experts surface higher not by profile polish but by documented transformations (case studies, revenue deltas), addressing recurring founder frustration about shallow “growth gurus.”
• Subscription pods: micro-cohorts of 5–8 founders matched to one or two experts around a specific problem archetype, improving accountability and reducing price per founder. This differs from existing marketplaces by deeply productizing operator expertise into repeatable playbooks and optimizing for problem-stage fit rather than just industry filters.