Rishi's Interactive Resume MCP Server

{ "questions": [ { "id": "ai_skills", "question": "What are Rishi's AI skills?", "expected_sections": ["experience_justworks", "skills_ai_ml", "summary"], "expected_keywords": ["ML-powered", "92%", "underwriting", "Claude Code", "AI adoption"], "category": "technical" }, { "id": "career_highlights", "question": "What are his career highlights?", "expected_sections": ["experience_justworks", "experience_stash", "experience_casper", "experience_peets"], "expected_keywords": ["$5M", "$4M", "$20M", "92%", "300K MAU"], "category": "overview" }, { "id": "gaps_weaknesses", "question": "What areas is he weak at or has gaps in?", "expected_sections": ["summary", "skills"], "expected_keywords": [], "category": "assessment", "note": "Should acknowledge what's NOT in resume" }, { "id": "pm_sweet_spot", "question": "What is his sweet spot as a Product Manager?", "expected_sections": ["summary", "experience_justworks", "skills"], "expected_keywords": ["AI-enabled", "regulated", "fintech", "automation", "platform"], "category": "fit" }, { "id": "people_management", "question": "Has he managed people?", "expected_sections": ["summary", "experience_justworks"], "expected_keywords": ["coaching", "mentoring", "training"], "category": "leadership" }, { "id": "efficiency_improvements", "question": "Quantify operational efficiency improvements delivered", "expected_sections": ["experience_justworks", "key_metrics"], "expected_keywords": ["85%", "90%", "60%", "95%", "reduction"], "category": "impact" }, { "id": "risk_pricing", "question": "Evidence of risk-based pricing or underwriting", "expected_sections": ["experience_justworks"], "expected_keywords": ["underwriting", "risk", "92%", "risk-based pricing", "risk assessment"], "category": "domain" }, { "id": "migrations", "question": "Which cross-org migrations did he lead?", "expected_sections": ["experience_stash", "experience_peets"], "expected_keywords": ["92% accounts", "1.5M users", "migration", "zero disruption"], "category": "execution" }, { "id": "regulated_work", "question": "Examples of regulated domain work (insurance/fintech)", "expected_sections": ["experience_justworks", "experience_stash", "skills_domain"], "expected_keywords": ["compliance", "fintech", "insurance", "50 state", "PEO"], "category": "domain" }, { "id": "platform_infra", "question": "Platformization or shared infra he introduced", "expected_sections": ["experience_justworks", "experience_stash"], "expected_keywords": ["platform", "infrastructure", "proprietary banking", "financial service"], "category": "technical" }, { "id": "revenue_impact", "question": "Top-line or margin impact numbers", "expected_sections": ["experience_justworks", "experience_casper", "key_metrics"], "expected_keywords": ["$5M", "$4M", "$20M", "8% margins", "revenue"], "category": "impact" }, { "id": "ai_mentoring", "question": "Evidence of coaching/mentoring others in AI/SQL", "expected_sections": ["experience_justworks", "summary"], "expected_keywords": ["mentoring", "training", "fellow PMs", "AI-assisted", "coaching"], "category": "leadership" }, { "id": "vendor_integrations", "question": "Vendor integrations he owned end-to-end", "expected_sections": ["experience_stash", "experience_casper"], "expected_keywords": ["Affirm", "Direct Deposit", "third-party", "vendor", "integration"], "category": "execution" }, { "id": "post_launch_metrics", "question": "Post-launch metrics he tracks for underwriting/compliance", "expected_sections": ["experience_justworks"], "expected_keywords": ["92% accuracy", ">99% compliance", "risk-adjusted margins"], "category": "metrics" }, { "id": "scale_rollout", "question": "Largest scale state/geo rollout he managed", "expected_sections": ["experience_justworks", "experience_casper"], "expected_keywords": ["50 state", "72 stores", "jurisdictions"], "category": "scale" }, { "id": "human_in_loop", "question": "Examples of human-in-the-loop designs", "expected_sections": ["experience_justworks"], "expected_keywords": ["human-in-loop", "edge cases", "manual"], "category": "ai_design" }, { "id": "support_reduction", "question": "How he reduces support volume with workflow changes", "expected_sections": ["experience_stash"], "expected_keywords": ["60% reduction", "CX calls", "95% reduction", "dispute resolution"], "category": "operations" }, { "id": "zero_disruption", "question": "Evidence of zero-disruption migrations", "expected_sections": ["experience_stash"], "expected_keywords": ["zero service disruption", "92% accounts", "migration"], "category": "execution" }, { "id": "retail_revenue", "question": "Retail/omnichannel revenue impact", "expected_sections": ["experience_casper"], "expected_keywords": ["$4M", "retail", "72 stores", "POS", "Affirm"], "category": "revenue" }, { "id": "mobile_growth", "question": "Mobile product growth outcomes", "expected_sections": ["experience_peets"], "expected_keywords": ["300K MAU", "$20M", "iOS", "Android", "mobile"], "category": "growth" }, { "id": "risk_diversification", "question": "Risk diversification and entity assignment outcomes", "expected_sections": ["experience_justworks"], "expected_keywords": ["risk diversification", "PEO entities", "8% margins", "unemployment insurance"], "category": "risk" }, { "id": "identity_controls", "question": "KYB or identity controls integrated", "expected_sections": ["experience_peets"], "expected_keywords": ["Identity Management", "1.5M accounts", "login"], "category": "security" }, { "id": "automation_scale", "question": "Automation at 50-state scale and compliance results", "expected_sections": ["experience_justworks"], "expected_keywords": ["50 state", "automated compliance", ">99%", "90% reduction"], "category": "automation" }, { "id": "data_fluency", "question": "Evidence of SQL or data fluency", "expected_sections": ["experience_justworks", "skills_analytics"], "expected_keywords": ["SQL", "data", "analytics", "Looker", "Amplitude"], "category": "technical" }, { "id": "publications", "question": "Any publications/OSS/patents?", "expected_sections": ["summary"], "expected_keywords": [], "category": "thought_leadership", "note": "Likely returns 'Not evidenced in resume'" } ], "evaluation_criteria": { "retrieval_at_1": 0.9, "retrieval_at_3": 0.98, "p50_latency_ms": 150, "p90_latency_ms": 500, "min_citations_per_answer": 1 }, "categories": { "technical": "Technical skills and capabilities", "overview": "Career overview and highlights", "assessment": "Strengths and gaps analysis", "fit": "Role fit and positioning", "leadership": "Leadership and people management", "impact": "Business impact and results", "domain": "Domain expertise", "execution": "Execution and delivery", "metrics": "Metrics and measurement", "scale": "Scale and complexity", "ai_design": "AI/ML design patterns", "operations": "Operational excellence", "revenue": "Revenue generation", "growth": "Growth and user acquisition", "risk": "Risk management", "security": "Security and compliance", "automation": "Automation and efficiency", "thought_leadership": "External visibility" } }