Jody Roberts

AI Builder & Problem Solver | Sr. Director PM @ ZoomInfo | Co-Founder @ Product Hacker | onlydata.club/jodyroberts

Charlotte, NC
LinkedIn hornetsnest.io → Instagram
About

I work in AI and data. Day job: Senior Director of Product Management at ZoomInfo, running Core Data — company, person, and web data assets across hundreds of millions of records. Focus is integrating data science, ML, and AI into a data-as-a-product approach. Side project: I co-founded Product Hacker with Cam Fortin. We build AI-native tools for operators and small teams. OnlyData Club is an agent-queryable business graph (24,414 enriched entities across Boise, Raleigh, and Charlotte). Rally is an AI-native CRM with 90+ MCP tools and paying customers (CollabFund, McFerrin RE, Evanston Capital, Quantified AI, Dravik, NetWise Band). Our enrichment pipeline runs on local Ollama — Gemma 4 E4B on a MacBook Pro, $0 inference cost. Most recent ships: the OnlyData MCP server now does OAuth 2.1 with real interactive consent (the auth flow Anthropic requires for Claude marketplace submissions). Enriched 6,488 Charlotte-metro businesses end-to-end on local hardware in a week. Building the iOS app for OnlyData in SwiftUI. Wrote a Telegram-triggered prototype orchestrator that takes "find 50 commercial cleaners with AR scores" and returns an enriched Rally workspace. Through my consulting practice, Hornet's Nest IO (active since 2019), I've shipped consumer apps to the iOS App Store and Google Play. TuneTracker.ai (Spotify analytics + AI-driven recommendations, on the App Store). HiveStride.fit (voice-first AI fitness, iOS + Android). TrackDose.app (OIT food allergy management — originally built for my own family). HornetHive.ai (multi-agent execution on CrewAI). HiveForge.dev (production-ready SaaS template). Career background: ~10 years in product. Sr. Director PM at Dun & Bradstreet's Eyeota division before ZoomInfo, leading a global team of 11 across PM, BI, and PMO. Sr. PM at Bombora before that. Lead PM and Sales Engineering at ShareThis, where I drove the platform from $5MM to $25MM. Started in product at Dell EMC managing a $2B yearly business. UNC Charlotte BSBA in MIS; Stanford Continuing Studies for JavaScript. Day-to-day stack: Claude Code Max as primary IDE, Cursor for some edits, GitHub Copilot, Anthropic API for production agents, OpenAI Vision for the OCR work, Ollama + Gemma 4 for local inference, CrewAI and LangChain for multi-agent flows, RAG pipelines with pgvector, MCP server development across the OnlyData / Rally / HiveForge stack, FastAPI + Express + Next.js + Supabase, plus Swift for the iOS apps. How I work: if I know the solution I'll share it. If I don't I'll learn it. If I can't I'll leverage the right resources to find it.

Experience
Sr. Director of Product Management
Dec 2024 – Present
ZoomInfo
Leading Core Data product strategy across hundreds of millions of records. Building and delivering foundational data assets across company, person, and web data. Integrating advanced data science, ML, and AI capabilities to drive a data-as-a-product approach. Driving product vision for data quality, enrichment, and intelligence at scale.
Co-Founder & AI Builder
AR 65
2025 – Present
Product Hacker
Co-founded an AI-native product studio. Lead the data layer: the OnlyData Club graph (24,414 enriched businesses), the local-LLM enrichment pipeline ($0 inference on Ollama + Gemma 4), and the OnlyData MCP server (35 tools, OAuth 2.1 with interactive consent shipped to production). Building the iOS app, the Telegram-triggered prototype orchestrator, and Charlotte-metro coverage.
Founder & Principal Consultant
2019 – Present
Hornet's Nest IO
AI product consulting and app studio. Shipped TuneTracker.ai (iOS App Store), HiveStride.fit (iOS + Android), TrackDose.app (OIT allergy management), HornetHive.ai (CrewAI multi-agent execution), HiveForge.dev (SaaS template). Multi-agent AI systems with CrewAI and LangChain. AI-assisted development with Claude Code, Cursor, Bolt.new. AI strategy consulting on LLMs, RAG pipelines, and agentic systems.
Sr. Director of Product Management
Nov 2021 – Dec 2024
Dun & Bradstreet (Eyeota)
Directed a globally distributed organization of 11 across Product Management, Business Intelligence, and PMO. Orchestrated 30+ product enhancements with 40+ engineering teams. Advanced technical product development for big data products processing billions of events daily, integrating ML and AI. Oversaw LLM-driven semantic search using Google Gemini and custom RAG. Established BI function (50% reduction in dashboard delivery time). Implemented self-service integration platform driving $15MM incremental revenue YoY.
Sr. Product Manager — Ecosystems
2020 – 2021
Bombora
Led re-architecture of Salesforce integration (85% faster customer time-to-value). Launched 20+ new client integrations with HubSpot, plus LinkedIn, Outreach, SFDC. Combined $1MM revenue growth across integration platforms. Designed Associate Product Manager program.
Lead/Sr. Product Manager & Sales Engineer
2017 – 2020
ShareThis
Defined end-to-end product roadmap driving 5X revenue growth ($5MM to $25MM). Established Sales Engineering function (25% higher closed-won rate). Implemented NLP-based web page classification using IBM Watson and custom NLP. Developed keyword vectorization using USE/BERT/SBERT for user profiling. Launched self-service data integration platform (75% reduction in time-to-value).
Product Manager
2015 – 2017
Dell EMC
Managed product operations for new hardware platform launches and software strategy for Data Domain product line. Oversaw pricing committee and orderability readiness for a $2B yearly business. Performed hands-on Linux-based software implementations, 20+ onsite/remote installations for Backup & Recovery.
Projects
OnlyData Club
Agent-first professional identity. 24,414 enriched businesses, 4,200+ profiles, AR scoring, semantic vector search via pgvector. I lead the data layer and shipped the Charlotte metro pipeline (6,488 businesses).
onlydata.club
OnlyData MCP Server
35-tool MCP server with OAuth 2.1 + interactive consent flow. Shipped the auth-flow.js this month for Claude marketplace submission. Per-user token scoping, signed httpOnly cookies, Supabase-backed.
mcp.onlydata.club/mcp
Rally CRM
AI-native CRM with 90+ MCP tools. Paying customers: CollabFund, McFerrin RE, Evanston Capital, Quantified AI, Dravik, NetWise Band.
rally.producthacker.ai
TuneTracker.ai
AI-driven music insights, analytics, and recommendations platform. Web + iOS App Store with Spotify integration. Shipped through Hornet's Nest IO.
tunetracker.ai
HiveStride.fit
Voice-first AI fitness platform. Available on iOS App Store and Google Play. Voice AI coaching, hands-free workout logging, AI form analysis, personalized training plans.
hivestride.fit
TrackDose.app
Medical-grade food allergy and OIT (Oral Immunotherapy) management platform. Track dosing schedules, food challenges, reactions. AI-powered insights for healthcare providers. Originally built for my own family.
trackdose.app
HornetHive.ai
AI execution platform using multi-agent orchestration with CrewAI. Strategy-to-execution AI crews that deliver outcomes, not prompts. Enterprise integrations.
hornethive.ai
HiveForge.dev
Production-ready SaaS template platform. Auth, billing, multi-tenant support, AI integration out of the box. Next.js + Supabase + Stripe + Vercel.
hiveforge.dev
Cowork Hub
Open-source git-versioned personal context framework. Markdown + git as database, Claude as IDE, Telegram as input. Going public soon.
github.com/producthackerai/cowork-hub
Charlotte Data Pipeline
Enriched 6,488 businesses across 19 Charlotte-metro towns in one week — industry classification, employee estimates, descriptions, MX records — all on Ollama running locally on a MacBook Pro. $0 inference cost. Queue-driven worker architecture.
Prototype Orchestrator
Telegram-triggered autonomous research agent. Text 'find 50 commercial cleaners in Charlotte with AR scores' → returns enriched Rally workspace with leadership extracted. Orchestrates Claude Code + Rally MCP + OnlyData MCP via markdown context.
Hornet's Nest IO (Consulting)
AI product + strategy consulting practice. Helping organizations implement LLMs, RAG pipelines, and agentic systems. Active since 2019.
hornetsnest.io
Skills & Expertise
AI Builder & Problem Solver MCP Server Development MCP OAuth 2.1 (Interactive Consent) Claude Code (Max plan) Cursor GitHub Copilot Anthropic API OpenAI API Prompt Engineering AI/ML Product Strategy Agentic AI & Multi-Agent Systems CrewAI LangChain Local LLMs (Ollama, Gemma 4) pgvector / Vector Embeddings RAG / Semantic Search LLM-as-Judge Evaluation Entity Resolution Data Enrichment Pipelines Data-as-a-Product Python TypeScript Swift / SwiftUI / iOS React / Next.js FastAPI Express.js Supabase Google BigQuery Pragmatic Marketing
Education
B.S.B.A. Management Information Systems — University of North Carolina at Charlotte (2013). Stanford Continuing Studies — Introduction to JavaScript (2016).
Ask Me About
MCP OAuth 2.1 with interactive consent — the silent killer for Claude marketplace submissions and exactly how to fix it
Building TrackDose.app — OIT food allergy protocol management, originally for my own family
Data enrichment at metro scale on a MacBook Pro — Charlotte: 6,488 businesses in a week, $0 inference cost
Running a Telegram-triggered prototype orchestrator that turns one message into a working Rally workspace
Shipping consumer iOS apps as a side project — TuneTracker.ai and HiveStride.fit
Owner
Updated Apr 18, 2026
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MCP server development + integration consulting (OAuth 2.1, marketplace-ready)AI infrastructure conversations with operators and foundersData enrichment partnerships
Person AI Readiness AI-FORWARD
This person is deeply engaged with AI across multiple dimensions.
87
/ 100
AI Fluency 18/20
Tool Adoption 20/20
Builder Activity 20/20
Professional Signal 17/20
Platform Engagement 12/20
Scored Apr 18, 2026 · person_ar_v1
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Profile History
Profile updated
Apr 18, 2026 — by owner
Profile created
Apr 6, 2026 — by owner
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Resume — Sr/Principal Technical Outcome Owner, Data, ZoomInfo
Custom resume tailored by Job Crusher for Sr/Principal Technical Outcome Owner, Data at ZoomInfo. Generated 2026-04-18.
htmlApr 19, 2026
Clearwater Analytics — Ecosystem & the Headless Delivery Thesis
A company ecosystem page for Clearwater Analytics (Boise): the Clearwater cluster genealogy, peer/adjacent map, and the headless-delivery → agent-ready gap analysis.
htmlApr 18, 2026
OAuth smoke test — safe to delete
Created 2026-04-13 via CLI end-to-end smoke test of the new Supabase-JWT OAuth flow (PR #22).
markdownApr 14, 2026

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