AI PRODUCT · MANAGED OPERATIONS
Building the product and the operating system at the same time.
Product and operating infrastructure spanning expert outreach, live debates, scoring, clubs, events, content, and AI-powered practice.
- Industry
- Debate and education
- Role
- Founder & product lead
- Relationship
- Founder-built company
- Period
- 2022–present
01 / Context
Category-building creates work everywhere at once.
SuperDebate spans featured debates, clubs, live online competition, scoring, judging, and private AI practice through Aurelius. The public product depends on expert research, outreach, scheduling, events, content, and relationship management behind it.
Operating architecture
The experience begins before anyone reaches the stage.
System model
Conceptual · not product UI
Research
Experts · questions
Invite
Personal outreach
Prepare
Schedule · brief
Debate
Live production
Publish
Clips · scoring · context
Learn
Relationship and system history
Each debate creates a public experience and a better operating foundation for the next one.
02 / Operating model
Treat the path from expert discovery to published debate as one system.
Research, outreach, follow-up, scheduling, preparation, live production, publishing, and relationship history were designed as connected work. AI and automation support repetitive preparation while people own the invitation, editorial decision, and live exchange.
The product
One debate system, from watching to practice.
The architecture explains how the surfaces belong together. The judging screen is genuine product evidence, while the model keeps the wider experience legible without inventing interface screens.
System model
Conceptual · not product UI
Featured Debates
Watch serious public exchange
Clubs
Organize a debate community
Online
Compete live from anywhere
Scoring
Judge with a clear framework
Aurelius
Practice privately with AI
Different entry points, all organized around the practice and experience of debate.
Public product
Live debate and private practice belong to the same learning loop.
The public product moves from discovery into a configurable online debate, live audience scoring, and private practice against an AI that pushes back. These are current product screens, not concept art.
03 / Product
The same philosophy extends into the participant experience.
Featured Debates create an editorial front door. Clubs organize communities. Online supports live competition. Scoring makes judging legible. Aurelius gives participants a private AI practice environment. Each surface belongs to the same activity rather than a bundle of unrelated features.
SuperDebate command center
The company runs through the same system it keeps improving.
The black-and-yellow command center coordinates analytics, events, the product roadmap, email, applications, leads, support, clubs, and content. Counts and dates visible in these screens are interface state, not portfolio outcome claims.
Debate in practice
Product, people, and place reinforce each other.
04 / Impact
A small team can operate a much larger surface area.
The evidence here is the breadth and continuity of a working company, not an unapproved growth number. Product and operations evolve together, so each repeated event leaves behind a better system for the next one.
What this carries forward
The best AI system may be the company architecture itself.
Relevant services
More selected work
More systems built around how the business works.
Have a similar constraint?
Tell us how the work runs today.
We will help determine whether the answer is AI, automation, better software, a simpler process, or something else.