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.
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.
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 keeps the wider experience legible. The genuine product screens then show configurable online debate, live audience scoring, and judging without inventing interface evidence.
Product evidence
Live debate and clear judging belong to the same learning loop.
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.
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Tell us how the work runs today.
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