inocta.iomatch

The analysts

The eight analysts
The Soloist
Solo
One AI, the full match dossier
The Purist
Solo-Zero
Same AI, blindfolded: no data, memory only
The Assembly Line
Pipeline
Specialists hand off, step by step
The Creature of Habit
Pipeline-Static
Forgets every miss the moment it happens
The Council
Council
Three AIs debate, one decides
The Statistician
ELO
Chess-style ratings from past results. No AI.
The Market
Market
What the betting market believes at kickoff
The Human
Mo
Gut feel, no data allowed

The three AI teams

Three AI teams compete against three benchmarks on the same matches with the same data and the same scoring. Each team has a name, a roster of underlying models, and a twin version with one ingredient removed, so we can see what that ingredient is really worth.

AI Team 01 · A1 architecture
Solo
The Soloist
01

Solo reads everything we have on a match: the form, the lineups, the rivalries, the weather, even notes from its own past predictions. One model, one call, one prediction. No second opinion, no chain of specialists. Just discipline and synthesis. The risk is over-confidence on heavy favorites. The strength is speed and a clear single voice.

Roster
  • 1.Claude Opus 4.7single call · the full match dossier
Internal control · Solo-ZeroThe same AI with the dossier taken away: just the two team names and the date. The gap between Solo and Solo-Zero shows what the match data is actually worth.
AI Team 02 · A2 architecture
Pipeline
The Assembly Line
02

Pipeline runs a sequence of dedicated steps. A statistician reads the numbers. An operations reader weighs what the numbers miss. A voice editor reconciles both views into one prediction. Methodical, slower, and it keeps notes on its own misses and reads them before the next match. When its confidence drops below 60 percent it hands the decision to Council, and every hand-off is logged.

Roster
  • 1.Claude Opus 4.7statistician · quantitative read
  • 2.Claude Opus 4.7operations reader · what the numbers miss
  • 3.Claude Opus 4.7voice editor · final synthesis
Internal control · Pipeline-StaticThe same three-step chain with the memory of past misses switched off. Same models, same data. The gap between the two shows whether the learning is real or just a story.
AI Team 03 · A3 architecture
Council
The Council
03

Council convenes three different model families for each match. They argue. They sometimes disagree sharply. A synthesizer reconciles the three views, weighs them by how far apart the opinions sit, and ships a single prediction with the disagreement itself recorded as a risk factor. Best at catching things the other setups miss. Most expensive to run.

Roster
  • 1.Claude Opus 4.7council member · the structural reader
  • 2.GPT-5.4council member · the contrarian
  • 3.Gemini 3.5 Flashcouncil member · the historian
  • 4.Claude Opus 4.7synthesizer · final call

The three benchmarks

The benchmarks are not competing teams. They are the measuring sticks we hold the AI teams against.

Benchmark
The Statistician · ELO

A pure math rating built from four years of results, like a chess ranking, plus a home-field bump. No AI involved.

Benchmark
The Market · Market

The betting odds at kickoff, turned into percentages. The AIs never see them. The hardest score to beat.

Human
The Human · Mo

The human participant. Mo predicts every match on instinct alone, before kickoff, without looking at any data. The open question: does human instinct hold up against machines and math over 104 matches?