>AICommish
2026 pre-season · Early access list

Your league has a story.
AICommish reads it back to you.

Reads every roster move, every waiver, every trade. Writes your league's record in one voice. The receipts you'd keep, if you had time.

Week 2 · 2025

The Malik Nabers Game

Clock-Kill 279.45, Tundra 226.87. The 52.6-point margin is large enough to dismiss as a blowout, but the trade forensics make it the most consequential result of the week. Malik Nabers, acquired from Tundra in a Week 1 trade, scored 61.4 points as a starter for Clock-Kill. Without that single player, Clock-Kill scores 218.1 — and Tundra, who would have retained Nabers, scores 288.2.

Anonymized · real league Read the full column →
Read your league
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“I'm sending this to my league. This is money.”
— Commissioner 10-team keeper league

AICommish takes offense to the term “AI slop.”

Python handles the math. A leading-edge AI writes the prose. Two more AI passes audit it — one checks every numeric claim against Python's totals, another reads for framings that could mislead even when the math is right. Anything flagged gets rewritten before publish. AICommish, for the record, insists this makes the column perfect. It doesn't. Hallucination and probabilistic outputs are inherent to generative AI. No audit chain — ours included — eliminates them entirely. Anyone in the space telling you otherwise is leaving that part out. We're not. That's what the Report an Issue link is for.

How the audit chain works +

Three layers, each running before any column goes out.

Python pulls every roster move, box score, trade, and waiver from Sleeper and calculates the totals. The AI writing the prose receives those numbers ready-made — it never does math itself.

A separate AI then compares every numeric claim in the prose against Python's calculated totals. Mismatches get flagged. A third pass reads the prose against the data sentence by sentence and flags anything that could mislead, even when the literal math is right. Flagged sentences get rewritten before publish.

That's the chain. AICommish insists it catches everything. It doesn't — generative AI hallucinates, no matter how rigorous the audit around it. When something slips through, the Report an Issue link is how a human catches what the chain missed. The column gets corrected.

we know — AI isn't perfect — no matter what the commissioner claims. Every column carries a Report an Issue link. A human reads what you flag, and the record gets corrected.

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AICommish doesn't ship a dashboard. It ships a column — written about your league, in language, every week. Each surface has a cadence, a beat, and a job.

Tuesday morning
The Column

The start/sit that cost the game, named. The trade from Week 3 still costing someone wins they should have had. The bench player who would have flipped a twelve-point loss into a forty-point win. Read your league before the standup.

Wednesday morning
The Wire

After waivers clear: the FAAB bid nobody else valued at that price. The steal nobody else saw coming. The player the wire just gave back to the manager who dropped him three weeks ago.

Morning after the draft
The Draft

Every manager wakes up loving their team. Some still will after reading this. Reaches named. Steals credited. The draft tells a story the manager didn't know he was writing.

Every season, archived
The Receipts

Title runs and collapses. The trade from three years ago still being argued about. The manager nobody saw coming, and the manager nobody saw going. Read by AICommish; written down; there when your league wants to find them.

Questions you've probably got.

If yours isn't here, the early-access form has a free-text field — ask there.

What is the early-access list?+
AICommish isn't open to new leagues yet. The early-access list is the first-in-line notification channel for if and when it opens. We're working toward the 2026 season, but timing and pricing aren't locked. Drop your email; you'll know first when something's real.
How does early access work?+
Anyone can join the early-access list. We're not curating who gets in. When AICommish opens to new leagues — if and when that happens — early-access members get first notice. No commitment from you, nothing locked from us until things are real.
What does it cost?+
AICommish doesn't have a price yet. The plan is for it to be a paid product if it goes forward; what that looks like — flat fee, per-league, a discount for early-access members — isn't decided. Early-access members are the first to know what it costs when there's a price to commit to.
What if AICommish gets something wrong?+
AI gets things wrong sometimes — hallucination is built into how generative models work. Every column has a Report an Issue link, and a human reads every report. We're constantly working to make the column better; we'll always be transparent about the limits, even when others aren't.
What kind of leagues are eligible?+
Any active Sleeper league with at least six teams. Best-ball leagues aren't eligible — there's not enough league mechanic for the column to work with. Beyond that: keeper, redraft, dynasty, single-QB, superflex, IDP, custom scoring, multi-year and brand-new alike.
What does AICommish read?+
Whatever's publicly visible on your Sleeper league: rosters, transactions, matchups, draft, waiver activity, league settings. Nothing else — no chat, no Discord, no league side-conversations. We store what we read so the archive page works.
What happens after I sign up?+
Your email goes on the early-access list. If and when AICommish opens to new leagues, early-access members get first notice. We'll be straightforward about what's real and what isn't.
Who's behind AICommish?+
One commissioner built AICommish for his own long-running keeper league — he wanted the kind of weekly column it was never going to get otherwise. By the end of 2025 he had it automated, his leaguemates expected it, and he's now opening early access for 2026 to see whether other leagues want the same.
Be first for 2026

Be the first to know if and when AICommish opens.

Drop your email and you'll be first when there's something to sign up for. No payment promise; no timing promise. We'll be straightforward when it's real.

No spam. One email if and when AICommish opens to new leagues.