DraftMetaβ
The home of data-driven Brawl

Brawl Stars

Stop guessing your picks. A neural network trained on millions of ranked games weighs how whole teams play out and searches ahead through the draft, then scores the strongest brawlers for the exact map you're on.

Millions of gamestraina neural networkthat runsdepth search
2M+Ranked games crawled
120K+Player accounts indexed
60+Active maps with draft data
LiveRetrained as balance changes roll out

How it works

Math, not vibes.

  1. 01

    Learn from real games

    We crawl millions of ranked matches and encode every brawler, map, and result into the features a model can train on. Brawlers and maps become learned embeddings, so the model captures who pairs well with whom.

  2. 02

    Weigh the whole composition

    A neural network reads both teams at once and scores how much each possible pick adds to your side, factoring in synergy, matchups, and the map. It judges the full five-pick picture, not one brawler in a vacuum.

  3. 03

    Search the draft ahead

    A depth search plays the draft forward through the remaining picks and bans, the way a strong player thinks two moves ahead, and surfaces the pick that holds up best once the enemy responds.

  4. 04

    Retrain with the meta

    As balance changes roll out, fresh ranked games feed back into the model. New data is held about a day before it counts, long enough to gather a reliable sample, so the engine tracks the live meta instead of a stale snapshot.

Questions

The stuff people ask before they trust a tool.

Is DraftMeta actually accurate?

Recommendations come from a neural network trained on millions of ranked games that scores each pick in the context of the full draft, not a hand-written tier list. It is still improving, and it is most reliable on popular maps and modes where it has the most data.

How is this different from a tier list?

A tier list ranks brawlers in a vacuum. DraftMeta scores picks against your specific draft: the map, your team's current picks, and the enemy's. The best brawler depends entirely on what is already on the board, and the engine accounts for that.

Does it cost anything?

No. The Draft Engine and player lookup are free to use, and you do not even need an account to draft.

Which modes does the Draft Engine cover?

The five standard 3v3 modes: Gem Grab, Brawl Ball, Heist, Knockout, and Bounty. More are planned as the data set grows.

Is it updated for the latest balance changes?

Yes. The model retrains as new ranked data comes in. Fresh games are held about a day before they count, enough time to gather a reliable sample, so the engine tracks the current meta rather than a frozen snapshot from months ago.

Win the game before it starts.

The draft is the first fight. Bring data to it.

Start drafting