Buyout Game (Lechmazur) — leaderboard

Multi-agent bargaining/elimination game where 8 LLMs play with starting balances, transfers, votes, and a buyout endgame. Ranked by Bradley-Terry ratings over wealth-based pairwise results from mirrored match packs.

Metric: Bradley-Terry Rating. Source: github.com. Status: saturation imminent. 36 models tracked.

Top models

#ModelScore
1GPT-5.5 (High)1975.4
2GPT-5.4 (High)1960.6
3GLM-51791.6
4Claude Opus 4.6 (Thinking, High)1759.7
5DeepSeek V4 Pro1681.6
6Gemini 3.5 Flash1667.2
7Claude Sonnet 4.6 (Thinking, High)1656.2
8GPT-5.4 (Non-reasoning)1654
9Hy3-preview (High)1620.9
10Gemini 3.1 Flash Lite (Preview)1615.3
11GLM-5.11604.9
12Gemini 3.1 Pro (Preview)1563.8
13DeepSeek V4 Flash1555.8
14Grok 4.20 0309 (Reasoning)1549.4
15Grok 4.31525.1

Interactive version: theaggregate.ai/benchmark?slug=buyout-game-lechmazur · How the rankings work · Data refreshed daily, snapshot 2026-07-22.