| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Anthropic: Claude Sonnet 4.6 | 4.00 | 10.00 | 33.3% | 0 | 1,199 | 0 | |
| MiniMax: MiniMax M2.5 | 9.33 | 7.89 | 88.9% | 1 | 286 | 45,112 |
AI BENCHY Compare
Anthropic: Claude Sonnet 4.6 vs MiniMax: MiniMax M2.5
Model Name:
Last updated at : 2026-02-27 15:16
Summary
| Metric | Anthropic: Claude Sonnet 4.6 none Release: Unknown release date | MiniMax: MiniMax M2.5 medium Release: Unknown release date |
|---|---|---|
| Rank | #14 | #26 |
| Score | 6.36 | 5.64 |
| Consistency | 9.50 | 6.12 |
| Cost per result | 1.325 | 4.028 |
| Total Cost | $0.106 | $0.242 |
| Tests Correct | ||
| Wrong Tests | 6 | 8 |
| Attempt pass rate | 59.5% | 64.3% |
| Flaky tests | 1 | 7 |
| Output Tokens | 2,637 | 121,297 |
| Reasoning Tokens | 0 | 203,513 |
Category Breakdown
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Anthropic: Claude Sonnet 4.6 | 10.00 | 10.00 | 100.0% | 0 | 252 | 0 | |
| MiniMax: MiniMax M2.5 | 5.50 | 5.81 | 83.3% | 1 | 369 | 4,952 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Anthropic: Claude Sonnet 4.6 | 7.00 | 10.00 | 66.7% | 0 | 54 | 0 | |
| MiniMax: MiniMax M2.5 | 1.00 | 4.41 | 22.2% | 2 | 111,023 | 139,533 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Anthropic: Claude Sonnet 4.6 | 5.50 | 10.00 | 50.0% | 0 | 90 | 0 | |
| MiniMax: MiniMax M2.5 | 7.00 | 6.41 | 66.7% | 1 | 1,121 | 2,521 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Anthropic: Claude Sonnet 4.6 | 5.00 | 7.68 | 44.4% | 1 | 595 | 0 | |
| MiniMax: MiniMax M2.5 | 4.33 | 4.79 | 55.6% | 2 | 8,229 | 10,458 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Anthropic: Claude Sonnet 4.6 | 10.00 | 10.00 | 100.0% | 0 | 447 | 0 | |
| MiniMax: MiniMax M2.5 | 10.00 | 10.00 | 100.0% | 0 | 269 | 937 |
Switch Comparison Pair
Compare Anthropic: Claude Sonnet 4.6 against...
- Google: Gemini 3 Flash Preview medium
- Google: Gemini 3.1 Pro Preview medium
- Google: Gemini 3 Pro Preview medium
- Qwen: Qwen3.5 Plus 2026-02-15 medium
- Qwen: Qwen3.5-27B medium
- Google: Gemini 3 Flash Preview low
- OpenAI: GPT-5.3-Codex medium
- Anthropic: Claude Sonnet 4.6 medium
- Z.ai: GLM 5 medium
- Google: Gemini 3 Flash Preview none
- StepFun: Step 3.5 Flash medium Free Available
- OpenAI: GPT-5.2 medium
- Qwen: Qwen3.5-122B-A10B medium
- Qwen: Qwen3.5 Plus 2026-02-15 none
- xAI: Grok 4.1 Fast medium
- MoonshotAI: Kimi K2.5 medium
- ByteDance Seed: Seed-2.0-Mini medium
- Z.ai: GLM 5 none
- Anthropic: Claude Opus 4.6 medium
- Xiaomi: MiMo-V2-Flash medium
- Qwen: Qwen3.5-35B-A3B medium
- OpenAI: GPT-5 Nano medium
- Qwen: Qwen3.5-Flash medium
- OpenAI: gpt-oss-120b medium Free Available
- MiniMax: MiniMax M2.5 medium
- Qwen: Qwen3.5-122B-A10B none
- OpenAI: GPT-4o-mini none
- Qwen: Qwen3.5-27B none
- Qwen: Qwen3.5-35B-A3B none
- Z.ai: GLM 4.7 Flash medium
- MoonshotAI: Kimi K2.5 none
- Qwen: Qwen3 Coder Next none
- Z.ai: GLM 4.7 Flash none
- Qwen: Qwen3.5-Flash none
- Qwen: Qwen3 Coder Next medium
- Xiaomi: MiMo-V2-Flash none
- xAI: Grok 4.1 Fast none
- LiquidAI: LFM2-24B-A2B none
Compare MiniMax: MiniMax M2.5 against...
- Google: Gemini 3 Flash Preview medium
- Google: Gemini 3.1 Pro Preview medium
- Google: Gemini 3 Pro Preview medium
- Qwen: Qwen3.5 Plus 2026-02-15 medium
- Qwen: Qwen3.5-27B medium
- Google: Gemini 3 Flash Preview low
- OpenAI: GPT-5.3-Codex medium
- Anthropic: Claude Sonnet 4.6 medium
- Z.ai: GLM 5 medium
- Google: Gemini 3 Flash Preview none
- StepFun: Step 3.5 Flash medium Free Available
- OpenAI: GPT-5.2 medium
- Qwen: Qwen3.5-122B-A10B medium
- Anthropic: Claude Sonnet 4.6 none
- Qwen: Qwen3.5 Plus 2026-02-15 none
- xAI: Grok 4.1 Fast medium
- MoonshotAI: Kimi K2.5 medium
- ByteDance Seed: Seed-2.0-Mini medium
- Z.ai: GLM 5 none
- Anthropic: Claude Opus 4.6 medium
- Xiaomi: MiMo-V2-Flash medium
- Qwen: Qwen3.5-35B-A3B medium
- OpenAI: GPT-5 Nano medium
- Qwen: Qwen3.5-Flash medium
- OpenAI: gpt-oss-120b medium Free Available
- Qwen: Qwen3.5-122B-A10B none
- OpenAI: GPT-4o-mini none
- Qwen: Qwen3.5-27B none
- Qwen: Qwen3.5-35B-A3B none
- Z.ai: GLM 4.7 Flash medium
- MoonshotAI: Kimi K2.5 none
- Qwen: Qwen3 Coder Next none
- Z.ai: GLM 4.7 Flash none
- Qwen: Qwen3.5-Flash none
- Qwen: Qwen3 Coder Next medium
- Xiaomi: MiMo-V2-Flash none
- xAI: Grok 4.1 Fast none
- LiquidAI: LFM2-24B-A2B none