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Degradation Tracker

Detect when AI models may be declining. This tracker monitors rank movements (position changes on the leaderboard) and flags models that have dropped significantly over 24 hours or 7 days. A higher “degradation points” number means more warning signs.

Models at Risk

285

Declining (7d)

259

Fragile

252

Sustained Decline

115

Top Models by Degradation Risk Score

LMMarketCap.com

Models at Risk

285 models showing signs of degradation, ranked by risk score. Higher risk scores indicate more concerning performance trends.

Deg. PtsModelQualityRank 24hRank 7dSeverity
47Qwen3.7 FlashAlibaba40.0-6-18high
46Inkling Smallthinkingmachines40.0-5-18high
45Llama 3.1 70B InstructMeta63.60-20high
45Claude Opus 5 (batch)Anthropic40.0-6-17high
45Ling 3.0 Flashinclusionai40.0-6-17high
45Gemini 3.6 FlashGoogle40.0-6-17high
45Gemini 3.6 Flash (batch)Google40.0-6-17high
45LongCat 2.0Meituan40.0-6-17high
45Inklingthinkingmachines40.0-6-17high
43Muse Spark 1.2meta40.0-4-17high
43DeepSeek V4 Flash Latest~deepseek40.0-4-17high
43DeepSeek V4 Flash 0731DeepSeek40.0-4-17high
43Kimi K3Moonshot AI40.0-6-16high
43Kimi K3 (batch)Moonshot AI40.0-6-16high
43Muse Spark 1.1meta40.0-6-16high
43Grok Latest~x-ai40.0-6-16high
43Aion-3.0-Miniaion-labs40.0-6-16high
43Aion-3.0aion-labs40.0-6-16high
43Hy3Tencent40.0-6-16high
39MiniMax M2.7MiniMax63.60-17high
38Dots3-Note Preview (free)dots-studio40.0-3-15high
38Gemini 3.7 FlashGoogle40.0-3-15high
38Gemini 3.7 Flash (batch)Google40.0-3-15high
38Seed 2.1 TurboByteDance40.0-3-15high
38Qwen3.8 2.4T A95BAlibaba40.0-3-15high
38Seed-2.0-CodeByteDance40.0-3-15high
38DeepSeek V4 Pro 0813DeepSeek40.0-3-15high
38LFM2.5-2.6BLiquid AI40.0-3-15high
38LFM2.5-2.6B (free)Liquid AI40.0-3-15high
38Nemotron 3.5 LightningNVIDIA40.0-3-15high
38Nemotron 3.5 Lightning (free)NVIDIA40.0-3-15high
38Sakana Namazusakana40.0-3-15high
38Solar Pro 4Upstage40.0-3-15high
38Muse Glimmer 30Bmeta40.0-3-15high
35Particle-1particle-ai40.0-2-14high
35GPT-6.1 Terra ProOpenAI40.0-2-14high
35GPT-6.1 Terra Pro (batch)OpenAI40.0-2-14high
35GPT-6.1 TerraOpenAI40.0-2-14high
35GPT-6.1 Terra (batch)OpenAI40.0-2-14high
35Kimi K3.1 ProMoonshot AI40.0-2-14high
35Flint (free)recursive40.0-2-14high
35MiniMax M3.1 FlashMiniMax40.0-2-14high
35DeepSeek V4.1 Flash 1017DeepSeek40.0-2-14high
35Glimpseelorian40.0-2-14high
35Xing4.0 29B A4B (free)xingchen-agi40.0-2-14high
35Beam 1.0 501B A23Breflection40.0-2-14high
35Mercury 3Inception40.0-2-14high
35Ternary Bonsai 2 9Bprism-ml40.0-2-14high
35Moondream 3 Previewmoondream40.0-2-14high
35Moondream 3.1moondream40.0-2-14high
35Muse Spark Openmeta40.0-2-14high
35Nemotron 3.5 Super VLNVIDIA40.0-2-14high
35Nemotron 3.5 Super VL (free)NVIDIA40.0-2-14high
35Pareto 26.10unbiased40.0-2-14high
35Pareto Latest~unbiased40.0-2-14high
35Pareto 26.9unbiased40.0-2-14high
35LFM2.5-24B-A2BLiquid AI40.0-2-14high
35Gemini 4 ArgonGoogle40.0-2-14high
35Gemini 4 Argon (batch)Google40.0-2-14high
35Summarizescaledown40.0-2-14high
35Extractscaledown40.0-2-14high
35Muse Wondermeta40.0-2-14high
35Step 5 PreviewStepFun40.0-2-14high
35Ling 3.1 Flashinclusionai40.0-2-14high
35GPT-6.1 Sol ProOpenAI40.0-2-14high
35GPT-6.1 Sol Pro (batch)OpenAI40.0-2-14high
35GPT-6.1 SolOpenAI40.0-2-14high
35GPT-6.1 Sol (batch)OpenAI40.0-2-14high
35Perceptron Mk1.5perceptron40.0-2-14high
35Ember-1fireworks40.0-2-14high
35Qwen3.8 Max PrimeAlibaba40.0-2-14high
35Aion 3.5 Miniaion-labs40.0-2-14high
35Aion 3.5aion-labs40.0-2-14high
35Solar Mini 4Upstage40.0-2-14high
35GPT-6 Luna ProOpenAI40.0-2-14high
35GPT-6 Luna Pro (batch)OpenAI40.0-2-14high
35GPT-6 LunaOpenAI40.0-2-14high
35GPT-6 Luna (batch)OpenAI40.0-2-14high
35GPT-6 Sol ProOpenAI40.0-2-14high
35GPT-6 Sol Pro (batch)OpenAI40.0-2-14high
35GPT-6 SolOpenAI40.0-2-14high
35GPT-6 Sol (batch)OpenAI40.0-2-14high
35MiMo-V2.6-Pro-UltraSpeedXiaomi40.0-2-14high
35MiMo-V2.6-FlashXiaomi40.0-2-14high
35MiMo-V2.6-ProXiaomi40.0-2-14high
35Qwen3.8 Omni FlashAlibaba40.0-2-14high
35Ternary Bonsai 2 27Bprism-ml40.0-2-14high
35DeepSeek Pro Latest~deepseek40.0-2-14high
35DeepSeek Flash Latest~deepseek40.0-2-14high
35Schematron V2 Turboinference-net40.0-2-14high
35Schematron V2 Smallinference-net40.0-2-14high
35GPT Astra Latest~openai40.0-2-14high
35GPT Sol Latest~openai40.0-2-14high
35GPT Terra Latest~openai40.0-2-14high
35GPT Luna Latest~openai40.0-2-14high
35Fugu Ultra v2sakana40.0-2-14high
35Fugu Maxsakana40.0-2-14high
35Ling 3.0 Flash VLinclusionai40.0-2-14high
35DeepSeek V4.1 FlashDeepSeek40.0-2-14high
35DeepSeek V4.1 Flash (batch)DeepSeek40.0-2-14high
35Mercury 2.5Inception40.0-2-14high
35Qwen3.8 Max (0902)Alibaba40.0-2-14high
35Muse Spark 1.3 Contributormeta40.0-2-14high
35Muse Spark 1.3meta40.0-2-14high
35Granite 4.2 8BIBM40.0-2-14high
35Hy4 previewTencent40.0-2-14high
35GLM Flash Latest~z-ai40.0-2-14high
35Qwen3.8 FlashAlibaba40.0-2-14high
35Muse Spark 1.2 Contributormeta40.0-2-14high
35DeepSeek V4 Flash Vision ExpDeepSeek40.0-2-14high
35Hy-MT2-1.8BTencent40.0-2-14high
35Hy-MT2-30B-A3BTencent40.0-2-14high
35GLM Latest~z-ai40.0-2-14high
35Hy-MT2-7BTencent40.0-2-14high
35Qwen3.8 27BAlibaba40.0-2-14high
33Mistral LargeMistral AI65.90-14high
33Composer 2Cursor65.70-14high
33Composer 2 FastCursor65.70-14high
33Claude Sonnet 5.5 (batch)Anthropic40.0-2-13high
33Claude Opus 5.5 (batch)Anthropic40.0-2-13high
31GLM 4.5Zhipu AI67.10-13high
31Mistral Large 3 2512Mistral AI67.00-13high
31Llama 3.3 70B InstructMeta66.80-13high
31Qwen3.5-9BAlibaba66.50-13high
31Qwen3 235B A22B Instruct 2507Alibaba64.70-13high
31Mixtral 8x22B InstructMistral AI63.40-13high
31GPT-4o-mini (batch)OpenAI62.50-13high
29MiniMax M2.5MiniMax63.60-12high
27GLM 5Zhipu AI68.30-11high
27GLM 4.5VZhipu AI67.70-11high
27GPT-4.1OpenAI67.70-11high
27GPT-4.1 (batch)OpenAI67.70-11high
27Qwen3 235B A22B Thinking 2507Alibaba64.70-11high
27MiniMax M1MiniMax64.10-11high
27GLM 4.5 AirZhipu AI63.70-11high
27Phi 4Microsoft61.00-11high
27Llama 4 ScoutMeta60.20-11high
27GPT-4OpenAI60.00-11high
27GPT-4.1 Mini (batch)OpenAI58.90-11high
27GPT-4.1 Nano (batch)OpenAI58.90-11high
25GLM 5.3 FlashXZhipu AI69.70-10high
25GLM 5.3 FlashZhipu AI69.70-10high
25GLM 5.3 Flash (batch)Zhipu AI69.70-10high
25DeepSeek V3DeepSeek69.50-10high
25Qwen3.5-27BAlibaba69.30-10high
25GPT-4o-miniOpenAI69.30-10high
25GLM 5V TurboZhipu AI69.20-10high
25GLM 5.3 PrimeZhipu AI68.90-10high
25GLM 5.3Zhipu AI68.90-10high
25GLM 5.3 (batch)Zhipu AI68.90-10high
25GLM 5.2Zhipu AI68.90-10high
25Qwen3.5-35B-A3BAlibaba68.70-10high
25Mistral Large 4Mistral AI68.30-10high
25GLM 5.1Zhipu AI68.30-10high
25Claude Haiku 5.5 (batch)Anthropic58.00-10high
25GPT-4 Turbo (batch)OpenAI57.20-10high
25Kimi K2.5Moonshot AI47.50-10high
25GPT-4o-mini (2024-07-18)OpenAI46.30-10high
25GPT-4.1 MiniOpenAI44.20-10high
25Llama 3.1 8B InstructMeta40.70-10high
25GPT-5 MiniOpenAI40.50-10high
25Command R+ (08-2024)Cohere40.50-10high
23Grok 4.20xAI88.80-9high
23GPT-4o (2024-08-06)OpenAI71.20-9high
23GPT-4oOpenAI71.20-9high
23GPT-4o (2024-05-13)OpenAI71.20-9high
23Gemini 3.1 Flash Lite PreviewGoogle70.70-9high
23Qwen3.5 397B A17BAlibaba70.70-9high
23Llama 4 MaverickMeta70.40-9high
23Claude Haiku 4.5Anthropic69.90-9high
23Claude Haiku 4.5 (batch)Anthropic69.90-9high
23Qwen3.5-122B-A10BAlibaba69.80-9high
23Command ACohere51.60-9high
23Command R (08-2024)Cohere40.5+1-9high
21GPT-5.1 (batch)OpenAI88.70-8high
21GPT-5.1-CodexOpenAI88.70-8high
21GPT-5.1-Codex-MiniOpenAI88.70-8high
21GPT-5 ProOpenAI88.70-8high
21GPT-5 Pro (batch)OpenAI88.70-8high
21GPT-5OpenAI88.70-8high
21GPT-5 (batch)OpenAI88.70-8high
21DeepSeek V3 0324DeepSeek71.80-8high
21Command A+Cohere53.2+1-8high
19GPT-5.2 (batch)OpenAI88.70-7high
19GPT-5.1-Codex-MaxOpenAI88.70-7high
19Grok 4.3 (batch)xAI88.50-7high
19Gemini 3 Flash PreviewGoogle88.40-7high
19Gemini 3 Flash Preview (batch)Google88.40-7high
17Grok 4.20 Multi-AgentxAI87.90-6high
17Claude Sonnet 4.6Anthropic85.20-6high
17Claude Opus 4.5Anthropic85.10-6high
17Claude Opus 4.5 (batch)Anthropic85.10-6high
17Claude Opus 4.8 (batch)Anthropic83.50-6high
17Claude Opus 4.7 (batch)Anthropic83.50-6high
17Claude Opus 4.6 (batch)Anthropic83.50-6high
17Gemini 2.5 ProGoogle83.50-6high
17Gemini 2.5 Pro Preview 06-05Google83.50-6high
17DeepSeek V3.2DeepSeek83.40-6high
17Claude Opus 4.1 (batch)Anthropic82.90-6high
17Claude Sonnet 4.5Anthropic82.40-6high
17Claude Opus 4.1Anthropic82.10-6high
17GPT-6 AstraOpenAI81.80-6high
17GPT-6 Astra (batch)OpenAI81.80-6high
17GPT-6 Astra ProOpenAI81.80-6high
17GPT-6 Astra Pro (batch)OpenAI81.80-6high
17o4 Mini (batch)OpenAI81.40-6high
17Gemini 3.8 FlashGoogle81.00-6high
17Gemini 3.8 Flash (batch)Google81.00-6high
17R1 0528DeepSeek79.40-6high
17GPT-5.4 NanoOpenAI79.30-6high
17GPT-5.4 Nano (batch)OpenAI79.30-6high
17GPT-5.4 MiniOpenAI79.30-6high
17GPT-5.4 Mini (batch)OpenAI79.30-6high
17Gemini 2.5 Flash LiteGoogle79.10-6high
17Gemini 2.5 FlashGoogle79.10-6high
17Gemini 3.5 Flash LiteGoogle79.00-6high
17Gemini 3.5 Flash Lite (batch)Google79.00-6high
17Gemini 3.5 FlashGoogle79.00-6high
17Gemini 3.5 Flash (batch)Google79.00-6high
17Gemma 2 27BGoogle77.40-6high
17GPT-5 Mini (batch)OpenAI76.80-6high
17GPT-5 NanoOpenAI76.80-6high
17GPT-5 Nano (batch)OpenAI76.80-6high
17Gemma 4 31BGoogle75.90-6high
17Gemma 4 31B (free)Google75.90-6high
17Claude Sonnet 4.6 (batch)Anthropic75.30-6high
17Claude Sonnet 4.5 (batch)Anthropic75.30-6high
17o3 Mini (batch)OpenAI74.30-6high
17GPT-4o (batch)OpenAI72.00-6high
10GPT-5.2 ProOpenAI90.50-5high
10GPT-5.2 Pro (batch)OpenAI90.50-5high
10GPT-5.2OpenAI90.50-5high
10Claude Opus 4.6Anthropic90.40-5high
10GPT-5.6 Luna ProOpenAI89.00-5high
10GPT-5.6 Luna Pro (batch)OpenAI89.00-5high
10GPT-5.6 LunaOpenAI89.00-5high
10GPT-5.6 Luna (batch)OpenAI89.00-5high
10GPT-5.6 Terra ProOpenAI89.00-5high
10GPT-5.6 Terra Pro (batch)OpenAI89.00-5high
10GPT-5.6 TerraOpenAI89.00-5high
10GPT-5.6 Terra (batch)OpenAI89.00-5high
10GPT-5.6 Sol ProOpenAI89.00-5high
10GPT-5.6 Sol Pro (batch)OpenAI89.00-5high
10GPT-5.6 SolOpenAI89.00-5high
10GPT-5.6 Sol (batch)OpenAI89.00-5high
10GPT-5.5 (batch)OpenAI89.00-5high
10GPT-5.4 (batch)OpenAI89.00-5high
8o3 ProOpenAI86.70-4medium
8o3OpenAI86.70-4medium
8o3 (batch)OpenAI86.70-4medium
7Jev Routertypesafe40.0-2+191medium
7SwitchyardNVIDIA40.0-2+176medium
6Claude Opus 4.7Anthropic95.10-3medium
6GPT-5.5 Pro (batch)OpenAI92.70-3medium
6GPT-5.5OpenAI92.70-3medium
6Gemini 3.1 Pro Preview Custom ToolsGoogle92.20-3medium
6Gemini 3.1 Pro PreviewGoogle92.20-3medium
6Gemini 3.1 Pro Preview (batch)Google92.20-3medium
6GPT-5.4 ProOpenAI91.90-3medium
6GPT-5.4 Pro (batch)OpenAI91.90-3medium
6GPT-5.4OpenAI91.90-3medium
5Claude Opus 5.5Anthropic95.10+210medium
5Claude Opus 5Anthropic95.10+264medium
5GPT-5.5 ProOpenAI92.70+6medium
5GPT-5.3-CodexOpenAI90.50+17medium
5GPT-5.2-CodexOpenAI90.50+17medium
5GPT-5.2 ChatOpenAI90.50+35medium
5Grok 4.7xAI88.80+11medium
5Grok 4.6xAI88.80+11medium
5Grok 4.5xAI88.80+11medium
5GPT-5.1OpenAI88.70+8medium
5Claude Sonnet 5.5Anthropic85.20+136medium
5Claude Sonnet 5Anthropic85.20+221medium
5DeepSeek V3.2 ExpDeepSeek71.80+253medium
5DeepSeek V3.1DeepSeek71.80+258medium
5GPT-4o (2024-11-20)OpenAI71.20+48medium
5Claude Haiku 5.5Anthropic69.90+37medium
5GLM 5 TurboZhipu AI68.30+11medium
5GLM 4.7Zhipu AI67.10+289medium
5GLM 4.6Zhipu AI67.10+289medium
5Mistral Large 2407Mistral AI65.90+254medium
5Kimi K2.6Moonshot AI47.50+155medium
4Ling 3.0 Tinyinclusionai40.0-4+160low
2Claude Opus 4.8Anthropic95.10-1low
2Hy4Tencent40.0-2+262low

Stable Models

5 models with no decline and a stable ranking state. These models are performing consistently.

#ModelScore24h7dState
1Claude Fable 5.1Anthropic95.900stable
2Claude Fable 5.1 (batch)Anthropic95.900stable
3Claude Fable 5Anthropic95.900stable
4Claude Fable 5 (batch)Anthropic95.900stable
42Grok 4.3xAI88.80+4stable

How Degradation Is Detected

Our degradation detection system uses multiple signals to identify models that may be declining in quality or reliability.

Declining (7d)

Models whose 7-day rank change is worse than -2 positions. A sustained drop of more than two ranks over a week suggests the model may be losing ground to competitors or experiencing performance issues.

Fragile State

Models classified as "fragile" by our scoring system. These models have inconsistent performance metrics or borderline scores that could shift significantly with small changes in evaluation data.

Sustained Decline

Models declining on both the 24-hour and 7-day timeframes. When a model is losing rank on both short and medium-term windows, it indicates a persistent downward trend rather than temporary fluctuation.

Risk Score

The degradation risk score combines multiple signals: 7-day rank decline weighted 2x, 24-hour rank decline weighted 1x, plus 5 bonus points for fragile state. Higher scores indicate greater risk of meaningful performance degradation.

Related

Frequently Asked Questions

The tracker uses a multi-signal approach: it monitors 7-day rank decline (weighted 2x), 24-hour rank drops (weighted 1x), and fragile state classification (+5 points). Models are scored on a degradation risk scale where higher values indicate more warning signs of performance decline.

A fragile state indicates that a model has inconsistent performance metrics or borderline scores that could shift significantly with small changes in evaluation data. Fragile models are at higher risk of further ranking drops and warrant closer monitoring.

Yes, models can recover. Degradation may be temporary due to API issues, benchmark fluctuations, or scoring recalibrations. Models that show sustained decline over multiple weeks are more concerning than those with short-term dips. The tracker monitors both 24-hour and 7-day windows to help distinguish temporary noise from real trends.

AI Model Degradation Tracker - Detect Performance Drops | LM Market Cap