Alternatives to Command R+ (08-2024)

Cohere LMArena 1228.9 $4.38/M on a balanced workload prices as of 2026-10-06

117 models are higher-scoring or cheaper, with neither dimension worse.

Of the 144 models carrying both an independent score and a published price at the same delivery mode, 124 score at least as high as Command R+ (08-2024) and cost no more under at least one listed workload, with at least one of those dimensions improved. 117 match or beat its recorded context, maximum output, input modes, tool use and extended reasoning. 7 have a recorded capability loss, named on every row.

Dominance is not a property of a model. It is a property of a model, a capability lens and a workload, and all three are named on every row. Scores are LMArena Elo, used under CC BY 4.0 from the official dataset; prices are blended per million tokens. A higher score is not a drop-in replacement.

This page is built only while a candidate improves score or price without worsening the other under a listed workload. When that comparison no longer holds, it is not generated.

Where it holds

WorkloadCommand R+ (08-2024) $/MRecorded capabilities preservedRecorded capability losses
Balanced$4.381107
Summarise$2.881177
Chat$5.501117
Code gen$7.001097
Agentic$3.631177

Workload mixes are defined on the methodology page. Cached input is priced at the cached rate, and reasoning tokens at the worse of the reasoning and output rates.

What you would be replacing

Intelligence1228.9
Context window128K
Max output4K
Input modestext
Tool useyes
Extended reasoningno

Preserving recorded capabilities requires matching or beating these fields. Full record for Command R+ (08-2024), or check Command R+ (08-2024) against the whole catalogue.

Recorded capabilities preserved 117

Each option has a higher score or a lower price, with neither dimension worse under the listed workloads. It matches or beats Command R+ (08-2024) on recorded context, maximum output, input modes, tool use and extended reasoning.

#ModelIntelligence$/MHolds under
1Gemini 3.8 Flash Google1497 +268.1$3.00
  • Balanced −31%
  • Summarise −51%
  • Chat −36%
  • Code gen −29%
  • Agentic −56%
2MiMo-V2.6-Pro Xiaomi1491 +262.1$0.540
  • Balanced −88%
  • Summarise −89%
  • Chat −91%
  • Code gen −91%
  • Agentic −93%
3Muse Spark 1.3 Meta1489.9 +261$2.00
  • Balanced −54%
  • Summarise −62%
  • Chat −61%
  • Code gen −58%
  • Agentic −71%
4Gemini 3.7 Flash Google1487 +258.1$3.00
  • Balanced −31%
  • Summarise −51%
  • Chat −36%
  • Code gen −29%
  • Agentic −56%
5Muse Spark 1.2 Meta1483.2 +254.3$2.00
  • Balanced −54%
  • Summarise −62%
  • Chat −61%
  • Code gen −58%
  • Agentic −71%
6Gemini 3.6 Flash Google1479.5 +250.6$1.50
  • Balanced −66%
  • Summarise −75%
  • Chat −68%
  • Code gen −64%
  • Agentic −78%
7Muse Spark 1.1 Meta1479.2 +250.3$2.00
  • Balanced −54%
  • Summarise −62%
  • Chat −61%
  • Code gen −58%
  • Agentic −71%
8Gemini 3.5 Flash Google1477.7 +248.8$3.38
  • Balanced −23%
  • Summarise −48%
  • Chat −26%
  • Code gen −16%
  • Agentic −50%
9GLM 5.3 Z.ai1471.4 +242.5$1.00
  • Balanced −77%
  • Summarise −88%
  • Chat −73%
  • Code gen −70%
  • Agentic −82%
10GLM 5.3 Flash Z.ai1469.6 +240.7$0.238
  • Balanced −95%
  • Summarise −95%
  • Chat −95%
  • Code gen −95%
  • Agentic −96%
11GLM 5.2 Z.ai1470.4 +241.5$1.12
  • Balanced −74%
  • Summarise −85%
  • Chat −72%
  • Code gen −68%
  • Agentic −81%
12Kimi K3 Moonshot AI1475.9 +247$3.76
  • Balanced −14%
  • Summarise −57%
  • Agentic −34%
13MiMo-V2.5-Pro Xiaomi1465 +236.1$0.544
  • Balanced −88%
  • Summarise −88%
  • Chat −91%
  • Code gen −91%
  • Agentic −93%
14DeepSeek V4.1 Flash DeepSeek1462.5 +233.6$0.182
  • Balanced −96%
  • Summarise −98%
  • Chat −96%
  • Code gen −95%
  • Agentic −97%
15Claude Sonnet 5.5 Anthropic1466.6 +237.7$4.00
  • Balanced −9%
  • Summarise −34%
  • Chat −15%
  • Code gen −5%
  • Agentic −41%
16GLM 5.1 Z.ai1461.5 +232.6$1.83
  • Balanced −58%
  • Summarise −60%
  • Chat −63%
  • Code gen −62%
  • Agentic −66%
17MiMo-V2.6-Flash Xiaomi1456.4 +227.5$0.175
  • Balanced −96%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −98%
18Qwen3.7 Plus Qwen1454.6 +225.7$0.560
  • Balanced −87%
  • Summarise −90%
  • Chat −89%
  • Code gen −87%
  • Agentic −91%
19Kimi K2.6 Moonshot AI1455.5 +226.6$0.961
  • Balanced −78%
  • Summarise −84%
  • Chat −79%
  • Code gen −77%
  • Agentic −85%
20Gemini 2.5 Pro Google1457.8 +228.9$3.44
  • Balanced −21%
  • Summarise −52%
  • Chat −20%
  • Code gen −8%
  • Agentic −48%
21GLM 5 Z.ai1446.3 +217.4$1.09
  • Balanced −75%
  • Summarise −79%
  • Chat −79%
  • Code gen −77%
  • Agentic −84%
22Gemma 4 31B Google1443.4 +214.5$0.205
  • Balanced −95%
  • Summarise −95%
  • Chat −96%
  • Code gen −96%
  • Agentic −95%
23Kimi K2.5 Moonshot AI1445.2 +216.3$1.20
  • Balanced −73%
  • Summarise −80%
  • Chat −74%
  • Code gen −71%
  • Agentic −82%
24DeepSeek V4 Pro 0423 DeepSeek1445.2 +216.3$1.21
  • Balanced −72%
  • Summarise −83%
  • Chat −72%
  • Code gen −68%
  • Agentic −81%
25Qwen3.6 Max Preview Qwen1446.8 +217.9$2.31
  • Balanced −47%
  • Summarise −55%
  • Chat −44%
  • Code gen −41%
  • Agentic −50%
26Grok 4.5 xAI1448.1 +219.2$3.00
  • Balanced −31%
  • Summarise −40%
  • Chat −44%
  • Code gen −39%
  • Agentic −56%
27Hy3 Tencent1440.7 +211.8$0.231
  • Balanced −95%
  • Summarise −96%
  • Chat −95%
  • Code gen −95%
  • Agentic −96%
28Qwen3.8 27B Qwen1440.7 +211.8$0.562
  • Balanced −87%
  • Summarise −94%
  • Chat −85%
  • Code gen −83%
  • Agentic −90%
29GLM 4.6 Z.ai1439.9 +211$0.760
  • Balanced −83%
  • Summarise −86%
  • Chat −84%
  • Code gen −83%
  • Agentic −88%
30Inkling Thinking Machines1441.8 +212.9$1.73
  • Balanced −61%
  • Summarise −69%
  • Chat −64%
  • Code gen −61%
  • Agentic −74%
31GPT-6.1 Sol OpenAI1445.6 +216.7$4.00
  • Balanced −9%
  • Summarise −35%
  • Chat −16%
  • Code gen −5%
  • Agentic −43%
32Qwen3.5 397B A17B Qwen1438 +209.1$0.878
  • Balanced −80%
  • Summarise −83%
  • Chat −79%
  • Code gen −78%
  • Agentic −81%
33Qwen3.6 Plus Qwen1436.7 +207.8$0.731
  • Balanced −83%
  • Summarise −86%
  • Chat −82%
  • Code gen −81%
  • Agentic −84%
34GLM 4.7 Z.ai1435.5 +206.6$0.738
  • Balanced −83%
  • Summarise −87%
  • Chat −85%
  • Code gen −83%
  • Agentic −89%
35Claude Sonnet 5 Anthropic1442.9 +214$4.00
  • Balanced −9%
  • Summarise −34%
  • Chat −15%
  • Code gen −5%
  • Agentic −41%
36Gemma 4 26B A4B Google1433.9 +205$0.127
  • Balanced −97%
  • Summarise −98%
  • Chat −97%
  • Code gen −97%
  • Agentic −98%
37GLM 5V Turbo Z.ai1437.2 +208.3$1.90
  • Balanced −57%
  • Summarise −63%
  • Chat −63%
  • Code gen −60%
  • Agentic −71%
38Gemini 3.5 Flash Lite Google1434.7 +205.8$0.850
  • Balanced −81%
  • Summarise −88%
  • Chat −80%
  • Code gen −77%
  • Agentic −87%
39DeepSeek V4 Flash 0423 DeepSeek1432.1 +203.2$0.113
  • Balanced −97%
  • Summarise −97%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
40MiniMax M3 MiniMax1432.1 +203.2$0.485
  • Balanced −89%
  • Summarise −91%
  • Chat −90%
  • Code gen −89%
  • Agentic −93%
41GPT-5.6 Luna OpenAI1431 +202.1$0.450
  • Balanced −90%
  • Summarise −93%
  • Chat −90%
  • Code gen −89%
  • Agentic −93%
42GLM 4.5 Z.ai1430.3 +201.4$1.00
  • Balanced −77%
  • Summarise −81%
  • Chat −80%
  • Code gen −78%
  • Agentic −85%
43MiMo-V2.5 Xiaomi1427.5 +198.6$0.175
  • Balanced −96%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −98%
44R1 0528 DeepSeek1427.9 +199$0.920
  • Balanced −79%
  • Summarise −80%
  • Chat −79%
  • Code gen −78%
  • Agentic −79%
45DeepSeek V3.2 DeepSeek1424.5 +195.6$0.290
  • Balanced −93%
  • Summarise −92%
  • Chat −95%
  • Code gen −95%
  • Agentic −94%
46DeepSeek V3.2 Exp DeepSeek1422.4 +193.5$0.305
  • Balanced −93%
  • Summarise −90%
  • Chat −94%
  • Code gen −95%
  • Agentic −92%
47Grok 4.6 xAI1427.4 +198.5$3.00
  • Balanced −31%
  • Summarise −38%
  • Chat −43%
  • Code gen −39%
  • Agentic −53%
48Qwen3 VL 235B A22B Instruct Qwen1420.1 +191.2$0.370
  • Balanced −92%
  • Summarise −93%
  • Chat −92%
  • Code gen −91%
  • Agentic −93%
49Qwen3 235B A22B Instruct 2507 Qwen1419.3 +190.4$0.205
  • Balanced −95%
  • Summarise −96%
  • Chat −95%
  • Code gen −95%
  • Agentic −96%
50DeepSeek V3.1 DeepSeek1419.7 +190.8$0.453
  • Balanced −90%
  • Summarise −89%
  • Chat −90%
  • Code gen −90%
  • Agentic −90%
51Qwen3 Next 80B A3B Instruct Qwen1417.3 +188.4$0.268
  • Balanced −94%
  • Summarise −95%
  • Chat −93%
  • Code gen −93%
  • Agentic −94%
52DeepSeek V3.1 Terminus DeepSeek1417.1 +188.2$0.453
  • Balanced −90%
  • Summarise −89%
  • Chat −90%
  • Code gen −90%
  • Agentic −90%
53Qwen3.5-122B-A10B Qwen1417.1 +188.2$0.715
  • Balanced −84%
  • Summarise −88%
  • Chat −82%
  • Code gen −81%
  • Agentic −85%
54Gemini 2.5 Flash Google1417 +188.1$0.850
  • Balanced −81%
  • Summarise −88%
  • Chat −80%
  • Code gen −77%
  • Agentic −87%
55Gemini 3.1 Flash Lite Preview Google1415.7 +186.8$0.563
  • Balanced −87%
  • Summarise −91%
  • Chat −88%
  • Code gen −86%
  • Agentic −92%
56GPT-5.1 OpenAI1422.2 +193.3$3.44
  • Balanced −21%
  • Summarise −52%
  • Chat −20%
  • Code gen −8%
  • Agentic −48%
57Mistral Medium 3.5 Mistral1421.2 +192.3$3.00
  • Balanced −31%
  • Summarise −37%
  • Chat −29%
  • Code gen −27%
  • Agentic −34%
58Qwen3 235B A22B Thinking 2507 Qwen1415.2 +186.3$0.748
  • Balanced −83%
  • Summarise −88%
  • Chat −81%
  • Code gen −79%
  • Agentic −85%
59Inkling Small Thinking Machines1413.7 +184.8$0.638
  • Balanced −85%
  • Summarise −87%
  • Chat −88%
  • Code gen −88%
  • Agentic −90%
60Qwen3 Max Qwen1412.4 +183.5$1.56
  • Balanced −64%
  • Summarise −74%
  • Chat −67%
  • Code gen −63%
  • Agentic −76%
61Qwen3.5-27B Qwen1408.9 +180$0.536
  • Balanced −88%
  • Summarise −91%
  • Chat −87%
  • Code gen −86%
  • Agentic −89%
62GPT-5.4 Mini OpenAI1411.4 +182.5$1.69
  • Balanced −61%
  • Summarise −74%
  • Chat −63%
  • Code gen −58%
  • Agentic −75%
63MiniMax M2.7 MiniMax1404.6 +175.7$0.525
  • Balanced −88%
  • Summarise −90%
  • Chat −89%
  • Code gen −88%
  • Agentic −92%
64Step 3.5 Flash StepFun1403 +174.1$0.150
  • Balanced −97%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −96%
65o3 OpenAI1409.9 +181$3.50
  • Balanced −20%
  • Summarise −35%
  • Chat −28%
  • Code gen −22%
  • Agentic −45%
66GPT-5 OpenAI1406.1 +177.2$3.44
  • Balanced −21%
  • Summarise −52%
  • Chat −20%
  • Code gen −8%
  • Agentic −48%
67Qwen3 VL 235B A22B Thinking Qwen1400.7 +171.8$1.30
  • Balanced −70%
  • Summarise −80%
  • Chat −67%
  • Code gen −63%
  • Agentic −74%
68Qwen3.5-Flash Qwen1397 +168.1$0.114
  • Balanced −97%
  • Summarise −97%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
69Qwen3.5-35B-A3B Qwen1394.4 +165.5$0.355
  • Balanced −92%
  • Summarise −95%
  • Chat −92%
  • Code gen −91%
  • Agentic −94%
70Grok 4.3 xAI1396.7 +167.8$1.56
  • Balanced −64%
  • Summarise −65%
  • Chat −74%
  • Code gen −73%
  • Agentic −78%
71Grok 4.7 xAI1399.9 +171$3.00
  • Balanced −31%
  • Summarise −38%
  • Chat −43%
  • Code gen −39%
  • Agentic −53%
72Claude Haiku 4.5 Anthropic1396.1 +167.2$2.00
  • Balanced −54%
  • Summarise −67%
  • Chat −58%
  • Code gen −52%
  • Agentic −71%
73GPT-6 Luna OpenAI1391.5 +162.6$0.200
  • Balanced −95%
  • Summarise −97%
  • Chat −96%
  • Code gen −95%
  • Agentic −97%
74GPT-6 Sol OpenAI1395.4 +166.5$4.00
  • Balanced −9%
  • Summarise −34%
  • Chat −15%
  • Code gen −5%
  • Agentic −41%
75Solar Pro 4 Upstage1386.2 +157.3$0.525
  • Balanced −88%
  • Summarise −90%
  • Chat −89%
  • Code gen −88%
  • Agentic −92%
76Qwen3 30B A3B Instruct 2507 Qwen1384.1 +155.2$0.143
  • Balanced −97%
  • Summarise −97%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
77GLM 4.5 Air Z.ai1383.9 +155$0.310
  • Balanced −93%
  • Summarise −95%
  • Chat −93%
  • Code gen −92%
  • Agentic −95%
78GLM 4.6V Z.ai1376.8 +147.9$0.450
  • Balanced −90%
  • Summarise −91%
  • Chat −92%
  • Code gen −91%
  • Agentic −93%
79GPT-4.1 OpenAI1383 +154.1$3.50
  • Balanced −20%
  • Summarise −35%
  • Chat −28%
  • Code gen −22%
  • Agentic −45%
80DeepSeek V3 0324 DeepSeek1375 +146.1$0.438
  • Balanced −90%
  • Summarise −90%
  • Chat −90%
  • Code gen −90%
  • Agentic −90%
81GPT-5 Mini OpenAI1373.2 +144.3$0.688
  • Balanced −84%
  • Summarise −90%
  • Chat −84%
  • Code gen −82%
  • Agentic −90%
82GPT-5.4 Nano OpenAI1372.1 +143.2$0.463
  • Balanced −89%
  • Summarise −93%
  • Chat −90%
  • Code gen −88%
  • Agentic −93%
83Qwen3 Next 80B A3B Thinking Qwen1368.3 +139.4$0.413
  • Balanced −91%
  • Summarise −93%
  • Chat −90%
  • Code gen −89%
  • Agentic −92%
84gpt-oss-120b OpenAI1365.4 +136.5$0.065
  • Balanced −99%
  • Summarise −99%
  • Chat −98%
  • Code gen −98%
  • Agentic −99%
85Qwen3 235B A22B Qwen1366.6 +137.7$0.796
  • Balanced −82%
  • Summarise −82%
  • Chat −82%
  • Code gen −82%
  • Agentic −82%
86Nova 2 Lite Amazon1361.8 +132.9$0.850
  • Balanced −81%
  • Summarise −86%
  • Chat −79%
  • Code gen −77%
  • Agentic −83%
87MiniMax M2.5 MiniMax1359.3 +130.4$0.521
  • Balanced −88%
  • Summarise −90%
  • Chat −89%
  • Code gen −88%
  • Agentic −92%
88Gemma 3 27B Google1357.8 +128.9$0.100
  • Balanced −98%
  • Summarise −97%
  • Chat −98%
  • Code gen −98%
  • Agentic −97%
89Mercury 2 Inception1355.2 +126.3$0.375
  • Balanced −91%
  • Summarise −93%
  • Chat −93%
  • Code gen −92%
  • Agentic −95%
90GLM 4.7 Flash Z.ai1350.9 +122$0.145
  • Balanced −97%
  • Summarise −98%
  • Chat −97%
  • Code gen −96%
  • Agentic −98%
91o4 Mini OpenAI1353.2 +124.3$1.93
  • Balanced −56%
  • Summarise −64%
  • Chat −61%
  • Code gen −57%
  • Agentic −70%
92MiniMax M1 MiniMax1342.8 +113.9$0.850
  • Balanced −81%
  • Summarise −83%
  • Chat −80%
  • Code gen −79%
  • Agentic −82%
93Qwen3 32B Qwen1340.1 +111.2$0.130
  • Balanced −97%
  • Summarise −97%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
94Trinity Large Thinking Arcee1340 +111.1$0.388
  • Balanced −91%
  • Summarise −92%
  • Chat −92%
  • Code gen −92%
  • Agentic −94%
95GPT-4.1 Mini OpenAI1340.4 +111.5$0.700
  • Balanced −84%
  • Summarise −87%
  • Chat −86%
  • Code gen −84%
  • Agentic −89%
96MiniMax M2 MiniMax1339.9 +111$0.525
  • Balanced −88%
  • Summarise −91%
  • Chat −89%
  • Code gen −88%
  • Agentic −92%
97Gemma 3 12B Google1334.2 +105.3$0.075
  • Balanced −98%
  • Summarise −98%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
98o3 Mini High OpenAI1336.6 +107.7$1.93
  • Balanced −56%
  • Summarise −61%
  • Chat −59%
  • Code gen −57%
  • Agentic −65%
99DeepSeek V3 DeepSeek1332.5 +103.6$0.500
  • Balanced −89%
  • Summarise −89%
  • Chat −89%
  • Code gen −89%
  • Agentic −89%
100GPT-5 Nano OpenAI1320 +91.1$0.138
  • Balanced −97%
  • Summarise −98%
  • Chat −97%
  • Code gen −96%
  • Agentic −98%
101Granite 4.2 8B IBM1317.8 +88.9$0.108
  • Balanced −98%
  • Summarise −98%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
102Qwen3 30B A3B Qwen1316.6 +87.7$0.215
  • Balanced −95%
  • Summarise −95%
  • Chat −95%
  • Code gen −95%
  • Agentic −95%
103o3 Mini OpenAI1319.4 +90.5$1.93
  • Balanced −56%
  • Summarise −61%
  • Chat −59%
  • Code gen −57%
  • Agentic −65%
104gpt-oss-20b OpenAI1287.7 +58.8$0.036
  • Balanced −99%
  • Summarise −99%
  • Chat −99%
  • Code gen −99%
  • Agentic −99%
105GPT-4o-mini (2024-07-18) OpenAI1286.4 +57.5$0.263
  • Balanced −94%
  • Summarise −95%
  • Chat −94%
  • Code gen −94%
  • Agentic −95%
106GPT-4.1 Nano OpenAI1284.8 +55.9$0.175
  • Balanced −96%
  • Summarise −97%
  • Chat −96%
  • Code gen −96%
  • Agentic −97%
107Llama 3.3 70B Instruct Meta1274.1 +45.2$0.201
  • Balanced −95%
  • Summarise −95%
  • Chat −96%
  • Code gen −96%
  • Agentic −95%
108GPT-4o (2024-08-06) OpenAI1282.5 +53.6$4.38
  • Balanced same price
  • Summarise −12%
  • Chat −7%
  • Code gen −1%
  • Agentic −21%
109Llama 3.1 70B Instruct Meta1260.9 +32$0.720
  • Balanced −84%
  • Summarise −75%
  • Chat −87%
  • Code gen −90%
  • Agentic −80%
110Mistral Large 2407 Mistral1266.1 +37.2$3.00
  • Balanced −31%
  • Summarise −41%
  • Chat −44%
  • Code gen −39%
  • Agentic −58%
111Gemini 3.1 Pro Preview Google1480.2 +251.3$1.99 summarise
  • Summarise −31%
  • Chat −1%
  • Agentic −33%
112Claude Sonnet 4.6 Anthropic1457.8 +228.9$2.83 summarise
  • Summarise −2%
  • Agentic −12%
113GPT-5.4 OpenAI1452.2 +223.3$2.48 summarise
  • Summarise −14%
  • Agentic −16%
114GPT-5.6 Terra OpenAI1446.3 +217.4$1.99 summarise
  • Summarise −31%
  • Chat −1%
  • Agentic −33%
115Claude Sonnet 4.5 Anthropic1438.6 +209.7$2.83 summarise
  • Summarise −2%
  • Agentic −12%
116GPT-5.2 OpenAI1412.3 +183.4$1.91 summarise
  • Summarise −33%
  • Agentic −27%
117Claude Sonnet 4 Anthropic1339.1 +110.2$2.83 summarise
  • Summarise −2%
  • Agentic −12%

Alternatives with recorded capability losses 7

These improve score or price without worsening the other under the listed workloads, but reduce at least one recorded capability. Read the last column before switching.

ModelIntelligence$/MHolds underRecorded capability loss
R1 DeepSeek1372.7 +143.8$1.15
  • Balanced −74%
  • Summarise −73%
  • Chat −74%
  • Code gen −75%
  • Agentic −73%
  • 128K → 64K context
GLM 4.5V Z.ai1332.8 +103.9$0.900
  • Balanced −79%
  • Summarise −82%
  • Chat −83%
  • Code gen −82%
  • Agentic −87%
  • 128K → 66K context
Gemma 3 4B Google1290.8 +61.9$0.063
  • Balanced −99%
  • Summarise −98%
  • Chat −99%
  • Code gen −99%
  • Agentic −98%
  • no tool use
Qwen2.5 72B Instruct Qwen1269 +40.1$0.370
  • Balanced −92%
  • Summarise −87%
  • Chat −93%
  • Code gen −95%
  • Agentic −90%
  • 128K → 33K context
Mistral Small 3 Mistral1233.6 tie$0.058
  • Balanced −99%
  • Summarise −98%
  • Chat −99%
  • Code gen −99%
  • Agentic −98%
  • 128K → 33K context
  • no tool use
Gemma 2 27B Google1231.3 tie$0.650
  • Balanced −85%
  • Summarise −77%
  • Chat −88%
  • Code gen −91%
  • Agentic −82%
  • 128K → 8K context
  • 4K → 2K max output
  • no tool use
Qwen2.5 Coder 32B Instruct Qwen1230 tie$0.745
  • Balanced −83%
  • Summarise −76%
  • Chat −86%
  • Code gen −88%
  • Agentic −80%
  • 128K → 33K context
  • no tool use

What this compares, and what it leaves out

  • Quality is LMArena Elo, used under CC BY 4.0 from the official dataset. The 95% confidence interval on a difference between two scores is about ±10.47 points, so a gap smaller than that is marked tie rather than an improvement — see significance bands.
  • 204 further models at this delivery mode carry a price but no independent score. They are absent from the comparison in both directions — unrated is not a zero, and an unmeasured model is neither an alternative nor a worse buy.
  • Retired models are never offered as an alternative, and a model only competes against its own delivery mode: batch trades latency for price, so it is not a like-for-like swap.
  • Nothing here measures latency, throughput, rate limits or how a model behaves on your prompts. Two models with the same index score are not interchangeable.
  • Models with no higher-scoring or cheaper alternative that is no worse on the other axis are on the value frontier. Models with such an alternative are listed here.
Evidence & Ask