Alternatives to GPT-4o (2024-08-06)

OpenAI LMArena 1282.5 $4.38/M on a balanced workload prices as of 2026-10-06

40 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, 113 score at least as high as GPT-4o (2024-08-06) and cost no more under at least one listed workload, with at least one of those dimensions improved. 40 match or beat its recorded context, maximum output, input modes, tool use and extended reasoning. 73 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

WorkloadGPT-4o (2024-08-06) $/MRecorded capabilities preservedRecorded capability losses
Balanced$4.383673
Summarise$2.524073
Chat$5.133672
Code gen$6.903672
Agentic$2.883973

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

Intelligence1282.5
Context window128K
Max output16K
Input modestext, image, file
Tool useyes
Extended reasoningno

Preserving recorded capabilities requires matching or beating these fields. Full record for GPT-4o (2024-08-06), or check GPT-4o (2024-08-06) against the whole catalogue.

Recorded capabilities preserved 40

Each option has a higher score or a lower price, with neither dimension worse under the listed workloads. It matches or beats GPT-4o (2024-08-06) on recorded context, maximum output, input modes, tool use and extended reasoning.

#ModelIntelligence$/MHolds under
1Gemini 3.8 Flash Google1497 +214.5$3.00
  • Balanced −31%
  • Summarise −44%
  • Chat −32%
  • Code gen −28%
  • Agentic −45%
2Muse Spark 1.3 Meta1489.9 +207.4$2.00
  • Balanced −54%
  • Summarise −57%
  • Chat −59%
  • Code gen −57%
  • Agentic −64%
3Gemini 3.7 Flash Google1487 +204.5$3.00
  • Balanced −31%
  • Summarise −44%
  • Chat −32%
  • Code gen −28%
  • Agentic −45%
4Muse Spark 1.2 Meta1483.2 +200.7$2.00
  • Balanced −54%
  • Summarise −57%
  • Chat −59%
  • Code gen −57%
  • Agentic −64%
5Gemini 3.6 Flash Google1479.5 +197$1.50
  • Balanced −66%
  • Summarise −72%
  • Chat −66%
  • Code gen −64%
  • Agentic −72%
6Muse Spark 1.1 Meta1479.2 +196.7$2.00
  • Balanced −54%
  • Summarise −57%
  • Chat −59%
  • Code gen −57%
  • Agentic −64%
7Gemini 3.5 Flash Google1477.7 +195.2$3.38
  • Balanced −23%
  • Summarise −41%
  • Chat −20%
  • Code gen −15%
  • Agentic −37%
8Claude Sonnet 5.5 Anthropic1466.6 +184.1$4.00
  • Balanced −9%
  • Summarise −25%
  • Chat −9%
  • Code gen −4%
  • Agentic −26%
9Gemini 2.5 Pro Google1457.8 +175.3$3.44
  • Balanced −21%
  • Summarise −46%
  • Chat −14%
  • Code gen −7%
  • Agentic −34%
10Grok 4.5 xAI1448.1 +165.6$3.00
  • Balanced −31%
  • Summarise −32%
  • Chat −40%
  • Code gen −38%
  • Agentic −45%
11GPT-6.1 Sol OpenAI1445.6 +163.1$4.00
  • Balanced −9%
  • Summarise −26%
  • Chat −10%
  • Code gen −4%
  • Agentic −28%
12Claude Sonnet 5 Anthropic1442.9 +160.4$4.00
  • Balanced −9%
  • Summarise −25%
  • Chat −9%
  • Code gen −4%
  • Agentic −26%
13Gemini 3.5 Flash Lite Google1434.7 +152.2$0.850
  • Balanced −81%
  • Summarise −87%
  • Chat −79%
  • Code gen −77%
  • Agentic −84%
14GPT-5.6 Luna OpenAI1431 +148.5$0.450
  • Balanced −90%
  • Summarise −92%
  • Chat −89%
  • Code gen −89%
  • Agentic −92%
15Grok 4.6 xAI1427.4 +144.9$3.00
  • Balanced −31%
  • Summarise −30%
  • Chat −39%
  • Code gen −38%
  • Agentic −41%
16Gemini 2.5 Flash Google1417 +134.5$0.850
  • Balanced −81%
  • Summarise −87%
  • Chat −79%
  • Code gen −77%
  • Agentic −84%
17Gemini 3.1 Flash Lite Preview Google1415.7 +133.2$0.563
  • Balanced −87%
  • Summarise −90%
  • Chat −87%
  • Code gen −86%
  • Agentic −89%
18GPT-5.1 OpenAI1422.2 +139.7$3.44
  • Balanced −21%
  • Summarise −46%
  • Chat −14%
  • Code gen −7%
  • Agentic −34%
19Mistral Medium 3.5 Mistral1421.2 +138.7$3.00
  • Balanced −31%
  • Summarise −29%
  • Chat −24%
  • Code gen −26%
  • Agentic −17%
20GPT-5.4 Mini OpenAI1411.4 +128.9$1.69
  • Balanced −61%
  • Summarise −70%
  • Chat −60%
  • Code gen −57%
  • Agentic −68%
21o3 OpenAI1409.9 +127.4$3.50
  • Balanced −20%
  • Summarise −26%
  • Chat −23%
  • Code gen −21%
  • Agentic −30%
22GPT-5 OpenAI1406.1 +123.6$3.44
  • Balanced −21%
  • Summarise −46%
  • Chat −14%
  • Code gen −7%
  • Agentic −34%
23Grok 4.3 xAI1396.7 +114.2$1.56
  • Balanced −64%
  • Summarise −60%
  • Chat −72%
  • Code gen −72%
  • Agentic −72%
24Grok 4.7 xAI1399.9 +117.4$3.00
  • Balanced −31%
  • Summarise −30%
  • Chat −39%
  • Code gen −38%
  • Agentic −41%
25Claude Haiku 4.5 Anthropic1396.1 +113.6$2.00
  • Balanced −54%
  • Summarise −63%
  • Chat −55%
  • Code gen −52%
  • Agentic −63%
26GPT-6 Luna OpenAI1391.5 +109$0.200
  • Balanced −95%
  • Summarise −96%
  • Chat −95%
  • Code gen −95%
  • Agentic −96%
27GPT-6 Sol OpenAI1395.4 +112.9$4.00
  • Balanced −9%
  • Summarise −25%
  • Chat −9%
  • Code gen −4%
  • Agentic −26%
28GPT-4.1 OpenAI1383 +100.5$3.50
  • Balanced −20%
  • Summarise −26%
  • Chat −23%
  • Code gen −21%
  • Agentic −30%
29GPT-5 Mini OpenAI1373.2 +90.7$0.688
  • Balanced −84%
  • Summarise −89%
  • Chat −83%
  • Code gen −81%
  • Agentic −87%
30GPT-5.4 Nano OpenAI1372.1 +89.6$0.463
  • Balanced −89%
  • Summarise −92%
  • Chat −89%
  • Code gen −88%
  • Agentic −91%
31Nova 2 Lite Amazon1361.8 +79.3$0.850
  • Balanced −81%
  • Summarise −84%
  • Chat −77%
  • Code gen −77%
  • Agentic −78%
32o4 Mini OpenAI1353.2 +70.7$1.93
  • Balanced −56%
  • Summarise −59%
  • Chat −58%
  • Code gen −56%
  • Agentic −62%
33GPT-4.1 Mini OpenAI1340.4 +57.9$0.700
  • Balanced −84%
  • Summarise −85%
  • Chat −85%
  • Code gen −84%
  • Agentic −86%
34GPT-5 Nano OpenAI1320 +37.5$0.138
  • Balanced −97%
  • Summarise −98%
  • Chat −97%
  • Code gen −96%
  • Agentic −97%
35GPT-4o-mini (2024-07-18) OpenAI1286.4 tie$0.263
  • Balanced −94%
  • Summarise −94%
  • Chat −94%
  • Code gen −94%
  • Agentic −94%
36GPT-4.1 Nano OpenAI1284.8 tie$0.175
  • Balanced −96%
  • Summarise −96%
  • Chat −96%
  • Code gen −96%
  • Agentic −97%
37Gemini 3.1 Pro Preview Google1480.2 +197.7$1.99 summarise
  • Summarise −21%
  • Agentic −16%
38GPT-5.4 OpenAI1452.2 +169.7$2.48 summarise
  • Summarise −1%
39GPT-5.6 Terra OpenAI1446.3 +163.8$1.99 summarise
  • Summarise −21%
  • Agentic −16%
40GPT-5.2 OpenAI1412.3 +129.8$1.91 summarise
  • Summarise −24%
  • Agentic −8%

Alternatives with recorded capability losses 73

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
MiMo-V2.6-Pro Xiaomi1491 +208.5$0.540
  • Balanced −88%
  • Summarise −87%
  • Chat −91%
  • Code gen −90%
  • Agentic −92%
  • no file input
GLM 5.3 Z.ai1471.4 +188.9$1.00
  • Balanced −77%
  • Summarise −86%
  • Chat −71%
  • Code gen −69%
  • Agentic −77%
  • no image, file input
GLM 5.3 Flash Z.ai1469.6 +187.1$0.238
  • Balanced −95%
  • Summarise −95%
  • Chat −95%
  • Code gen −95%
  • Agentic −95%
  • no file input
GLM 5.2 Z.ai1470.4 +187.9$1.12
  • Balanced −74%
  • Summarise −83%
  • Chat −70%
  • Code gen −68%
  • Agentic −76%
  • no image, file input
Kimi K3 Moonshot AI1475.9 +193.4$3.76
  • Balanced −14%
  • Summarise −51%
  • Agentic −17%
  • no file input
MiMo-V2.5-Pro Xiaomi1465 +182.5$0.544
  • Balanced −88%
  • Summarise −87%
  • Chat −91%
  • Code gen −90%
  • Agentic −92%
  • no image, file input
DeepSeek V4.1 Flash DeepSeek1462.5 +180$0.182
  • Balanced −96%
  • Summarise −97%
  • Chat −95%
  • Code gen −95%
  • Agentic −96%
  • no file input
GLM 5.1 Z.ai1461.5 +179$1.83
  • Balanced −58%
  • Summarise −54%
  • Chat −60%
  • Code gen −61%
  • Agentic −58%
  • no image, file input
MiMo-V2.6-Flash Xiaomi1456.4 +173.9$0.175
  • Balanced −96%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • no file input
Qwen3.7 Plus Qwen1454.6 +172.1$0.560
  • Balanced −87%
  • Summarise −88%
  • Chat −88%
  • Code gen −87%
  • Agentic −89%
  • no file input
Kimi K2.6 Moonshot AI1455.5 +173$0.961
  • Balanced −78%
  • Summarise −82%
  • Chat −78%
  • Code gen −76%
  • Agentic −81%
  • no file input
GLM 5 Z.ai1446.3 +163.8$1.09
  • Balanced −75%
  • Summarise −75%
  • Chat −78%
  • Code gen −77%
  • Agentic −79%
  • no image, file input
Gemma 4 31B Google1443.4 +160.9$0.205
  • Balanced −95%
  • Summarise −94%
  • Chat −95%
  • Code gen −96%
  • Agentic −94%
  • no file input
Kimi K2.5 Moonshot AI1445.2 +162.7$1.20
  • Balanced −73%
  • Summarise −77%
  • Chat −72%
  • Code gen −71%
  • Agentic −77%
  • no file input
DeepSeek V4 Pro 0423 DeepSeek1445.2 +162.7$1.21
  • Balanced −72%
  • Summarise −80%
  • Chat −70%
  • Code gen −68%
  • Agentic −76%
  • no image, file input
Qwen3.6 Max Preview Qwen1446.8 +164.3$2.31
  • Balanced −47%
  • Summarise −49%
  • Chat −40%
  • Code gen −40%
  • Agentic −38%
  • no image, file input
Hy3 Tencent1440.7 +158.2$0.231
  • Balanced −95%
  • Summarise −95%
  • Chat −95%
  • Code gen −95%
  • Agentic −95%
  • no image, file input
Qwen3.8 27B Qwen1440.7 +158.2$0.562
  • Balanced −87%
  • Summarise −93%
  • Chat −84%
  • Code gen −82%
  • Agentic −87%
  • no file input
GLM 4.6 Z.ai1439.9 +157.4$0.760
  • Balanced −83%
  • Summarise −84%
  • Chat −83%
  • Code gen −83%
  • Agentic −85%
  • no image, file input
Inkling Thinking Machines1441.8 +159.3$1.73
  • Balanced −61%
  • Summarise −65%
  • Chat −62%
  • Code gen −60%
  • Agentic −67%
  • no file input
Qwen3.5 397B A17B Qwen1438 +155.5$0.878
  • Balanced −80%
  • Summarise −81%
  • Chat −77%
  • Code gen −77%
  • Agentic −76%
  • no file input
Qwen3.6 Plus Qwen1436.7 +154.2$0.731
  • Balanced −83%
  • Summarise −84%
  • Chat −81%
  • Code gen −81%
  • Agentic −80%
  • no file input
GLM 4.7 Z.ai1435.5 +153$0.738
  • Balanced −83%
  • Summarise −85%
  • Chat −84%
  • Code gen −83%
  • Agentic −86%
  • no image, file input
Gemma 4 26B A4B Google1433.9 +151.4$0.127
  • Balanced −97%
  • Summarise −97%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • no file input
GLM 5V Turbo Z.ai1437.2 +154.7$1.90
  • Balanced −57%
  • Summarise −58%
  • Chat −60%
  • Code gen −59%
  • Agentic −64%
  • no file input
DeepSeek V4 Flash 0423 DeepSeek1432.1 +149.6$0.113
  • Balanced −97%
  • Summarise −97%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
  • no image, file input
MiniMax M3 MiniMax1432.1 +149.6$0.485
  • Balanced −89%
  • Summarise −90%
  • Chat −89%
  • Code gen −89%
  • Agentic −91%
  • no file input
GLM 4.5 Z.ai1430.3 +147.8$1.00
  • Balanced −77%
  • Summarise −79%
  • Chat −79%
  • Code gen −78%
  • Agentic −81%
  • no image, file input
MiMo-V2.5 Xiaomi1427.5 +145$0.175
  • Balanced −96%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • no file input
R1 0528 DeepSeek1427.9 +145.4$0.920
  • Balanced −79%
  • Summarise −77%
  • Chat −77%
  • Code gen −78%
  • Agentic −74%
  • no image, file input
DeepSeek V3.2 DeepSeek1424.5 +142$0.290
  • Balanced −93%
  • Summarise −91%
  • Chat −95%
  • Code gen −95%
  • Agentic −93%
  • no image, file input
DeepSeek V3.2 Exp DeepSeek1422.4 +139.9$0.305
  • Balanced −93%
  • Summarise −89%
  • Chat −94%
  • Code gen −95%
  • Agentic −90%
  • no image, file input
Qwen3 VL 235B A22B Instruct Qwen1420.1 +137.6$0.370
  • Balanced −92%
  • Summarise −92%
  • Chat −91%
  • Code gen −91%
  • Agentic −91%
  • no file input
Qwen3 235B A22B Instruct 2507 Qwen1419.3 +136.8$0.205
  • Balanced −95%
  • Summarise −96%
  • Chat −95%
  • Code gen −95%
  • Agentic −94%
  • no image, file input
DeepSeek V3.1 DeepSeek1419.7 +137.2$0.453
  • Balanced −90%
  • Summarise −88%
  • Chat −89%
  • Code gen −90%
  • Agentic −87%
  • no image, file input
Qwen3 Next 80B A3B Instruct Qwen1417.3 +134.8$0.268
  • Balanced −94%
  • Summarise −95%
  • Chat −93%
  • Code gen −93%
  • Agentic −93%
  • no image, file input
DeepSeek V3.1 Terminus DeepSeek1417.1 +134.6$0.453
  • Balanced −90%
  • Summarise −88%
  • Chat −89%
  • Code gen −90%
  • Agentic −87%
  • no image, file input
Qwen3.5-122B-A10B Qwen1417.1 +134.6$0.715
  • Balanced −84%
  • Summarise −86%
  • Chat −81%
  • Code gen −80%
  • Agentic −82%
  • no file input
Qwen3 235B A22B Thinking 2507 Qwen1415.2 +132.7$0.748
  • Balanced −83%
  • Summarise −87%
  • Chat −79%
  • Code gen −79%
  • Agentic −81%
  • no image, file input
Inkling Small Thinking Machines1413.7 +131.2$0.638
  • Balanced −85%
  • Summarise −85%
  • Chat −87%
  • Code gen −87%
  • Agentic −88%
  • no file input
Qwen3 Max Qwen1412.4 +129.9$1.56
  • Balanced −64%
  • Summarise −70%
  • Chat −64%
  • Code gen −62%
  • Agentic −70%
  • no image, file input
Qwen3.5-27B Qwen1408.9 +126.4$0.536
  • Balanced −88%
  • Summarise −90%
  • Chat −86%
  • Code gen −85%
  • Agentic −86%
  • no file input
MiniMax M2.7 MiniMax1404.6 +122.1$0.525
  • Balanced −88%
  • Summarise −89%
  • Chat −89%
  • Code gen −88%
  • Agentic −90%
  • no image, file input
Step 3.5 Flash StepFun1403 +120.5$0.150
  • Balanced −97%
  • Summarise −96%
  • Chat −96%
  • Code gen −97%
  • Agentic −95%
  • no image, file input
Qwen3 VL 235B A22B Thinking Qwen1400.7 +118.2$1.30
  • Balanced −70%
  • Summarise −77%
  • Chat −64%
  • Code gen −63%
  • Agentic −67%
  • no file input
Qwen3.5-Flash Qwen1397 +114.5$0.114
  • Balanced −97%
  • Summarise −97%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • no file input
Qwen3.5-35B-A3B Qwen1394.4 +111.9$0.355
  • Balanced −92%
  • Summarise −94%
  • Chat −91%
  • Code gen −91%
  • Agentic −93%
  • no file input
Solar Pro 4 Upstage1386.2 +103.7$0.525
  • Balanced −88%
  • Summarise −89%
  • Chat −89%
  • Code gen −88%
  • Agentic −90%
  • no image, file input
Qwen3 30B A3B Instruct 2507 Qwen1384.1 +101.6$0.143
  • Balanced −97%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −96%
  • no image, file input
GLM 4.5 Air Z.ai1383.9 +101.4$0.310
  • Balanced −93%
  • Summarise −95%
  • Chat −92%
  • Code gen −92%
  • Agentic −94%
  • no image, file input
GLM 4.6V Z.ai1376.8 +94.3$0.450
  • Balanced −90%
  • Summarise −90%
  • Chat −91%
  • Code gen −91%
  • Agentic −92%
  • no file input
DeepSeek V3 0324 DeepSeek1375 +92.5$0.438
  • Balanced −90%
  • Summarise −89%
  • Chat −89%
  • Code gen −90%
  • Agentic −87%
  • no image, file input
R1 DeepSeek1372.7 +90.2$1.15
  • Balanced −74%
  • Summarise −69%
  • Chat −72%
  • Code gen −74%
  • Agentic −66%
  • 128K → 64K context
  • 16K → 16K max output
  • no image, file input
Qwen3 Next 80B A3B Thinking Qwen1368.3 +85.8$0.413
  • Balanced −91%
  • Summarise −92%
  • Chat −89%
  • Code gen −89%
  • Agentic −89%
  • no image, file input
gpt-oss-120b OpenAI1365.4 +82.9$0.065
  • Balanced −99%
  • Summarise −99%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
  • no image, file input
Qwen3 235B A22B Qwen1366.6 +84.1$0.796
  • Balanced −82%
  • Summarise −79%
  • Chat −80%
  • Code gen −82%
  • Agentic −77%
  • 16K → 8K max output
  • no image, file input
MiniMax M2.5 MiniMax1359.3 +76.8$0.521
  • Balanced −88%
  • Summarise −89%
  • Chat −89%
  • Code gen −88%
  • Agentic −90%
  • no image, file input
Gemma 3 27B Google1357.8 +75.3$0.100
  • Balanced −98%
  • Summarise −97%
  • Chat −98%
  • Code gen −98%
  • Agentic −97%
  • no file input
Mercury 2 Inception1355.2 +72.7$0.375
  • Balanced −91%
  • Summarise −92%
  • Chat −93%
  • Code gen −92%
  • Agentic −93%
  • no image, file input
GLM 4.7 Flash Z.ai1350.9 +68.4$0.145
  • Balanced −97%
  • Summarise −98%
  • Chat −96%
  • Code gen −96%
  • Agentic −97%
  • no image, file input
MiniMax M1 MiniMax1342.8 +60.3$0.850
  • Balanced −81%
  • Summarise −81%
  • Chat −78%
  • Code gen −79%
  • Agentic −77%
  • no image, file input
Qwen3 32B Qwen1340.1 +57.6$0.130
  • Balanced −97%
  • Summarise −96%
  • Chat −97%
  • Code gen −97%
  • Agentic −96%
  • no image, file input
Trinity Large Thinking Arcee1340 +57.5$0.388
  • Balanced −91%
  • Summarise −91%
  • Chat −92%
  • Code gen −92%
  • Agentic −92%
  • no image, file input
MiniMax M2 MiniMax1339.9 +57.4$0.525
  • Balanced −88%
  • Summarise −89%
  • Chat −89%
  • Code gen −88%
  • Agentic −90%
  • no image, file input
Gemma 3 12B Google1334.2 +51.7$0.075
  • Balanced −98%
  • Summarise −98%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
  • no file input
o3 Mini High OpenAI1336.6 +54.1$1.93
  • Balanced −56%
  • Summarise −56%
  • Chat −56%
  • Code gen −56%
  • Agentic −56%
  • no image input
DeepSeek V3 DeepSeek1332.5 +50$0.500
  • Balanced −89%
  • Summarise −87%
  • Chat −88%
  • Code gen −88%
  • Agentic −86%
  • 16K → 16K max output
  • no image, file input
GLM 4.5V Z.ai1332.8 +50.3$0.900
  • Balanced −79%
  • Summarise −79%
  • Chat −82%
  • Code gen −81%
  • Agentic −83%
  • 128K → 66K context
  • no file input
Granite 4.2 8B IBM1317.8 +35.3$0.108
  • Balanced −98%
  • Summarise −98%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
  • no image, file input
Qwen3 30B A3B Qwen1316.6 +34.1$0.215
  • Balanced −95%
  • Summarise −94%
  • Chat −95%
  • Code gen −95%
  • Agentic −94%
  • no image, file input
o3 Mini OpenAI1319.4 +36.9$1.93
  • Balanced −56%
  • Summarise −56%
  • Chat −56%
  • Code gen −56%
  • Agentic −56%
  • no image input
Gemma 3 4B Google1290.8 tie$0.063
  • Balanced −99%
  • Summarise −98%
  • Chat −99%
  • Code gen −99%
  • Agentic −98%
  • no file input
  • no tool use
gpt-oss-20b OpenAI1287.7 tie$0.036
  • Balanced −99%
  • Summarise −99%
  • Chat −99%
  • Code gen −99%
  • Agentic −99%
  • no image, file input

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