Alternatives to R1

DeepSeek LMArena 1372.7 $1.15/M on a balanced workload prices as of 2026-10-06

52 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, 57 score at least as high as R1 and cost no more under at least one listed workload, with at least one of those dimensions improved. 52 match or beat its recorded context, maximum output, input modes, tool use and extended reasoning. 5 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

WorkloadR1 $/MRecorded capabilities preservedRecorded capability losses
Balanced$1.15445
Summarise$0.790505
Chat$1.42435
Code gen$1.78425
Agentic$0.970525

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

Intelligence1372.7
Context window64K
Max output16K
Input modestext
Tool useyes
Extended reasoningyes

Preserving recorded capabilities requires matching or beating these fields. Full record for R1, or check R1 against the whole catalogue.

Recorded capabilities preserved 52

Each option has a higher score or a lower price, with neither dimension worse under the listed workloads. It matches or beats R1 on recorded context, maximum output, input modes, tool use and extended reasoning.

#ModelIntelligence$/MHolds under
1MiMo-V2.6-Pro Xiaomi1491 +118.3$0.540
  • Balanced −53%
  • Summarise −58%
  • Chat −66%
  • Code gen −63%
  • Agentic −75%
2GLM 5.3 Flash Z.ai1469.6 +96.9$0.238
  • Balanced −79%
  • Summarise −83%
  • Chat −82%
  • Code gen −80%
  • Agentic −86%
3GLM 5.3 Z.ai1471.4 +98.7$1.00
  • Balanced −13%
  • Summarise −56%
  • Agentic −33%
4DeepSeek V4.1 Flash DeepSeek1462.5 +89.8$0.182
  • Balanced −84%
  • Summarise −92%
  • Chat −83%
  • Code gen −80%
  • Agentic −89%
5GLM 5.2 Z.ai1470.4 +97.7$1.12
  • Balanced −3%
  • Summarise −47%
  • Agentic −29%
6MiMo-V2.5-Pro Xiaomi1465 +92.3$0.544
  • Balanced −53%
  • Summarise −58%
  • Chat −66%
  • Code gen −63%
  • Agentic −75%
7MiMo-V2.6-Flash Xiaomi1456.4 +83.7$0.175
  • Balanced −85%
  • Summarise −86%
  • Chat −89%
  • Code gen −88%
  • Agentic −92%
8Qwen3.7 Plus Qwen1454.6 +81.9$0.560
  • Balanced −51%
  • Summarise −63%
  • Chat −56%
  • Code gen −51%
  • Agentic −68%
9Kimi K2.6 Moonshot AI1455.5 +82.8$0.961
  • Balanced −16%
  • Summarise −42%
  • Chat −19%
  • Code gen −9%
  • Agentic −44%
10Gemma 4 31B Google1443.4 +70.7$0.205
  • Balanced −82%
  • Summarise −81%
  • Chat −83%
  • Code gen −83%
  • Agentic −82%
11Hy3 Tencent1440.7 +68$0.231
  • Balanced −80%
  • Summarise −84%
  • Chat −82%
  • Code gen −80%
  • Agentic −86%
12GLM 5 Z.ai1446.3 +73.6$1.09
  • Balanced −6%
  • Summarise −22%
  • Chat −19%
  • Code gen −11%
  • Agentic −38%
13Qwen3.8 27B Qwen1440.7 +68$0.562
  • Balanced −51%
  • Summarise −77%
  • Chat −41%
  • Code gen −31%
  • Agentic −62%
14GLM 4.6 Z.ai1439.9 +67.2$0.760
  • Balanced −34%
  • Summarise −50%
  • Chat −40%
  • Code gen −33%
  • Agentic −57%
15Gemma 4 26B A4B Google1433.9 +61.2$0.127
  • Balanced −89%
  • Summarise −91%
  • Chat −89%
  • Code gen −89%
  • Agentic −92%
16DeepSeek V4 Flash 0423 DeepSeek1432.1 +59.4$0.113
  • Balanced −90%
  • Summarise −91%
  • Chat −93%
  • Code gen −92%
  • Agentic −94%
17Qwen3.5 397B A17B Qwen1438 +65.3$0.878
  • Balanced −24%
  • Summarise −38%
  • Chat −18%
  • Code gen −12%
  • Agentic −30%
18Qwen3.6 Plus Qwen1436.7 +64$0.731
  • Balanced −36%
  • Summarise −49%
  • Chat −31%
  • Code gen −27%
  • Agentic −41%
19GLM 4.7 Z.ai1435.5 +62.8$0.738
  • Balanced −36%
  • Summarise −52%
  • Chat −41%
  • Code gen −33%
  • Agentic −58%
20MiniMax M3 MiniMax1432.1 +59.4$0.485
  • Balanced −58%
  • Summarise −67%
  • Chat −62%
  • Code gen −58%
  • Agentic −72%
21Gemini 3.5 Flash Lite Google1434.7 +62$0.850
  • Balanced −26%
  • Summarise −58%
  • Chat −23%
  • Code gen −10%
  • Agentic −52%
22GPT-5.6 Luna OpenAI1431 +58.3$0.450
  • Balanced −61%
  • Summarise −75%
  • Chat −62%
  • Code gen −56%
  • Agentic −75%
23MiMo-V2.5 Xiaomi1427.5 +54.8$0.175
  • Balanced −85%
  • Summarise −86%
  • Chat −89%
  • Code gen −88%
  • Agentic −92%
24DeepSeek V3.2 DeepSeek1424.5 +51.8$0.290
  • Balanced −75%
  • Summarise −71%
  • Chat −81%
  • Code gen −82%
  • Agentic −79%
25GLM 4.5 Z.ai1430.3 +57.6$1.00
  • Balanced −13%
  • Summarise −32%
  • Chat −23%
  • Code gen −15%
  • Agentic −43%
26R1 0528 DeepSeek1427.9 +55.2$0.920
  • Balanced −20%
  • Summarise −26%
  • Chat −17%
  • Code gen −15%
  • Agentic −22%
27DeepSeek V3.2 Exp DeepSeek1422.4 +49.7$0.305
  • Balanced −73%
  • Summarise −65%
  • Chat −77%
  • Code gen −80%
  • Agentic −70%
28DeepSeek V3.1 DeepSeek1419.7 +47$0.453
  • Balanced −61%
  • Summarise −61%
  • Chat −60%
  • Code gen −60%
  • Agentic −61%
29DeepSeek V3.1 Terminus DeepSeek1417.1 +44.4$0.453
  • Balanced −61%
  • Summarise −61%
  • Chat −60%
  • Code gen −60%
  • Agentic −61%
30Qwen3.5-122B-A10B Qwen1417.1 +44.4$0.715
  • Balanced −38%
  • Summarise −56%
  • Chat −30%
  • Code gen −24%
  • Agentic −45%
31Gemini 3.1 Flash Lite Preview Google1415.7 +43$0.563
  • Balanced −51%
  • Summarise −69%
  • Chat −52%
  • Code gen −45%
  • Agentic −69%
32Gemini 2.5 Flash Google1417 +44.3$0.850
  • Balanced −26%
  • Summarise −58%
  • Chat −23%
  • Code gen −10%
  • Agentic −52%
33Qwen3 235B A22B Thinking 2507 Qwen1415.2 +42.5$0.748
  • Balanced −35%
  • Summarise −58%
  • Chat −25%
  • Code gen −17%
  • Agentic −44%
34Inkling Small Thinking Machines1413.7 +41$0.638
  • Balanced −45%
  • Summarise −51%
  • Chat −55%
  • Code gen −51%
  • Agentic −63%
35Qwen3.5-27B Qwen1408.9 +36.2$0.536
  • Balanced −53%
  • Summarise −67%
  • Chat −48%
  • Code gen −43%
  • Agentic −59%
36Step 3.5 Flash StepFun1403 +30.3$0.150
  • Balanced −87%
  • Summarise −86%
  • Chat −87%
  • Code gen −88%
  • Agentic −87%
37MiniMax M2.7 MiniMax1404.6 +31.9$0.525
  • Balanced −54%
  • Summarise −65%
  • Chat −59%
  • Code gen −54%
  • Agentic −70%
38Qwen3.5-Flash Qwen1397 +24.3$0.114
  • Balanced −90%
  • Summarise −91%
  • Chat −90%
  • Code gen −90%
  • Agentic −90%
39Qwen3.5-35B-A3B Qwen1394.4 +21.7$0.355
  • Balanced −69%
  • Summarise −80%
  • Chat −68%
  • Code gen −64%
  • Agentic −78%
40GPT-6 Luna OpenAI1391.5 +18.8$0.200
  • Balanced −83%
  • Summarise −88%
  • Chat −84%
  • Code gen −81%
  • Agentic −89%
41Solar Pro 4 Upstage1386.2 +13.5$0.525
  • Balanced −54%
  • Summarise −65%
  • Chat −59%
  • Code gen −54%
  • Agentic −70%
42GLM 4.5 Air Z.ai1383.9 +11.2$0.310
  • Balanced −73%
  • Summarise −83%
  • Chat −73%
  • Code gen −69%
  • Agentic −82%
43GLM 4.6V Z.ai1376.8 tie$0.450
  • Balanced −61%
  • Summarise −67%
  • Chat −67%
  • Code gen −64%
  • Agentic −75%
44GPT-5 Mini OpenAI1373.2 tie$0.688
  • Balanced −40%
  • Summarise −65%
  • Chat −38%
  • Code gen −28%
  • Agentic −61%
45Gemini 3.6 Flash Google1479.5 +106.8$0.708 summarise
  • Summarise −10%
  • Agentic −18%
46DeepSeek V4 Pro 0423 DeepSeek1445.2 +72.5$0.502 summarise
  • Summarise −36%
  • Agentic −28%
47Kimi K2.5 Moonshot AI1445.2 +72.5$0.578 summarise
  • Summarise −27%
  • Chat −1%
  • Agentic −32%
48Inkling Thinking Machines1441.8 +69.1$0.945 agentic
  • Agentic −3%
49Qwen3 Max Qwen1412.4 +39.7$0.758 summarise
  • Summarise −4%
  • Agentic −10%
50GPT-5.4 Mini OpenAI1411.4 +38.7$0.745 summarise
  • Summarise −6%
  • Agentic −6%
51Qwen3 VL 235B A22B Thinking Qwen1400.7 +28$0.580 summarise
  • Summarise −27%
  • Agentic −3%
52Grok 4.3 xAI1396.7 +24$0.813 agentic
  • Agentic −16%

Alternatives with recorded capability losses 5

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
Qwen3 235B A22B Instruct 2507 Qwen1419.3 +46.6$0.205
  • Balanced −82%
  • Summarise −86%
  • Chat −81%
  • Code gen −79%
  • Agentic −84%
  • no extended reasoning
Qwen3 VL 235B A22B Instruct Qwen1420.1 +47.4$0.370
  • Balanced −68%
  • Summarise −74%
  • Chat −69%
  • Code gen −66%
  • Agentic −74%
  • no extended reasoning
Qwen3 Next 80B A3B Instruct Qwen1417.3 +44.6$0.268
  • Balanced −77%
  • Summarise −83%
  • Chat −74%
  • Code gen −72%
  • Agentic −79%
  • no extended reasoning
Qwen3 30B A3B Instruct 2507 Qwen1384.1 +11.4$0.143
  • Balanced −88%
  • Summarise −87%
  • Chat −88%
  • Code gen −88%
  • Agentic −87%
  • no extended reasoning
DeepSeek V3 0324 DeepSeek1375 tie$0.438
  • Balanced −62%
  • Summarise −64%
  • Chat −61%
  • Code gen −61%
  • Agentic −63%
  • no extended reasoning

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