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Benchmark suiteUpdated May 27, 2026

Model value rankings.

A focused view of which frontier models deliver the strongest benchmark signal for the money, balancing quality, blended token price, latency, and output speed.

What These Mean

Ranked models

87

Require quality and price matches

Best value

Gemini 3 Pro

84 value index

Lowest price

$0.063

Granite 4.1 8b

Fastest TTFT

0.38s

Granite 4.1 8b

OverviewFull public trackerValuePerformance for the moneyCodingCode and SWE-bench signalsAgentsTool and workflow readinessReasoningKnowledge and reasoning signalsContextDocument and retrieval signalsLabsProvider comparisons

Value formula

Quality first, then cost and speed.

The value index normalizes each available signal before blending benchmark quality, blended price, time to first token, and output speed. It avoids raw score-per-dollar math, which can wildly overstate very cheap models.

Best models for the money

Higher value index is better. Missing source rows are omitted from the value ranking rather than treated as zero.

Top 30 of 87

RankModelIndexPriceLatencySpeedQualitySources
#1
Gemini 3 Pro

gemini-3-pro

GoogleProprietary
84value index
$4.50blended / 1M tokens
Not listedtime to first token
Not listedoutput speed
83quality signal
ArenaArtificial Analysis
#2
Claude Opus 4.6 Thinking

claude-opus-4-6-thinking

AnthropicProprietary
79value index
$10.94blended / 1M tokens
11.0stime to first token
47 tok/soutput speed
98quality signal
ArenaArtificial Analysis
#3
Qwen3.7 Plus Preview

qwen3.7-plus-preview

AlibabaProprietary
79value index
$0.590blended / 1M tokens
1.33stime to first token
54 tok/soutput speed
79quality signal
ArenaArtificial Analysis
#4
Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary
79value index
$10.94blended / 1M tokens
1.14stime to first token
42 tok/soutput speed
96quality signal
ArenaArtificial Analysis
#5
Gemini 3.5 Flash

gemini-3.5-flash

GoogleProprietary
78value index
$3.38blended / 1M tokens
12.4stime to first token
198 tok/soutput speed
80quality signal
ArenaArtificial Analysis
#6
GLM 5.1

glm-5.1

Z.aiOpen weights
78value index
$2.15blended / 1M tokens
1.12stime to first token
49 tok/soutput speed
80quality signal
ArenaArtificial Analysis
#7
Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary
78value index
$10.94blended / 1M tokens
1.49stime to first token
42 tok/soutput speed
95quality signal
ArenaArtificial Analysis
#8
Gemini 3.1 Pro Preview

gemini-3.1-pro-preview

GoogleProprietary
77value index
$4.50blended / 1M tokens
22.5stime to first token
120 tok/soutput speed
82quality signal
ArenaArtificial Analysis
#9
Kimi K2.6

kimi-k2.6

Moonshot AIOpen weights
75value index
$1.71blended / 1M tokens
1.34stime to first token
42 tok/soutput speed
74quality signal
ArenaArtificial Analysis
#10
Claude Sonnet 4.6

claude-sonnet-4-6

AnthropicProprietary
74value index
$6.56blended / 1M tokens
1.13stime to first token
47 tok/soutput speed
80quality signal
ArenaArtificial Analysis
#11
Qwen3.7 Max Preview

qwen3.7-max-preview

AlibabaProprietary
73value index
$3.75blended / 1M tokens
1.75stime to first token
179 tok/soutput speed
70quality signal
ArenaArtificial Analysis
#12
GPT-5.5 Instant

gpt-5.5-instant

OpenAIProprietary
73value index
$11.25blended / 1M tokens
Not listedtime to first token
Not listedoutput speed
77quality signal
ArenaArtificial Analysis
#13
MiMo V2.5 Pro

mimo-v2.5-pro

XiaomiOpen weights
73value index
$1.35blended / 1M tokens
2.47stime to first token
46 tok/soutput speed
69quality signal
ArenaArtificial Analysis
#14
Gemini 3 Flash

gemini-3-flash (thinking-minimal)

GoogleProprietary
72value index
$1.13blended / 1M tokens
0.93stime to first token
184 tok/soutput speed
65quality signal
ArenaArtificial Analysis
#15
Minimax M2.1 Preview

minimax-m2.1-preview

MiniMaxOpen weights
72value index
$0.525blended / 1M tokens
2.35stime to first token
179 tok/soutput speed
63quality signal
ArenaArtificial Analysis
#16
Minimax M2.5

minimax-m2.5

MiniMaxOpen weights
71value index
$0.525blended / 1M tokens
2.34stime to first token
202 tok/soutput speed
61quality signal
ArenaArtificial Analysis
#17
Grok 4.3

grok-4.3

xAIProprietary
71value index
$1.56blended / 1M tokens
0.60stime to first token
127 tok/soutput speed
64quality signal
ArenaArtificial Analysis
#18
DeepSeek V4 Pro Thinking

deepseek-v4-pro-thinking

DeepSeekOpen weights
71value index
$0.544blended / 1M tokens
1.05stime to first token
45 tok/soutput speed
64quality signal
ArenaArtificial Analysis
#19
GPT-5.5 High

gpt-5.5-high

OpenAIProprietary
71value index
$11.25blended / 1M tokens
17.1stime to first token
61 tok/soutput speed
82quality signal
ArenaArtificial Analysis
#20
Qwen3.6 Max Preview

qwen3.6-max-preview

AlibabaProprietary
70value index
$2.93blended / 1M tokens
1.89stime to first token
41 tok/soutput speed
66quality signal
ArenaArtificial Analysis
#21
GPT-5.5

gpt-5.5

OpenAIProprietary
70value index
$11.25blended / 1M tokens
0.88stime to first token
51 tok/soutput speed
79quality signal
ArenaArtificial Analysis
#22
GPT-5.4 Mini High

gpt-5.4-mini-high

OpenAIProprietary
69value index
$1.69blended / 1M tokens
8.48stime to first token
163 tok/soutput speed
61quality signal
ArenaArtificial Analysis
#23
GLM 5

glm-5

Z.aiOpen weights
69value index
$1.55blended / 1M tokens
0.81stime to first token
80 tok/soutput speed
61quality signal
ArenaArtificial Analysis
#24
Kimi K2.5 Thinking

kimi-k2.5-thinking

Moonshot AIOpen weights
69value index
$1.19blended / 1M tokens
1.34stime to first token
33 tok/soutput speed
61quality signal
ArenaArtificial Analysis
#25
Qwen3.5 27b

qwen3.5-27b

AlibabaOpen weights
68value index
$0.825blended / 1M tokens
1.38stime to first token
83 tok/soutput speed
59quality signal
ArenaArtificial Analysis
#26
GPT-5 Medium

gpt-5-medium

OpenAIProprietary
67value index
$3.44blended / 1M tokens
41.3stime to first token
86 tok/soutput speed
64quality signal
ArenaArtificial Analysis
#27
Qwen3.5 397b A17B

qwen3.5-397b-a17b

AlibabaOpen weights
66value index
$1.35blended / 1M tokens
1.83stime to first token
52 tok/soutput speed
56quality signal
ArenaArtificial Analysis
#28
MiMo V2.5

mimo-v2.5

XiaomiOpen weights
66value index
$0.175blended / 1M tokens
2.12stime to first token
78 tok/soutput speed
53quality signal
ArenaArtificial Analysis
#29
Qwen3.6 Plus

qwen3.6-plus

AlibabaProprietary
66value index
$1.13blended / 1M tokens
1.89stime to first token
53 tok/soutput speed
55quality signal
ArenaArtificial Analysis
#30
GPT-5.4 Nano High

gpt-5.4-nano-high

OpenAIProprietary
66value index
$0.463blended / 1M tokens
3.50stime to first token
160 tok/soutput speed
52quality signal
ArenaArtificial Analysis
#1
Gemini 3 Pro

gemini-3-pro

GoogleProprietary
84value index
Price
$4.50blended / 1M tokens
Latency
Not listedtime to first token
Speed
Not listedoutput speed
Quality
83quality signal
ArenaArtificial Analysis
#2
Claude Opus 4.6 Thinking

claude-opus-4-6-thinking

AnthropicProprietary
79value index
Price
$10.94blended / 1M tokens
Latency
11.0stime to first token
Speed
47 tok/soutput speed
Quality
98quality signal
ArenaArtificial Analysis
#3
Qwen3.7 Plus Preview

qwen3.7-plus-preview

AlibabaProprietary
79value index
Price
$0.590blended / 1M tokens
Latency
1.33stime to first token
Speed
54 tok/soutput speed
Quality
79quality signal
ArenaArtificial Analysis
#4
Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary
79value index
Price
$10.94blended / 1M tokens
Latency
1.14stime to first token
Speed
42 tok/soutput speed
Quality
96quality signal
ArenaArtificial Analysis
#5
Gemini 3.5 Flash

gemini-3.5-flash

GoogleProprietary
78value index
Price
$3.38blended / 1M tokens
Latency
12.4stime to first token
Speed
198 tok/soutput speed
Quality
80quality signal
ArenaArtificial Analysis
#6
GLM 5.1

glm-5.1

Z.aiOpen weights
78value index
Price
$2.15blended / 1M tokens
Latency
1.12stime to first token
Speed
49 tok/soutput speed
Quality
80quality signal
ArenaArtificial Analysis
#7
Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary
78value index
Price
$10.94blended / 1M tokens
Latency
1.49stime to first token
Speed
42 tok/soutput speed
Quality
95quality signal
ArenaArtificial Analysis
#8
Gemini 3.1 Pro Preview

gemini-3.1-pro-preview

GoogleProprietary
77value index
Price
$4.50blended / 1M tokens
Latency
22.5stime to first token
Speed
120 tok/soutput speed
Quality
82quality signal
ArenaArtificial Analysis
#9
Kimi K2.6

kimi-k2.6

Moonshot AIOpen weights
75value index
Price
$1.71blended / 1M tokens
Latency
1.34stime to first token
Speed
42 tok/soutput speed
Quality
74quality signal
ArenaArtificial Analysis
#10
Claude Sonnet 4.6

claude-sonnet-4-6

AnthropicProprietary
74value index
Price
$6.56blended / 1M tokens
Latency
1.13stime to first token
Speed
47 tok/soutput speed
Quality
80quality signal
ArenaArtificial Analysis
#11
Qwen3.7 Max Preview

qwen3.7-max-preview

AlibabaProprietary
73value index
Price
$3.75blended / 1M tokens
Latency
1.75stime to first token
Speed
179 tok/soutput speed
Quality
70quality signal
ArenaArtificial Analysis
#12
GPT-5.5 Instant

gpt-5.5-instant

OpenAIProprietary
73value index
Price
$11.25blended / 1M tokens
Latency
Not listedtime to first token
Speed
Not listedoutput speed
Quality
77quality signal
ArenaArtificial Analysis
#13
MiMo V2.5 Pro

mimo-v2.5-pro

XiaomiOpen weights
73value index
Price
$1.35blended / 1M tokens
Latency
2.47stime to first token
Speed
46 tok/soutput speed
Quality
69quality signal
ArenaArtificial Analysis
#14
Gemini 3 Flash

gemini-3-flash (thinking-minimal)

GoogleProprietary
72value index
Price
$1.13blended / 1M tokens
Latency
0.93stime to first token
Speed
184 tok/soutput speed
Quality
65quality signal
ArenaArtificial Analysis
#15
Minimax M2.1 Preview

minimax-m2.1-preview

MiniMaxOpen weights
72value index
Price
$0.525blended / 1M tokens
Latency
2.35stime to first token
Speed
179 tok/soutput speed
Quality
63quality signal
ArenaArtificial Analysis
#16
Minimax M2.5

minimax-m2.5

MiniMaxOpen weights
71value index
Price
$0.525blended / 1M tokens
Latency
2.34stime to first token
Speed
202 tok/soutput speed
Quality
61quality signal
ArenaArtificial Analysis
#17
Grok 4.3

grok-4.3

xAIProprietary
71value index
Price
$1.56blended / 1M tokens
Latency
0.60stime to first token
Speed
127 tok/soutput speed
Quality
64quality signal
ArenaArtificial Analysis
#18
DeepSeek V4 Pro Thinking

deepseek-v4-pro-thinking

DeepSeekOpen weights
71value index
Price
$0.544blended / 1M tokens
Latency
1.05stime to first token
Speed
45 tok/soutput speed
Quality
64quality signal
ArenaArtificial Analysis
#19
GPT-5.5 High

gpt-5.5-high

OpenAIProprietary
71value index
Price
$11.25blended / 1M tokens
Latency
17.1stime to first token
Speed
61 tok/soutput speed
Quality
82quality signal
ArenaArtificial Analysis
#20
Qwen3.6 Max Preview

qwen3.6-max-preview

AlibabaProprietary
70value index
Price
$2.93blended / 1M tokens
Latency
1.89stime to first token
Speed
41 tok/soutput speed
Quality
66quality signal
ArenaArtificial Analysis
#21
GPT-5.5

gpt-5.5

OpenAIProprietary
70value index
Price
$11.25blended / 1M tokens
Latency
0.88stime to first token
Speed
51 tok/soutput speed
Quality
79quality signal
ArenaArtificial Analysis
#22
GPT-5.4 Mini High

gpt-5.4-mini-high

OpenAIProprietary
69value index
Price
$1.69blended / 1M tokens
Latency
8.48stime to first token
Speed
163 tok/soutput speed
Quality
61quality signal
ArenaArtificial Analysis
#23
GLM 5

glm-5

Z.aiOpen weights
69value index
Price
$1.55blended / 1M tokens
Latency
0.81stime to first token
Speed
80 tok/soutput speed
Quality
61quality signal
ArenaArtificial Analysis
#24
Kimi K2.5 Thinking

kimi-k2.5-thinking

Moonshot AIOpen weights
69value index
Price
$1.19blended / 1M tokens
Latency
1.34stime to first token
Speed
33 tok/soutput speed
Quality
61quality signal
ArenaArtificial Analysis
#25
Qwen3.5 27b

qwen3.5-27b

AlibabaOpen weights
68value index
Price
$0.825blended / 1M tokens
Latency
1.38stime to first token
Speed
83 tok/soutput speed
Quality
59quality signal
ArenaArtificial Analysis
#26
GPT-5 Medium

gpt-5-medium

OpenAIProprietary
67value index
Price
$3.44blended / 1M tokens
Latency
41.3stime to first token
Speed
86 tok/soutput speed
Quality
64quality signal
ArenaArtificial Analysis
#27
Qwen3.5 397b A17B

qwen3.5-397b-a17b

AlibabaOpen weights
66value index
Price
$1.35blended / 1M tokens
Latency
1.83stime to first token
Speed
52 tok/soutput speed
Quality
56quality signal
ArenaArtificial Analysis
#28
MiMo V2.5

mimo-v2.5

XiaomiOpen weights
66value index
Price
$0.175blended / 1M tokens
Latency
2.12stime to first token
Speed
78 tok/soutput speed
Quality
53quality signal
ArenaArtificial Analysis
#29
Qwen3.6 Plus

qwen3.6-plus

AlibabaProprietary
66value index
Price
$1.13blended / 1M tokens
Latency
1.89stime to first token
Speed
53 tok/soutput speed
Quality
55quality signal
ArenaArtificial Analysis
#30
GPT-5.4 Nano High

gpt-5.4-nano-high

OpenAIProprietary
66value index
Price
$0.463blended / 1M tokens
Latency
3.50stime to first token
Speed
160 tok/soutput speed
Quality
52quality signal
ArenaArtificial Analysis

Benchmark guide

What the scores mean.

A quick reading key for interpreting the value rankings without over-weighting one benchmark, price point, or speed measurement.

Higher: value indexLower: price + latency
What does the value index measure?

The value index blends normalized benchmark quality, blended token price, latency, and output speed. It is designed to answer which models deliver strong public performance for the money, not which model is best in every task.

Why not use raw score divided by price?

Raw score-per-dollar can exaggerate extremely cheap models and make small benchmark differences look larger than they are. Normalizing each signal keeps the ranking easier to compare across quality, price, and speed.

Why are some models missing from value rankings?

A model needs both a benchmark quality signal and a confident price match to be ranked. If the price or benchmark source is missing, the model is omitted rather than treated as free or zero quality.

How should I use price, latency, and speed together?

Price estimates cost, latency measures time to first token, and speed measures output throughput after generation begins. The best model for a product depends on which constraint matters most in the actual workflow.