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AI Model Benchmark Directory

LMSpeed is an AI model directory for comparing API price, output speed, first-token latency, provider coverage, and benchmark data. Use it to narrow your model and provider choice, then test the endpoint that fits your workload.

Price, speed, latency, and availability can change. Treat this table as a current signal and verify your own endpoint before you deploy.

Top for agents
  1. 1MoonshotAIKimi K368.9±7.3
  2. 2OpenAIGPT-5.6 Sol68.2±7.3
  3. 3ClaudeClaude Opus 567.5±8.2
Top for reasoning
Top for coding
Highest throughput
Category leaderboards
Release date
Context1.0MInput—
  • 1
  • 2

How to read category scores

Agents, Coding, Reasoning, and the other capability columns are 0–100 observed-capability estimates relative to the eligible model population in a dated Category Score V3 run.

They are not success rates, IQ scores, or an average across all eight categories. Read them with the 80% interval, measured dimensions, benchmark families, and evidence shown on each model page.

What this directory shows

Each row brings together the information you need to compare an LLM API. Some fields are blank when LMSpeed has no current data for that model or provider.

API price
Compare input and output price per million tokens when it is available.
Speed and latency
Use throughput and first-token latency to compare response behavior.
Provider coverage
Open a model to review its listed providers and their current details.
Capability data
Use the capability columns when current model scores are available.

How to use the model directory

Start with the decision that matters most for your workload, then compare the current rows before you test an endpoint.

  1. Find a model.Search by model name, slug, or description.
  2. Sort the key metric.Sort by price, throughput, latency, provider count, or capability data.
  3. Compare providers.Open a model page to review the provider options and current data.
  4. Test your endpoint.Run a speed test before you use an endpoint in production.

Frequently Asked Questions

How does LMSpeed benchmark AI models?

LMSpeed runs standardized five-round API speed tests on each model, measuring output throughput (tokens per second), first-token latency, and total response time across multiple providers.

Which AI model has the lowest API latency?

Latency varies by provider and model. Use the LMSpeed model directory to sort by latency and find the model with the fastest first-token response time. Check the latency leaderboard for monthly rankings.

How to compare LLM API pricing across providers?

LMSpeed lists input and output token prices per million for each model across available providers. Sort by price to find a lower-cost option, or filter by provider to compare rates side by side.

Output
—
Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-07-21
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.6 FlashGoogleContext1.0MInput$1.50/MOutput$7.50/MProviders
+59
53±9.0
54.7±11.9E
59±10.8E
58±14.0P
—
—
51.3±17.0P
—
Throughput
—
Latency
—
Release date2026-07-21
  • 53
  • 54.7
  • 59
  • 58
  • —
  • —
  • 51.3
  • —
GeminiGemini 3.5 Flash Lite (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-07-21
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.5 Flash-LiteGoogleContext1.0MInput$0.300/MOutput$2.50/MProviders
+34
41.3±8.8
47.9±9.3E
51.5±10.8E
52.5±14.0P
—
—
46±17.0P
—
Throughput
—
Latency
—
Release date2026-07-21
  • 41.3
  • 47.9
  • 51.5
  • 52.5
  • —
  • —
  • 46
  • —
GeminiGemini 3.1 Flash Lite ImageGoogleContext65.5KInput—Output—Providers
+29
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-06-30
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Flash ImageGoogleContext131.1KInput—Output—Providers
+131
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-06-18
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3 Pro ImageGoogleContext131.1KInput—Output—Providers
+109
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-06-18
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini Embedding 2GoogleContext8.2KInput—Output—Providers
+36
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-05-20
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.5 Flash (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-05-19
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.5 FlashGoogleContext1.0MInput$1.50/MOutput$9.00/MProviders
+102
61.1±5.6
56.1±8.9
53.5±8.4
55.4±14.0P
55.1±16.1P
—
57.3±11.9E
54.9±16.0P
Throughput
425 t/s
Latency
4.10s
Release date2026-05-19
  • 61.1
  • 56.1
  • 53.5
  • 55.4
  • 55.1
  • —
  • 57.3
  • 54.9
GeminiGemini 3.1 Flash Lite (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-05-07
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Flash LiteGoogleContext1.0MInput—Output—Providers
+125
42.3±6.9
40.8±11.8E
52.5±10.8E
48.5±16.0P
—
—
39.8±16.2P
55.3±16.0P
Throughput
191 t/s
Latency
6.58s
Release date2026-05-07
  • 42.3
  • 40.8
  • 52.5
  • 48.5
  • —
  • —
  • 39.8
  • 55.3
GeminiGemini ProGoogleContext1.0MInput—Output—Providers
+39
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-04-27
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini FlashGoogleContext1.0MInput—Output—Providers
+44
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-04-27
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Flash TTS PreviewGoogleContext32.8KInput—Output—Providers
+7
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-04-24
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini Embedding 2 PreviewGoogleContext8.2KInput—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-04-17
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
Lyria 3 Pro PreviewGoogleContext1.0MInput—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-03-30
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
Lyria 3 Clip PreviewGoogleContext1.0MInput—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-03-30
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Flash Lite PreviewGoogleContext1.0MInput$0.250/MOutput$1.50/MProviders
+5
—
54.3±16.0P
53.5±13.9P
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-03-03
  • —
  • 54.3
  • 53.5
  • —
  • —
  • —
  • —
  • —
GeminiNano Banana 2 (Gemini 3.1 Flash Image Preview)GoogleContext65.5KInput—Output—Providers
+4
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-02-26
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Pro Preview Custom ToolsGoogleContext1.0MInput—Output—Providers
+9
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-02-25
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Pro Preview (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-02-19
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 Pro PreviewGoogleContext1.0MInput$2.00/MOutput$12.00/MProviders
+11
—
66.4±16.0P
64.1±13.9P
—
—
—
—
—
Throughput
—
Latency
—
Release date2026-02-19
  • —
  • 66.4
  • 64.1
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 ProGoogleContext1.0MInput—Output—Providers
+185
50.6±6.2
59.2±10.7E
58.3±8.7
57.8±15.1P
55.3±16.1P
59.7±17.3P
55.2±6.7
55.2±16.0P
Throughput
92 t/s
Latency
15.36s
Release date2026-02-19
  • 50.6
  • 59.2
  • 58.3
  • 57.8
  • 55.3
  • 59.7
  • 55.2
  • 55.2
GeminiGemini 3 Flash Preview (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-12-17
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3 Flash PreviewGoogleContext1.0MInput$0.500/MOutput$3.00/MProviders
+5
—
63±13.9P
60.7±11.1E
—
54.4±16.1P
—
—
—
Throughput
—
Latency
—
Release date2025-12-17
  • —
  • 63
  • 60.7
  • —
  • 54.4
  • —
  • —
  • —
GeminiGemini 3 FlashGoogleContext1.0MInput$0.500/MOutput$3.00/MProviders
+183
43.1±8.9
53.9±11.2E
52.4±8.7
51.1±14.0P
51.9±16.1P
—
—
47.9±16.0P
Throughput
162 t/s
Latency
7.48s
Release date2025-12-17
  • 43.1
  • 53.9
  • 52.4
  • 51.1
  • 51.9
  • —
  • —
  • 47.9
GeminiNano Banana Pro (Gemini 3 Pro Image Preview)GoogleContext65.5KInput—Output—Providers
+3
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-11-20
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini Embedding 001GoogleContext20KInput—Output—Providers
+59
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-10-31
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Flash ImageGoogleContext32.8KInput—Output—Providers
+91
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-10-07
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Flash LiteGoogleContext1.0MInput$0.100/MOutput$0.400/MProviders
+118
—
35.9±13.9P
42.9±11.1E
—
53.3±11.8E
—
—
—
Throughput
277 t/s
Latency
1.41s
Release date2025-09-25
  • —
  • 35.9
  • 42.9
  • —
  • 53.3
  • —
  • —
  • —
GeminiGemini 2.5 Flash Lite (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-07-22
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Flash (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-06-17
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 FlashGoogleContext1.0MInput$0.300/MOutput$2.50/MProviders
+163
36.6±16.0P
50.9±13.9P
49.5±8.7
41.7±16.0P
50.8±9.3E
—
—
43.2±16.0P
Throughput
155 t/s
Latency
8.55s
Release date2025-06-17
  • 36.6
  • 50.9
  • 49.5
  • 41.7
  • 50.8
  • —
  • —
  • 43.2
GeminiGemini 2.5 Pro (batch)GoogleContext1.0MInput—Output—Providers—
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-06-17
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 ProGoogleContext1.0MInput$1.25/MOutput$10.00/MProviders
+166
43.7±9.3E
39.2±8.9
55.4±8.7
36.1±14.0P
56.2±9.3E
—
—
46±16.0P
Throughput
88 t/s
Latency
16.94s
Release date2025-06-17
  • 43.7
  • 39.2
  • 55.4
  • 36.1
  • 56.2
  • —
  • —
  • 46
GeminiGemini 2.5 Pro Preview 06-05GoogleContext1.0MInput$1.25/MOutput$10.00/MProviders
—
54.4±13.9P
55.8±11.1E
—
60.8±11.8E
—
—
—
Throughput
—
Latency
—
Release date2025-06-05
  • —
  • 54.4
  • 55.8
  • —
  • 60.8
  • —
  • —
  • —
GeminiGemini 2.5 Pro Preview 05-06GoogleContext1.0MInput—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2025-05-07
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GemmaGemma 2 27BGoogleContext8.2KInput—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date2024-07-13
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Flash Lite Preview 09-2025GoogleContext1.0MInput$0.100/MOutput$0.400/MProviders
—
46.3±13.9P
48±11.1E
—
45.1±16.1P
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • 46.3
  • 48
  • —
  • 45.1
  • —
  • —
  • —
GeminiGemini 2.5 Pro DeepSearchGoogleContext—Input—Output—Providers
+2
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.0 Pro ImageGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 1.5 Pro 002GoogleContext—Input—Output—Providers
+2
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Flash DeepSearchGoogleContext—Input—Output—Providers
+2
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.0 ProGoogleContext—Input—Output—Providers
+1
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini Robotics ER 1.5GoogleContext—Input—Output—Providers
+19
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3 Pro DeepSearchGoogleContext—Input—Output—Providers
+1
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Flash LiveGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.5 Pro 1MGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.1 FlashGoogleContext—Input—Output—Providers
+19
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini EmbeddingGoogleContext—Input—Output—Providers
+8
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 2.0 Flash Live 001GoogleContext—Input—Output—Providers
+1
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini Pro VisionGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini Live 2.5 FlashGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini ImagenGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 1.0 Pro VisionGoogleContext—Input—Output—Providers
—
—
—
—
—
—
—
—
Throughput
—
Latency
—
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 1.5 Flash 002GoogleContext—Input—Output—Providers
+1
—
—
—
—
—
—
—
—
Throughput
155 t/s
Latency
1.62s
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 3.0 FlashGoogleContext—Input—Output—Providers
+4
—
—
—
—
—
—
—
—
Throughput
28 t/s
Latency
20.33s
Release date—
  • —
  • —
  • —
  • —
  • —
  • —
  • —
  • —
GeminiGemini 1.5 FlashGoogleContext—Input—Output—Providers
+18
—
32.9±13.9P
37±11.1E
—
42.3±11.8E
—
—
—
Throughput
200 t/s
Latency
1.17s
Release date—
  • —
  • 32.9
  • 37
  • —
  • 42.3
  • —
  • —
  • —
GeminiGemini 2.0 ProGoogleContext—Input—Output—Providers
+12
—
44±13.9P
48.4±11.1E
—
52±11.8E
—
—
—
Throughput
67 t/s
Latency
8.47s
Release date—
  • —
  • 44
  • 48.4
  • —
  • 52
  • —
  • —
  • —
What is an AI model directory?

An AI model directory is a searchable list of models and their comparison data. On LMSpeed, it brings together API price, throughput, first-token latency, provider coverage, and capability data when available.

How do I choose a model and provider?

Start with the metric that matters most for your workload. Then open a model page to compare provider data. Run your own speed test before you use an endpoint in production.

Can model price and speed change?

Yes. Price, availability, throughput, and latency can change by model, provider, and time. Use current page values as a comparison signal and confirm with your own endpoint test.

4QwenQwen3.8 Max65.8±11.3
5ClaudeClaude Fable 565.7±8.2
1QwenQwen3.8 Max65.9±11.3
2OpenAIGPT-5.6 Sol61.7±8.7
3SparkMuse Spark 1.161.4±10.2
4ClaudeClaude Opus 4.561.4±8.1
5ClaudeClaude Fable 560.7±10.8
1ClaudeClaude Opus 570.1±6.6
2ClaudeClaude Fable 568.1±6.9
3QwenQwen3.8 Max67.3±11.2
4ClaudeClaude Opus 4.866±6.6
5OpenAIGPT-5.6 Sol63.2±9.3
1MetaAILlama 3.3985 t/s
2Mercury 2490 t/s
3GeminiGemini 3.5 Flash425 t/s
4OpenAIGPT-OSS384 t/s
5DeepSeekDeepSeek OCR284 t/s
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GeminiGemini 3.6 Flash (batch)Google
Read the complete scoring methodology
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