Anthropic: Models Intelligence, Performance & Price

Anthropic
Anthropic

Analysis of Anthropic's models across key metrics including quality, price, output speed, latency, context window & more. This analysis is intended to support you in choosing the best model provided by Anthropic for your use-case.

Most Intelligent

#1
Claude Opus 5 (max)
Claude Opus 5 (max)
63
#2
Claude Opus 5 (xhigh)
Claude Opus 5 (xhigh)
63
#3
Claude Fable 5 (with fallback)
Claude Fable 5 (with fallback)
62
#4
Claude Opus 5 (high)
Claude Opus 5 (high)
61
#5
Claude Opus 5 (medium)
Claude Opus 5 (medium)
59

Intelligence index

Total 26 models

Fastest

#1
Claude 4.5 Haiku
Claude 4.5 Haiku
98 t/s
#2
Claude 4.5 Haiku
Claude 4.5 Haiku
88 t/s
#3
Claude Sonnet 5 (xhigh)
Claude Sonnet 5 (xhigh)
82 t/s
#4
Claude Sonnet 5 (high)
Claude Sonnet 5 (high)
76 t/s
#5
Claude Sonnet 5 (max)
Claude Sonnet 5 (max)
73 t/s

Output speed

Total 26 models

Lowest Price

#1
Claude 4.5 Haiku
Claude 4.5 Haiku
$0.77
#2
Claude 4.5 Haiku
Claude 4.5 Haiku
$0.77
#3
Claude Sonnet 5 (max)
Claude Sonnet 5 (max)
$1.54
#4
Claude Sonnet 5 (Non-reasoning)
Claude Sonnet 5 (Non-reasoning)
$1.54
#5
Claude Sonnet 5 (low)
Claude Sonnet 5 (low)
$1.54

Blended price (per 1M tokens)

Total 26 models

Indicates a reasoning model

Anthropic offers 26 models, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across models.

  • For intelligence, the top models on Anthropic are Claude Opus 5 (max) (63), Claude Opus 5 (xhigh) (63), and Claude Fable 5 (with fallback) (62).
  • For output speed, the fastest models are Claude 4.5 Haiku (98 t/s), Claude 4.5 Haiku (88 t/s), and Claude Sonnet 5 (xhigh) (82 t/s).
  • For latency, Claude 4.5 Haiku (0.90s), Claude Opus 4.5 (1.37s), and Claude Opus 4.7 (Non-reasoning, high) (1.50s) offer the lowest time to first answer token.
  • For pricing, Claude 4.5 Haiku ($0.77), Claude 4.5 Haiku ($0.77), and Claude Sonnet 5 (max) ($1.54) offer the lowest blended prices per 1M tokens.
  • For context window size, Claude Opus 5 (max) (1M), Claude Opus 5 (xhigh) (1M), and Claude Fable 5 (with fallback) (1M) support the largest context windows on Anthropic.
  • Claude 4.5 Haiku offers both the fastest output and best pricing, making it attractive for throughput-sensitive and cost-conscious applications. Claude Opus 5 (max) leads in intelligence for tasks that require the highest quality.

Highlights

Artificial Analysis Intelligence Index · Higher is better
Output tokens per second · Higher is better
USD per 1M tokens (blended) · Lower is better

Intelligence Evaluations

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v4.1.1 incorporates 9 evaluations: GDPval-AA v2, 𝜏³-Banking, Terminal-Bench v2.1, SciCode, Humanity's Last Exam, GPQA Diamond, CritPt, AA-Omniscience, AA-LCR
Estimate (independent evaluation forthcoming)
Reasoning models are indicated by a lightbulb icon

Artificial Analysis Intelligence Index v4.1.1 includes: GDPval-AA v2, 𝜏³-Banking, Terminal-Bench v2.1, SciCode, Humanity's Last Exam, GPQA Diamond, CritPt, AA-Omniscience, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Evaluations

Intelligence evaluations measured independently by Artificial Analysis · Higher is better
See more

Agentic real-world work tasks, (Elo-500)/2000

Agentic tool use

Agentic coding & terminal use

Coding

Reasoning & knowledge

Scientific reasoning

Physics reasoning

Knowledge

1 - hallucination rate

AA-LCRUpdated

Long context reasoning

Agentic knowledge work, Elo

Agentic SaaS workflows

Legal agentic work, criterion pass rate

Agentic business operations

Instruction following

Long-horizon agentic tasks

Kubernetes incident root-cause analysis

Visual reasoning

Reasoning models are indicated by a lightbulb icon

While model intelligence generally translates across use cases, specific evaluations may be more relevant for certain use cases.

Artificial Analysis Intelligence Index v4.1.1 includes: GDPval-AA v2, 𝜏³-Banking, Terminal-Bench v2.1, SciCode, Humanity's Last Exam, GPQA Diamond, CritPt, AA-Omniscience, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Index vs. Price

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended)
Most attractive quadrant
Pareto line
Reasoning models are indicated by a lightbulb icon

While higher intelligence models are typically more expensive, they do not all follow the same price-quality curve.

Context Window

Context Window

Context window: tokens limit · Higher is better
Reasoning models are indicated by a lightbulb icon

Larger context windows are relevant to RAG (Retrieval Augmented Generation) LLM workflows which typically involve reasoning and information retrieval of large amounts of data.

Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

Pricing

Intelligence Index vs. Price

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended)
Most attractive quadrant
Pareto line
Reasoning models are indicated by a lightbulb icon

While higher intelligence models are typically more expensive, they do not all follow the same price-quality curve.

Performance Summary

Output Speed vs. Price

Output speed: output tokens per second · USD per 1M tokens (blended)
Most attractive quadrant
Reasoning models are indicated by a lightbulb icon

Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Price per token, shown in USD per million tokens. Price is a blend of cache hit, input, and output token prices using the selected ratio (default 7:2:1 cache-input-output).

Speed

Measured by Output Speed (tokens per second)

Output Speed

Output tokens per second · Higher is better
Reasoning models are indicated by a lightbulb icon

Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Latency

Measured by Time (seconds) to First Token

Latency: Time To First Answer Token

Seconds to first answer token received · Accounts for reasoning model 'thinking' time
Reasoning models are indicated by a lightbulb icon

Time to first answer token received, in seconds, after API request sent. For reasoning models, this includes the 'thinking' time of the model before providing an answer. For models which do not support streaming, this represents time to receive the completion.

End-to-End Response Time

Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time vs. Price

End-to-end response time: end-to-end seconds to output 500 tokens · USD per 1M tokens (blended)
Most attractive quadrant
Reasoning models are indicated by a lightbulb icon

Price per token, shown in USD per million tokens. Price is a blend of cache hit, input, and output token prices using the selected ratio (default 7:2:1 cache-input-output).

Further Analysis
Anthropic logo
Claude Opus 5 (max)
1M
Proprietary
63
$2.34
57
67.27
76.03
--
Anthropic logo
Claude Opus 5 (xhigh)
1M
Proprietary
63
$1.80
58
24.54
33.15
--
Anthropic logo
Claude Fable 5 (with fallback)
1M
Proprietary
62
$3.14
69
137.13
144.38
--
Anthropic logo
Claude Opus 5 (high)
1M
Proprietary
61
$1.23
57
10.67
19.37
--
Anthropic logo
Claude Opus 5 (medium)
1M
Proprietary
59
$0.72
57
5.92
14.68
--
Anthropic logo
Claude Opus 4.8 (max)
1M
Proprietary
57
$2.03
60
20.33
28.61
--
Anthropic logo
Claude Sonnet 5 (max)
1M
Proprietary
55
$1.72
73
170.85
177.65
--
Anthropic logo
Claude Opus 4.7 (max)
1M
Proprietary
55
$2.23
52
14.89
24.51
--
Anthropic logo
Claude Opus 5 (low)
1M
Proprietary
52
$0.43
56
3.22
12.14
--
Anthropic logo
Claude Sonnet 4.6 (max)
1M
Proprietary
48
$1.22
50
166.72
176.64
--
Anthropic logo
Claude Opus 4.6 (max)
1M
Proprietary
45*
--
43
12.41
24.00
--
Anthropic logo
Claude Opus 4.7 (Non-reasoning, high)
1M
Proprietary
44*
--
50
1.50
11.47
--
Anthropic logo
Claude Sonnet 5 (Non-reasoning)
1M
Proprietary
43
$0.42
72
1.81
8.78
--
Anthropic logo
Claude Opus 4.5
200k
Proprietary
42*
--
49
10.12
20.23
--
Anthropic logo
Claude Opus 4.6 (high)
1M
Proprietary
39*
--
40
2.22
14.75
--
Anthropic logo
Claude 4.5 Sonnet
1M
Proprietary
37
$0.46
42
11.75
23.75
--
Anthropic logo
Claude Sonnet 4.6 (Non-reasoning)
1M
Proprietary
37*
--
43
1.76
13.39
--
Anthropic logo
Claude Opus 4.5
200k
Proprietary
36*
--
49
1.37
11.62
--
Anthropic logo
Claude Sonnet 4.6 (Non-reasoning, Low Effort)
1M
Proprietary
35*
--
44
1.75
13.24
--
Anthropic logo
Claude 4.1 Opus
200k
Proprietary
35*
--
--
--
--
--
Anthropic logo
Claude 4 Opus
200k
Proprietary
32*
--
--
--
--
--
Anthropic logo
Claude 4.5 Sonnet
1M
Proprietary
30*
--
41
1.60
13.90
--
Anthropic logo
Claude 4.5 Haiku
200k
Proprietary
30
$0.22
98
17.73
22.82
--
Anthropic logo
Claude 4 Sonnet
1M
Proprietary
30
--
--
--
--
--
Anthropic logo
Claude 4.1 Opus
200k
Proprietary
29*
--
--
--
--
--
Anthropic logo
Claude 4 Opus
200k
Proprietary
26*
--
--
--
--
--
Anthropic logo
Claude 4 Sonnet
1M
Proprietary
26*
--
--
--
--
--
Anthropic logo
Claude 4.5 Haiku
200k
Proprietary
24*
--
88
0.90
6.55
--
Anthropic logo
Claude 3 Opus
200k
Proprietary
12*
--
--
--
--
--
Anthropic logo
Claude Sonnet 5 (low)
1M
Proprietary
--
--
67
2.60
10.10
--
Anthropic logo
Claude Sonnet 5 (xhigh)
1M
Proprietary
--
--
82
51.53
57.65
--
Anthropic logo
Claude Sonnet 5 (high)
1M
Proprietary
--
--
76
8.50
15.05
--
Anthropic logo
Claude Sonnet 5 (medium)
1M
Proprietary
--
--
69
3.24
10.53
--

Key definitions

Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

Frequently Asked Questions

Common questions about Anthropic

The most intelligent model available on Anthropic is Claude Opus 5 (max) with an Intelligence Index score of 63.

The fastest model on Anthropic by output speed is Claude 4.5 Haiku at 98.2 tokens per second.

The model with the lowest time to first answer token on Anthropic is Claude 4.5 Haiku at 0.90s. Lower latency means faster initial response time.

The most affordable model on Anthropic by blended price is Claude 4.5 Haiku at $0.77 per 1M tokens (7:2:1 cache hit/input/output ratio).

Prices on Anthropic vary up to 10x across models, from $0.77 per 1M tokens for Claude 4.5 Haiku to $7.70 per 1M tokens for Claude Fable 5 (with fallback).

Yes, Anthropic offers an OpenAI-compatible API, making it easy to switch from OpenAI or use existing OpenAI SDK integrations.

9 of 26 models on Anthropic support JSON mode for structured output.

Yes, all 26 models on Anthropic support function calling (tool use).

Yes, provider performance can vary over time due to infrastructure changes, load balancing, and updates. We continuously benchmark all providers and display historical performance trends in the "Over Time" charts.

When choosing a model on Anthropic, consider: intelligence (for quality-sensitive tasks), output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and features like context window size, JSON mode, or function calling support.