Claude · Mid-tier · 200K context window

Claude Sonnet 5 pricing for categorization

$0.003100 per call at 800 input / 150 output tokens.

Per call

$0.003100

10K calls/mo

$31

Cache savings

90% off input

Batch savings

50% off all

Calculate your Claude Sonnet 5 costs

Adjust token counts, volume, and discount toggles to model your categorization spend. Prices verified daily against provider pricing pages.

Configure your usage

800
100100K
150
5050K
10,000
1001M

Estimated cost

Monthly cost
$31
10,000 calls/month
Cost per call$0.003100
Daily cost$1
Input rate$2.00/MTok
Output rate$10.00/MTok
Analyze your real spend

Quick start

Call Claude Sonnet 5 with the Anthropic Python SDK:

from anthropic import Anthropic

client = Anthropic()
response = client.messages.create(
    model="claude-sonnet-5",
    max_tokens=150,
    messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.003100 per call at standard rates
# Input:  $2.00/MTok
# Output: $10.00/MTok

What drives categorization cost

Classification into a fixed taxonomy is token-efficient by construction: the taxonomy is the same on every call and the output is one label. Put the taxonomy in the cached prefix and the marginal cost per item approaches the cost of the item text alone. Model tier matters less here than in any other use case tracked.

For Claude Sonnet 5 specifically, that means output tokens cost 5.0x more than input, at $10.00 vs $2.00 per MTok. At this use case’s 800/150 token split, output accounts for 48% of the $0.003100 per-call cost.

Complete Claude Sonnet 5 pricing breakdown

Standard token rates

Direction$/MTokTokens per call
Input$2.00800
Output$10.00150

Prompt caching: 90% off input tokens

Caching drops input cost from $2.00 to $0.20/MTok. For repeated system prompts, that saves $0.001440 per call.

Batch API: 50% off all tokens

Submit requests asynchronously and receive 50% off all token costs. This works best for offline pipelines where latency requirements are flexible.

Monthly cost projections

Monthly volumeCost per callStandard monthlyCached monthlyYou save with caching
10,000 calls$0.003100$31$16.6$14.4
50,000 calls$0.003100$155$83$72
100,000 calls$0.003100$310$166$144
500,000 calls$0.003100$1,550$830$720
1,000,000 calls$0.003100$3,100$1,660$1,440

Claude Sonnet 5 quality benchmarks for categorization

Claude Sonnet 5 is a solid pick for categorization

Scores 86/100 (rank #3 of 20). Good balance of quality and cost for categorization.

Top-ranked: Gemini 3.5 Flash (92/100) at $0.002550/call

Performance across all task types

Claude Sonnet 5 scores by task type. Categorization highlighted.

Code Review96Code Generation93Summarization91Reasoning90Q&A89Extraction88Creative Writing87Classification *86
Task typeConfidence scoreRank out of 20
Code Review96/100#1
Code Generation93/100#2
Summarization91/100#1
Reasoning90/100#2
Q&A89/100#2
Extraction88/100#2
Creative Writing87/100#3
Classification(current page)86/100#3

Confidence scores are a third-party benchmark snapshot from week 29 of 2026. This snapshot is 8 weeks old, so treat the scores as directional and validate against your own evals.

Alternative models for categorization

13 models score 80+ on categorization benchmarks, sorted by input rate. Cheapest: GPT 5.6 Luna (89% less, 91/100 quality).

ModelProviderInput $/MTokOutput $/MTokQualityPer callvs Claude
GPT 5.6 LunaGPT$0.20$1.2091/100$0.00034089% cheaper
Gemini 3.5 Flash-LiteGemini$0.30$2.5085/100$0.00061580% cheaper
Gemini 3 FlashGemini$0.50$3.0088/100$0.00085073% cheaper
Claude Haiku 4.5Claude$1.00$5.0090/100$0.00155050% cheaper
Gemini 3.5 FlashGemini$1.50$9.0092/100$0.00255018% cheaper
GPT 5.6 TerraGPT$2.00$12.0089/100$0.00340010% more
Gemini 3.1 ProGemini$2.00$12.0086/100$0.00340010% more
GPT 5.4GPT$2.50$15.0088/100$0.00425037% more
Claude Sonnet 4.6Claude$3.00$15.0084/100$0.00465050% more
GPT 5.6 SolGPT$4.00$20.0086/100$0.006200100% more
Claude Opus 4.8Claude$5.00$25.0080/100$0.007750150% more
GPT 5.5GPT$5.00$30.0085/100$0.008500174% more
Claude Fable 5Claude$10.00$50.0082/100$0.0155400% more

About Claude Sonnet 5

Provider

Claude

Tier

Mid-tier

Context

200K tokens

Released

Jun 2026

Launched at $2/$10 as introductory pricing through Aug 31, 2026. Anthropic cancelled the scheduled increase to $3/$15, so this is now the standard price.

Other models from Claude

ModelTierInput $/MTokOutput $/MTokContext
Claude Opus 4.8Flagship$5.00$25.00200K
Claude Sonnet 4.6Mid-tier$3.00$15.00200K
Claude Haiku 4.5Fast / Budget$1.00$5.00200K
Claude Opus 5Flagship$5.00$25.001,000K
Claude Fable 5.1Flagship$10.00$50.001,000K
Claude Fable 5Flagship$10.00$50.001,000K

You can compare Claude Sonnet 5 head-to-head against any other model on our model comparison pages, or track how pricing has changed over time on the pricing history tracker.

Frequently asked questions

How much does Claude Sonnet 5 cost for categorization per API call?

A typical categorization call using Claude Sonnet 5 costs about $0.003100 per call. This estimate uses 800 input tokens and 150 output tokens at standard rates. Standard rates are $2.00 per million input tokens and $10.00 per million output tokens.

Is Claude Sonnet 5 the best model for categorization?

Claude Sonnet 5 scores 86 out of 100 on categorization benchmarks overall. It ranks #3 across all 20 models in our cross-provider registry. The highest-ranked model for this task is Gemini 3.5 Flash from Gemini. That model scores 92/100 on this task type. Confidence scores are a third-party benchmark snapshot from week 29 of 2026. This snapshot is 8 weeks old, so treat the scores as directional and validate against your own evals.

What is the cheapest model for categorization with good quality?

The most affordable model for categorization above 80/100 quality is GPT 5.6 Luna. It comes from GPT at $0.20 per million input tokens. Output costs $1.20 per million tokens with a quality score of 91/100. Switching from Claude Sonnet 5 to GPT 5.6 Luna saves about 89% per API call.

How can I reduce my Claude Sonnet 5 costs for categorization?

Three strategies lower Claude Sonnet 5 costs for this task type effectively. Prompt caching gives a 90% discount on input tokens when reusing system prompts. The batch API gives 50% off all tokens for asynchronous processing workloads. Prompt optimization reduces token counts through more concise instructions and context windows. Combining caching with batching brings your cost from $0.003100 to about $0.000155 per call.

How does Claude Sonnet 5 pricing compare to other Claude models?

Claude has 6 other models alongside Claude Sonnet 5 today: Claude Opus 4.8 at $5.00/$25.00 per million tokens (flagship), Claude Sonnet 4.6 at $3.00/$15.00 per million tokens (mid-tier), Claude Haiku 4.5 at $1.00/$5.00 per million tokens (fast / budget), Claude Opus 5 at $5.00/$25.00 per million tokens (flagship), Claude Fable 5.1 at $10.00/$50.00 per million tokens (flagship), Claude Fable 5 at $10.00/$50.00 per million tokens (flagship). The right choice depends on whether your categorization workload prioritizes quality, cost, or speed.

What context window does Claude Sonnet 5 support?

Claude Sonnet 5 supports a context window of 200K tokens per API call. This sets the maximum combined length of your input prompt and generated response. For categorization, typical calls use 800 input and 150 output tokens. That is well within this limit, leaving room for longer prompts or multi-turn conversations.

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This calculator estimates costs based on published rates only. Connect your API usage to see where your money goes and which models drive your spend.