Claude · Mid-tier · 1M context window
$0.0660 per call at 2,000 input / 4,000 output tokens.
Per call
$0.0660
10K calls/mo
$660
Cache savings
90% off input
Batch savings
50% off all
Adjust token counts, volume, and discount toggles to model your code generation spend. Prices verified daily against provider pricing pages.
Call Claude Sonnet 4.6 with the Anthropic Python SDK:
from anthropic import Anthropic
client = Anthropic()
response = client.messages.create(
model="claude-sonnet-4-6",
max_tokens=4000,
messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.0660 per call at standard rates
# Input: $3.00/MTok
# Output: $15.00/MTokPer-call cost for all models scoring 50+ on code generation benchmarks. Hover for details.
Cheapest viable option: Claude Haiku 4.5 at $0.0220/call (67% less, 72/100 quality).
Cost here is dominated by output, not input: the model writes far more than you ask. A prompt with a short spec and a few reference files runs 2K input, but a complete module comes back at 4K output or more, so a model's output rate matters roughly twice as much as its input rate. The biggest saving is not a cheaper model: it is caching the system prompt and coding standards you resend on every call.
For Claude Sonnet 4.6 specifically, that means output tokens cost 5.0x more than input, at $15.00 vs $3.00 per MTok. At this use case’s 2,000/4,000 token split, output accounts for 91% of the $0.0660 per-call cost.
| Direction | $/MTok | Tokens per call |
|---|---|---|
| Input | $3.00 | 2,000 |
| Output | $15.00 | 4,000 |
Caching drops input cost from $3.00 to $0.30/MTok. For repeated system prompts, that saves $0.005400 per call.
Submit requests asynchronously and receive 50% off all token costs. This works best for offline pipelines where latency requirements are flexible.
| Monthly volume | Cost per call | Standard monthly | Cached monthly | You save with caching |
|---|---|---|---|---|
| 10,000 calls | $0.0660 | $660 | $606 | $54 |
| 50,000 calls | $0.0660 | $3,300 | $3,030 | $270 |
| 100,000 calls | $0.0660 | $6,600 | $6,060 | $540 |
| 500,000 calls | $0.0660 | $33,000 | $30,300 | $2,700 |
| 1,000,000 calls | $0.0660 | $66,000 | $60,600 | $5,400 |
Consider alternatives for code generation
Scores 57/100 (rank #24 of 88). Better options exist at similar price points for code generation.
Top-ranked: Claude Opus 5.5 (79/100) at $0.0880/call
Claude Sonnet 4.6 scores by task type. Code Generation highlighted.
| Task type | Confidence score | Rank out of 88 |
|---|---|---|
| Code Review | 95/100 | #1 |
| Q&A | 88/100 | #3 |
| Reasoning | 85/100 | #20 |
| Classification | 84/100 | #4 |
| Extraction | 71/100 | #25 |
| Creative Writing | 69/100 | #19 |
| Summarization | 61/100 | #26 |
| Code Generation(current page) | 57/100 | #24 |
Confidence scores are a third-party benchmark snapshot from week 26 of 2026. This snapshot is 17 weeks old, so treat the scores as directional and validate against your own evals.
5 models score 80+ on code generation benchmarks, sorted by input rate. Cheapest: Claude Haiku 4.5 (67% less, 72/100 quality).
| Model | Provider | Input $/MTok | Output $/MTok | Quality | Per call | vs Claude |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | Claude | $1.00 | $5.00 | 72/100 | $0.0220 | 67% cheaper |
| Claude Opus 5.5 | Claude | $4.00 | $20.00 | 79/100 | $0.0880 | 33% more |
| Claude Opus 5 | Claude | $5.00 | $25.00 | 72/100 | $0.1100 | 67% more |
| Claude Fable 5.1 | Claude | $10.00 | $50.00 | 74/100 | $0.2200 | 233% more |
| Claude Fable 5 | Claude | $10.00 | $50.00 | 72/100 | $0.2200 | 233% more |
Provider
Claude
Tier
Mid-tier
Context
1M tokens
Released
May 2026
| Model | Tier | Input $/MTok | Output $/MTok | Context |
|---|---|---|---|---|
| Claude Opus 4.8 | Flagship | $5.00 | $25.00 | 1M |
| Claude Haiku 4.5 | Fast / Budget | $1.00 | $5.00 | 200K |
| Claude Sonnet 5 | Mid-tier | $2.00 | $10.00 | 1M |
| Claude Opus 5 | Flagship | $5.00 | $25.00 | 1M |
| Claude Fable 5.1 | Flagship | $10.00 | $50.00 | 1M |
| Claude Fable 5 | Flagship | $10.00 | $50.00 | 1M |
| Claude Mythos 5.1 | Flagship | $10.00 | $50.00 | 1M |
| Claude Mythos 5 | Flagship | $10.00 | $50.00 | 1M |
| Claude Opus 4.7 | Flagship | $5.00 | $25.00 | 1M |
| Claude Opus 4.6 | Flagship | $5.00 | $25.00 | 1M |
| Claude Opus 4.5 | Flagship | $5.00 | $25.00 | 200K |
| Claude Opus 5.5 | Flagship | $4.00 | $20.00 | 1M |
| Claude Sonnet 4.5 | Mid-tier | $3.00 | $15.00 | 200K |
| Claude Sonnet 5.5 | Mid-tier | $2.00 | $10.00 | 1M |
| Claude Haiku 5.5 | Fast / Budget | $0.10 | $0.50 | 1M |
You can compare Claude Sonnet 4.6 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.
See how Claude Sonnet 4.6 costs change across different workload types.
Unit Test Generation
$0.0840/call
SQL Generation
$0.0195/call
API Generation
$0.0990/call
Code Refactoring
$0.0720/call
Code Review
$0.0450/call
PR Review
$0.0690/call
Security Review
$0.0555/call
Bug Detection
$0.0450/call
Document Summarization
$0.0450/call
PDF Summarization
$0.0675/call
Meeting Notes
$0.0540/call
Email Summarization
$0.0165/call
Chatbot
$0.0210/call
RAG Pipeline
$0.0405/call
Customer Support Bot
$0.0240/call
FAQ Bot
$0.0165/call
Data Extraction
$0.0270/call
JSON Extraction
$0.0210/call
Invoice Parsing
$0.0150/call
Resume Parsing
$0.0195/call
Chain of Thought
$0.0840/call
Legal Analysis
$0.0900/call
Math Reasoning
$0.0495/call
Financial Analysis
$0.0840/call
Content Moderation
$0.003000/call
Sentiment Analysis
$0.003000/call
Categorization
$0.004650/call
Intent Detection
$0.002400/call
Copywriting
$0.0315/call
Blog Writing
$0.1230/call
Marketing Copy
$0.0474/call
Product Descriptions
$0.0240/call
A typical code generation call using Claude Sonnet 4.6 costs about $0.0660 per call. This estimate uses 2,000 input tokens and 4,000 output tokens at standard rates. Standard rates are $3.00 per million input tokens and $15.00 per million output tokens.
Claude Sonnet 4.6 scores 57 out of 100 on code generation benchmarks overall. It ranks #24 across all 88 models in our cross-provider registry. The highest-ranked model for this task is Claude Opus 5.5 from Claude. That model scores 79/100 on this task type. Confidence scores are a third-party benchmark snapshot from week 26 of 2026. This snapshot is 17 weeks old, so treat the scores as directional and validate against your own evals.
The most affordable model for code generation above 80/100 quality is Claude Haiku 4.5. It comes from Claude at $1.00 per million input tokens. Output costs $5.00 per million tokens with a quality score of 72/100. Switching from Claude Sonnet 4.6 to Claude Haiku 4.5 saves about 67% per API call.
Three strategies lower Claude Sonnet 4.6 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 $0.0660 to about $0.003300 per call.
Claude has 15 other models alongside Claude Sonnet 4.6 today: Claude Opus 4.8 at $5.00/$25.00 per million tokens (flagship), Claude Haiku 4.5 at $1.00/$5.00 per million tokens (fast / budget), Claude Sonnet 5 at $2.00/$10.00 per million tokens (mid-tier), 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), Claude Mythos 5.1 at $10.00/$50.00 per million tokens (flagship), Claude Mythos 5 at $10.00/$50.00 per million tokens (flagship), Claude Opus 4.7 at $5.00/$25.00 per million tokens (flagship), Claude Opus 4.6 at $5.00/$25.00 per million tokens (flagship), Claude Opus 4.5 at $5.00/$25.00 per million tokens (flagship), Claude Opus 5.5 at $4.00/$20.00 per million tokens (flagship), Claude Sonnet 4.5 at $3.00/$15.00 per million tokens (mid-tier), Claude Sonnet 5.5 at $2.00/$10.00 per million tokens (mid-tier), Claude Haiku 5.5 at $0.10/$0.50 per million tokens (fast / budget). The right choice depends on whether your code generation workload prioritizes quality, cost, or speed.
Claude Sonnet 4.6 supports a context window of 1M tokens per API call. This sets the maximum combined length of your input prompt and generated response. For code generation, typical calls use 2,000 input and 4,000 output tokens. That is well within this limit, leaving room for longer prompts or multi-turn conversations.
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.