Claude · Fast / Budget · 1M context window
$0.002800 per call at 3,000 input / 5,000 output tokens.
Per call
$0.002800
10K calls/mo
$28
Cache savings
90% off input
Batch savings
50% off all
Adjust token counts, volume, and discount toggles to model your chain of thought spend. Prices verified daily against provider pricing pages.
Call Claude Haiku 5.5 with the Anthropic Python SDK:
from anthropic import Anthropic
client = Anthropic()
response = client.messages.create(
model="claude-haiku-5-5",
max_tokens=5000,
messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.002800 per call at standard rates
# Input: $0.10/MTok
# Output: $0.50/MTokPer-call cost for all models scoring 50+ on chain of thought benchmarks. Hover for details.
Highest-quality affordable option: GPT 5.6 Luna at $0.006600/call (2.4x the cost, 86/100 quality). Claude Haiku 5.5 is already the cheapest choice for chain of thought.
Reasoning tasks invert the usual ratio: the model produces far more tokens than it consumes, because the intermediate steps are the work. Output pricing dominates completely, and models that reason at length cost more than their headline rate suggests. Comparing reasoning models on input price is actively misleading; compare them on output.
For Claude Haiku 5.5 specifically, that means output tokens cost 5.0x more than input, at $0.50 vs $0.10 per MTok. At this use case’s 3,000/5,000 token split, output accounts for 89% of the $0.002800 per-call cost.
| Direction | $/MTok | Tokens per call |
|---|---|---|
| Input | $0.10 | 3,000 |
| Output | $0.50 | 5,000 |
Caching drops input cost from $0.10 to $0.01/MTok. For repeated system prompts, that saves $0.000270 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 | $0.002800 | $28 | $25.3 | $2.7 |
| 50,000 calls | $0.002800 | $140 | $126.5 | $13.5 |
| 100,000 calls | $0.002800 | $280 | $253 | $27 |
| 500,000 calls | $0.002800 | $1,400 | $1,265 | $135 |
| 1,000,000 calls | $0.002800 | $2,800 | $2,530 | $270 |
Benchmark data for chain of thought is pending for Claude Haiku 5.5. Test against your own evaluation suite before moving to production.
Benchmark data is not yet available for Claude Haiku 5.5. We recommend testing against your own evaluation criteria.
22 models score 80+ on chain of thought benchmarks, sorted by input rate. Cheapest: GPT 5.6 Luna (136% more, 86/100 quality).
| Model | Provider | Input $/MTok | Output $/MTok | Quality | Per call | vs Claude |
|---|---|---|---|---|---|---|
| GPT 5.6 Luna | GPT | $0.20 | $1.20 | 86/100 | $0.006600 | 136% more |
| Gemini 3.6 Flash | Gemini | $0.75 | $3.75 | 85/100 | $0.0210 | 650% more |
| Gemini 3.7 Flash | Gemini | $0.75 | $3.75 | 88/100 | $0.0210 | 650% more |
| Gemini 3.8 Flash | Gemini | $0.75 | $3.75 | 89/100 | $0.0210 | 650% more |
| Claude Sonnet 5 | Claude | $2.00 | $10.00 | 89/100 | $0.0560 | 1900% more |
| GPT 5.6 Terra | GPT | $2.00 | $12.00 | 91/100 | $0.0660 | 2257% more |
| GPT 6 Sol | GPT | $2.00 | $10.00 | 89/100 | $0.0560 | 1900% more |
| Gemini 3.1 Pro | Gemini | $2.00 | $12.00 | 84/100 | $0.0660 | 2257% more |
| Grok 4.6 | Grok | $2.00 | $6.00 | 91/100 | $0.0360 | 1186% more |
| Grok 4.5 | Grok | $2.00 | $6.00 | 87/100 | $0.0360 | 1186% more |
| GPT 5.4 | GPT | $2.50 | $15.00 | 88/100 | $0.0825 | 2846% more |
| Claude Sonnet 4.6 | Claude | $3.00 | $15.00 | 85/100 | $0.0840 | 2900% more |
| Claude Opus 5.5 | Claude | $4.00 | $20.00 | 92/100 | $0.1120 | 3900% more |
| GPT 5.6 Sol | GPT | $4.00 | $20.00 | 92/100 | $0.1120 | 3900% more |
| Claude Opus 4.8 | Claude | $5.00 | $25.00 | 89/100 | $0.1400 | 4900% more |
| Claude Opus 5 | Claude | $5.00 | $25.00 | 91/100 | $0.1400 | 4900% more |
| Claude Opus 4.7 | Claude | $5.00 | $25.00 | 87/100 | $0.1400 | 4900% more |
| Claude Opus 4.6 | Claude | $5.00 | $25.00 | 89/100 | $0.1400 | 4900% more |
| GPT 5.5 | GPT | $5.00 | $30.00 | 90/100 | $0.1650 | 5793% more |
| Claude Fable 5.1 | Claude | $10.00 | $50.00 | 92/100 | $0.2800 | 9900% more |
| Claude Fable 5 | Claude | $10.00 | $50.00 | 90/100 | $0.2800 | 9900% more |
| GPT 6 Astra | GPT | $10.00 | $50.00 | 93/100 | $0.2800 | 9900% more |
Provider
Claude
Tier
Fast / Budget
Context
1M tokens
Released
Oct 2026
Added by the model-onboarding job on 2026-10-08. Prices confirmed by the provider pricing page and the LiteLLM cross-check. Release date from the provider model list. Not yet benchmarked, so never recommended.
| Model | Tier | Input $/MTok | Output $/MTok | Context |
|---|---|---|---|---|
| Claude Opus 4.8 | Flagship | $5.00 | $25.00 | 1M |
| Claude Sonnet 4.6 | Mid-tier | $3.00 | $15.00 | 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 |
You can compare Claude Haiku 5.5 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.
See how Claude Haiku 5.5 costs change across different workload types.
Code Generation
$0.002200/call
Unit Test Generation
$0.002800/call
SQL Generation
$0.000650/call
API Generation
$0.003300/call
Code Refactoring
$0.002400/call
Code Review
$0.001500/call
PR Review
$0.002300/call
Security Review
$0.001850/call
Bug Detection
$0.001500/call
Document Summarization
$0.001500/call
PDF Summarization
$0.002250/call
Meeting Notes
$0.001800/call
Email Summarization
$0.000550/call
Chatbot
$0.000700/call
RAG Pipeline
$0.001350/call
Customer Support Bot
$0.000800/call
FAQ Bot
$0.000550/call
Data Extraction
$0.000900/call
JSON Extraction
$0.000700/call
Invoice Parsing
$0.000500/call
Resume Parsing
$0.000650/call
Legal Analysis
$0.003000/call
Math Reasoning
$0.001650/call
Financial Analysis
$0.002800/call
Content Moderation
$0.000100/call
Sentiment Analysis
$0.000100/call
Categorization
$0.000155/call
Intent Detection
$0.000080/call
Copywriting
$0.001050/call
Blog Writing
$0.004100/call
Marketing Copy
$0.001580/call
Product Descriptions
$0.000800/call
A typical chain of thought call using Claude Haiku 5.5 costs about $0.002800 per call. This estimate uses 3,000 input tokens and 5,000 output tokens at standard rates. Standard rates are $0.10 per million input tokens and $0.50 per million output tokens.
Our benchmark data does not yet include a chain of thought ranking for Claude Haiku 5.5. We recommend testing it against your own evaluation criteria before production usage.
The most affordable model for chain of thought 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 86/100. GPT 5.6 Luna costs more per call than Claude Haiku 5.5 but scores higher on quality benchmarks for this task type.
Three strategies lower Claude Haiku 5.5 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 $0.002800 to about $0.000140 per call.
Claude has 15 other models alongside Claude Haiku 5.5 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 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). The right choice depends on whether your chain of thought workload prioritizes quality, cost, or speed.
Claude Haiku 5.5 supports a context window of 1M tokens per API call. This sets the maximum combined length of your input prompt and generated response. For chain of thought, typical calls use 3,000 input and 5,000 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.