Start free

Claude · Flagship · 200K context window

Claude Opus 4.8 pricing for chatbot

$0.0350 per call at 2,000 input / 1,000 output tokens.

Per call

$0.0350

10K calls/mo

$350

Cache savings

90% off input

Batch savings

50% off all

Calculate your Claude Opus 4.8 costs

Adjust token counts, volume, and discount toggles to model your chatbot spend. Pricing updated weekly.

Configure your usage

2,000
100100K
1,000
5050K
10,000
1001M

Estimated cost

Monthly cost
$350
10,000 calls/month
Cost per call$0.035
Daily cost$12
Input rate$5.00/MTok
Output rate$25.00/MTok
Analyze your real spend

Quick start

Call Claude Opus 4.8 with the Anthropic Python SDK:

from anthropic import Anthropic

client = Anthropic()
response = client.messages.create(
    model="claude-opus-4-8",
    max_tokens=1000,
    messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.0350 per call at standard rates
# Input:  $5.00/MTok
# Output: $25.00/MTok

How Claude Opus 4.8 compares on cost

Per-call cost for all models scoring 50+ on chatbot benchmarks. Hover for details.

Gemini 3.5 Flash-Lite$0.002000Gemini 3 Flash$0.004000Claude Haiku 4.5$0.007000GPT 5.6 Luna$0.008000Gemini 3.5 Flash$0.0120Claude Sonnet 5$0.0140Gemini 3.1 Pro$0.0160GPT 5.4$0.0200GPT 5.6 Terra$0.0200Claude Sonnet 4.6$0.0210Claude Opus 4.8$0.0350GPT 5.5$0.0400GPT 5.6 Sol$0.0400Claude Fable 5$0.0700

Cheapest viable option: Gemini 3 Flash at $0.004000/call (89% less, 82/100 quality).

Complete Claude Opus 4.8 pricing breakdown

Standard token rates

Direction$/MTokTokens per call
Input$5.002,000
Output$25.001,000

Prompt caching: 90% off input tokens

Caching drops input cost from $5.00 to $0.50/MTok. For repeated system prompts, that saves $0.009000 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$0.0350$350$260$90
50,000 calls$0.0350$1,750$1,300$450
100,000 calls$0.0350$3,500$2,600$900
500,000 calls$0.0350$17,500$13,000$4,500
1,000,000 calls$0.0350$35,000$26,000$9,000

Claude Opus 4.8 quality benchmarks for chatbot

Claude Opus 4.8 is a solid pick for chatbot

Scores 85/100 (rank #5 of 14). Good balance of quality and cost for chatbot.

Top-ranked: GPT 5.6 Terra (92/100) at $0.0200/call

Performance across all task types

Claude Opus 4.8 scores by task type. Chatbot highlighted.

Reasoning97Code Generation95Code Review94Creative Writing93Summarization88Q&A *85Extraction82Classification80
Task typeConfidence scoreRank out of 14
Reasoning97/100#1
Code Generation95/100#1
Code Review94/100#2
Creative Writing93/100#1
Summarization88/100#4
Q&A(current page)85/100#5
Extraction82/100#5
Classification80/100#6

Alternative models for chatbot

12 models score 80+ on chatbot benchmarks, sorted by input rate. Cheapest: Gemini 3 Flash (89% less, 82/100 quality).

ModelProviderInput $/MTokOutput $/MTokQualityPer callvs Claude
Gemini 3 FlashGemini$0.50$3.0082/100$0.00400089% cheaper
Claude Haiku 4.5Claude$1.00$5.0086/100$0.00700080% cheaper
GPT 5.6 LunaGPT$1.00$6.0085/100$0.00800077% cheaper
Gemini 3.5 FlashGemini$1.50$9.0084/100$0.012066% cheaper
Claude Sonnet 5Claude$2.00$10.0089/100$0.014060% cheaper
Gemini 3.1 ProGemini$2.00$12.0087/100$0.016054% cheaper
GPT 5.4GPT$2.50$15.0091/100$0.020043% cheaper
GPT 5.6 TerraGPT$2.50$15.0092/100$0.020043% cheaper
Claude Sonnet 4.6Claude$3.00$15.0088/100$0.021040% cheaper
GPT 5.5GPT$5.00$30.0090/100$0.040014% more
GPT 5.6 SolGPT$5.00$30.0091/100$0.040014% more
Claude Fable 5Claude$10.00$50.0088/100$0.0700100% more

About Claude Opus 4.8

Provider

Claude

Tier

Flagship

Context

200K tokens

Released

Apr 2026

Other models from Claude

ModelTierInput $/MTokOutput $/MTokContext
Claude Sonnet 4.6Mid-tier$3.00$15.00200K
Claude Haiku 4.5Fast / Budget$1.00$5.00200K
Claude Sonnet 5Mid-tier$2.00$10.00200K
Claude Fable 5Flagship$10.00$50.001,000K

You can compare Claude Opus 4.8 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.

Claude Opus 4.8 pricing for other use cases

See how Claude Opus 4.8 costs change across different workload types.

Code Generation

$0.1100/call

Unit Test Generation

$0.1400/call

SQL Generation

$0.0325/call

API Generation

$0.1650/call

Code Refactoring

$0.1200/call

Code Review

$0.0750/call

PR Review

$0.1150/call

Security Review

$0.0925/call

Bug Detection

$0.0750/call

Document Summarization

$0.0750/call

PDF Summarization

$0.1125/call

Meeting Notes

$0.0900/call

Email Summarization

$0.0275/call

RAG Pipeline

$0.0675/call

Customer Support Bot

$0.0400/call

FAQ Bot

$0.0275/call

Data Extraction

$0.0450/call

JSON Extraction

$0.0350/call

Invoice Parsing

$0.0250/call

Resume Parsing

$0.0325/call

Chain of Thought

$0.1400/call

Legal Analysis

$0.1500/call

Math Reasoning

$0.0825/call

Financial Analysis

$0.1400/call

Content Moderation

$0.005000/call

Sentiment Analysis

$0.005000/call

Categorization

$0.007750/call

Intent Detection

$0.004000/call

Copywriting

$0.0525/call

Blog Writing

$0.2050/call

Marketing Copy

$0.0790/call

Product Descriptions

$0.0400/call

Related pages

Frequently asked questions

How much does Claude Opus 4.8 cost for chatbot per API call?

$0.0350 per call at 2,000 input / 1,000 output tokens.

Is Claude Opus 4.8 the best model for chatbot?

Scores 85/100, rank #5 of 14 models. Top-ranked: GPT 5.6 Terra at 92/100.

What is the cheapest model for chatbot with good quality?

Gemini 3 Flash scores 82/100 quality at $0.50/$3.00 per MTok. That is 89% less than Claude Opus 4.8 per call.

How can I reduce my Claude Opus 4.8 costs for chatbot?

Three strategies: prompt caching (90% off input), batch API (50% off all tokens), prompt optimization. Combined: $0.0350 drops to about $0.001750 per call.

How does Claude Opus 4.8 pricing compare to other Claude models?

Claude also offers: Claude Sonnet 4.6 at $3.00/$15.00, Claude Haiku 4.5 at $1.00/$5.00, Claude Sonnet 5 at $2.00/$10.00, Claude Fable 5 at $10.00/$50.00.

What context window does Claude Opus 4.8 support?

200K tokens total. Typical chatbot calls use 2,000 plus 1,000 tokens, well within limits.

Track what you spend on AI

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.

Free spend teardownStart free dashboard