Claude · Flagship · 200K context window
$0.0925 per call at 6,000 input / 2,500 output tokens.
Per call
$0.0925
10K calls/mo
$925
Cache savings
90% off input
Batch savings
50% off all
Adjust token counts, volume, and discount toggles to model your security review spend. Pricing updated weekly.
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=2500,
messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.0925 per call at standard rates
# Input: $5.00/MTok
# Output: $25.00/MTokPer-call cost for all models scoring 50+ on security review benchmarks. Hover for details.
Cheapest viable option: Claude Sonnet 5 at $0.0370/call (60% less, 96/100 quality).
| Direction | $/MTok | Tokens per call |
|---|---|---|
| Input | $5.00 | 6,000 |
| Output | $25.00 | 2,500 |
Caching drops input cost from $5.00 to $0.50/MTok. For repeated system prompts, that saves $0.0270 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 | $0.0925 | $925 | $655 | $270 |
| 50,000 calls | $0.0925 | $4,625 | $3,275 | $1,350 |
| 100,000 calls | $0.0925 | $9,250 | $6,550 | $2,700 |
| 500,000 calls | $0.0925 | $46,250 | $32,750 | $13,500 |
| 1,000,000 calls | $0.0925 | $92,500 | $65,500 | $27,000 |
Use Claude Opus 4.8 for security review
Scores 94/100 (rank #2 of 14). Strong pick for production security review workloads.
Top-ranked: Claude Sonnet 5 (96/100) at $0.0370/call
Claude Opus 4.8 scores by task type. Security Review highlighted.
| Task type | Confidence score | Rank out of 14 |
|---|---|---|
| Reasoning | 97/100 | #1 |
| Code Generation | 95/100 | #1 |
| Code Review(current page) | 94/100 | #2 |
| Creative Writing | 93/100 | #1 |
| Summarization | 88/100 | #4 |
| Q&A | 85/100 | #5 |
| Extraction | 82/100 | #5 |
| Classification | 80/100 | #6 |
8 models score 80+ on security review benchmarks, sorted by input rate. Cheapest: Claude Sonnet 5 (60% less, 96/100 quality).
| Model | Provider | Input $/MTok | Output $/MTok | Quality | Per call | vs Claude |
|---|---|---|---|---|---|---|
| Claude Sonnet 5 | Claude | $2.00 | $10.00 | 96/100 | $0.0370 | 60% cheaper |
| Gemini 3.1 Pro | Gemini | $2.00 | $12.00 | 84/100 | $0.0420 | 55% cheaper |
| GPT 5.4 | GPT | $2.50 | $15.00 | 82/100 | $0.0525 | 43% cheaper |
| GPT 5.6 Terra | GPT | $2.50 | $15.00 | 84/100 | $0.0525 | 43% cheaper |
| Claude Sonnet 4.6 | Claude | $3.00 | $15.00 | 95/100 | $0.0555 | 40% cheaper |
| GPT 5.5 | GPT | $5.00 | $30.00 | 90/100 | $0.1050 | 14% more |
| GPT 5.6 Sol | GPT | $5.00 | $30.00 | 92/100 | $0.1050 | 14% more |
| Claude Fable 5 | Claude | $10.00 | $50.00 | 95/100 | $0.1850 | 100% more |
Provider
Claude
Tier
Flagship
Context
200K tokens
Released
Apr 2026
| Model | Tier | Input $/MTok | Output $/MTok | Context |
|---|---|---|---|---|
| Claude Sonnet 4.6 | Mid-tier | $3.00 | $15.00 | 200K |
| Claude Haiku 4.5 | Fast / Budget | $1.00 | $5.00 | 200K |
| Claude Sonnet 5 | Mid-tier | $2.00 | $10.00 | 200K |
| Claude Fable 5 | Flagship | $10.00 | $50.00 | 1,000K |
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.
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
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
Chatbot
$0.0350/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
$0.0925 per call at 6,000 input / 2,500 output tokens.
Scores 94/100, rank #2 of 14 models. Top-ranked: Claude Sonnet 5 at 96/100.
Claude Sonnet 5 scores 96/100 quality at $2.00/$10.00 per MTok. That is 60% less than Claude Opus 4.8 per call.
Three strategies: prompt caching (90% off input), batch API (50% off all tokens), prompt optimization. Combined: $0.0925 drops to about $0.004625 per call.
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.
200K tokens total. Typical security review calls use 6,000 plus 2,500 tokens, well within limits.
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.