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Key Highlights

  • Top Coding: 80.9% on SWE-bench Verified, surpassing GPT-5.1-Codex-Max (77.9%) and Gemini 3 Pro (76.2%)
  • Price Drop: $5/$25 per million tokens, only 1/3 of previous Opus pricing
  • Coding Champion: Exceeds historical human top scores on internal engineering interviews, 10.6% higher than Sonnet 4.5 on Aider Polyglot
  • Smart Reasoning: New effort parameter adjusts reasoning depth, medium mode saves 76% output tokens vs Sonnet 4.5
  • API易 Available: Supports both OpenAI and Anthropic native formats, works with Claude Code desktop app

Background

On November 24, 2025, Anthropic officially released Claude Opus 4.5 (model ID: claude-opus-4-5-20251101), a major upgrade following the Claude 4.1 series. This release’s biggest highlight is drastically improving performance while cutting prices to 1/3 of the previous generation, breaking the industry assumption that “top models must be expensive.” Claude Opus 4.5 achieves comprehensive breakthroughs in coding, reasoning, and tool use, particularly reaching 80.9% accuracy on real-world software engineering tasks (SWE-bench Verified), surpassing OpenAI GPT-5.1-Codex-Max and Google Gemini 3 Pro to become the most powerful AI coding model available. API易 has integrated Claude Opus 4.5 immediately, supporting both OpenAI and Anthropic native formats, allowing developers to switch seamlessly and enjoy top-tier AI capabilities.

Detailed Analysis

Core Features

Top Coding Performance

80.9% on SWE-bench Verified, surpassing all competitors, exceeds historical human top scores on internal engineering exams

Adjustable Reasoning

New effort parameter (low/medium/high) balances speed and quality, medium mode saves 76% output tokens

66% Price Cut

$5/$25 per million tokens, only 1/3 of previous generation, making top AI accessible to all

Multimodal Vision

Upgraded vision understanding for complex visual tasks like image analysis, chart interpretation, and UI recognition

Performance Benchmarks

Claude Opus 4.5 demonstrates exceptional performance across multiple authoritative benchmarks, especially in coding and reasoning:
BenchmarkClaude Opus 4.5GPT-5.1-Codex-MaxGemini 3 ProSonnet 4.5
SWE-bench Verified80.9%77.9%76.2%77.2%
Aider Polyglot10.6% higher than Sonnet 4.5--Baseline
Vending-Bench29% higher than Sonnet 4.5--Baseline
Source: Anthropic official blog (published November 24, 2025), SWE-bench Verified is the industry-recognized benchmark for real software engineering tasks.
Coding Breakthroughs:
  • Achieves 80.9% accuracy on real codebase fixing tasks
  • Exceeds historical human top scores on internal engineering recruitment exams
  • 10.6% improvement over Sonnet 4.5 on Aider Polyglot multilingual programming tests
Reasoning Efficiency Innovation:
  • New effort parameter adjusts reasoning depth (low/medium/high)
  • Medium mode matches Sonnet 4.5 output quality while using only 24% of output tokens
  • Significantly reduces costs while maintaining quality

Technical Specifications

ParameterSpecification
Context Length200,000 tokens
Max Output64,000 tokens
Knowledge CutoffMarch 2025
MultimodalImage input supported (enhanced vision)
Reasoning Controleffort parameter (low/medium/high)
API FormatsOpenAI compatible / Anthropic native
Reasoning mode (effort parameter) affects response speed and token consumption: high mode has best quality but slower speed, low mode is fast but limited reasoning depth, medium mode balances performance and cost.

Practical Applications

With top coding ability and reasoning depth, Claude Opus 4.5 is ideal for:
  1. Complex Code Development: Multi-file project refactoring, architecture design, code review
  2. Software Engineering: Bug fixing, feature implementation, test case generation
  3. Deep Reasoning Analysis: Technical decisions, solution comparison, problem diagnosis
  4. Multimodal Applications: UI design analysis, chart data extraction, document understanding
  5. Long Text Processing: 200K token context supports full codebase analysis

Code Examples

OpenAI Format

from openai import OpenAI

client = OpenAI(
    api_key="your-apiyi-key",
    base_url="https://api.apiyi.com/v1"
)

response = client.chat.completions.create(
    model="claude-opus-4-5-20251101",
    messages=[
        {
            "role": "user",
            "content": "Refactor this Python code to improve performance and add error handling..."
        }
    ],
    # Optional: set reasoning depth (default medium)
    extra_body={
        "anthropic_effort": "high"  # low/medium/high
    }
)

print(response.choices[0].message.content)

Anthropic Native Format

import anthropic

client = anthropic.Anthropic(
    api_key="your-apiyi-key",
    base_url="https://api.anthropic-hub.com"
)

message = client.messages.create(
    model="claude-opus-4-5-20251101",
    max_tokens=8192,
    messages=[
        {
            "role": "user",
            "content": "Analyze the pros and cons of this architecture design..."
        }
    ],
    # Set reasoning depth
    extra_headers={
        "anthropic-effort": "high"
    }
)

print(message.content[0].text)

Using in Claude Code

Claude Code desktop app has integrated Opus 4.5. Configure in settings:
{
  "model": "claude-opus-4-5-20251101",
  "apiKey": "your-apiyi-key",
  "baseURL": "https://api.apiyi.com/v1"
}

Best Practices

  1. Choose the right reasoning mode:
    • low mode: Quick response, simple tasks, cost-sensitive scenarios
    • medium mode (default): Balances quality and cost, suitable for most scenarios
    • high mode: Complex reasoning, critical tasks, quality-first scenarios
  2. Leverage long context:
    • 200K token context can hold ~150K Chinese characters or full codebases
    • Ideal for multi-turn dialogue, long document analysis, repository-level operations
  3. Apply multimodal capabilities:
    • Upload UI screenshots for AI to generate corresponding code
    • Analyze architecture diagrams and get optimization suggestions
    • Extract data from charts and generate reports
  4. Cost optimization tips:
    • Use medium mode first (saves ~70% output tokens vs high mode)
    • Compared to previous Opus, same tasks cost 66% less
    • With API易 recharge bonuses, actual cost can be as low as 80%

Pricing & Availability

Pricing

ItemClaude Opus 4.5Claude Opus 4.1Reduction
Input$5 / million tokens$15 / million tokens-66%
Output$25 / million tokens$75 / million tokens-66%
Price is only 1/3 of previous generation (66% reduction), drastically lowering costs while maintaining top performance.
Competitor Price Comparison:
ModelInput PriceOutput PricePerformance
Claude Opus 4.5$5$25SWE-bench 80.9%
GPT-5.1-Codex-Max$1.25$10SWE-bench 77.9%
Gemini 3 Pro$2$12SWE-bench 76.2%
Claude Sonnet 4.5$3$15SWE-bench 77.2%
While slightly more expensive than competitors, Claude Opus 4.5 significantly leads in performance, offering better value for complex tasks.

Recharge Bonuses

API易 Recharge Bonuses:
  • Recharge ¥100+: 10% bonus
  • Recharge ¥500+: 15% bonus
  • Recharge ¥1000+: 20% bonus
Actual Cost: With bonus activities, Claude Opus 4.5 actual usage cost can be as low as:
  • Input: $4 / million tokens (80% of list price)
  • Output: $20 / million tokens (80% of list price)

Purchase Channels

API易 Platform:
  • Website: apiyi.com
  • OpenAI format support (https://api.apiyi.com/v1)
  • Anthropic native format support (https://api.anthropic-hub.com)
  • Compatible with Claude Code desktop app
Other Channels:
  • Anthropic official API
  • AWS Bedrock
  • Google Cloud Vertex AI
  • Azure AI

Summary & Recommendations

Claude Opus 4.5’s release marks a new milestone in AI coding capabilities. It not only tops authoritative benchmarks like SWE-bench Verified but also achieves a 66% price reduction, making top AI truly accessible. Core Advantages:
  • Coding Champion: 80.9% SWE-bench Verified, surpassing all competitors
  • Best Value: Only 1/3 of previous generation pricing, effort parameter further optimizes costs
  • Reasoning Depth: High mode for complex tasks, medium mode balances quality and cost
  • Mature Ecosystem: Supports OpenAI/Anthropic dual formats, compatible with Claude Code
Usage Recommendations:
  1. Complex Coding Tasks: Prioritize Opus 4.5 with high or medium mode
  2. Cost Optimization: Use medium mode, leverage API易 recharge bonuses to reduce costs
  3. Rapid Development: Downgrade to Sonnet 4.5 ($3/$15) for simple tasks to save costs
  4. Long Text Processing: Fully utilize 200K token context for complete project processing
Who Should Use Opus 4.5:
  • Developers needing strongest coding capabilities
  • Researchers handling complex reasoning tasks
  • Enterprise applications prioritizing quality
  • Codebase analysis scenarios requiring long context support
API易 has fully integrated Claude Opus 4.5, supporting both OpenAI and Anthropic formats. Register and recharge now to enjoy bonus benefits and experience the coding champion’s powerful capabilities!
Sources: Anthropic official blog (November 24, 2025), SWE-bench official benchmark data. Data retrieved: November 25, 2025.