Home/Models/Claude Opus 4.8
AnthropicAnthropic
Flagship1M tokens

Claude Opus 4.8

API Model ID:claude-opus-4.8

Pinnacle cognitive model surpassing human expert benchmarks in math and formal logic.

#128K Output#Formal Logic#Pinnacle Intelligence#Flagship#1M Context
Context Window1M tokens1,000,000 tokens
Max Output128K tokens128,000 tokens
Input Price$16.00per 1M input tokens
Output Price$80.00per 1M output tokens
Latency / Speed~250ms85 tokens/sec

Overview & Architecture

Claude Opus 4.8 is Anthropic's most capable intelligence model to date. Featuring a 1M-token context window, an unprecedented 128K max output window, and breakthrough achievements in formal logic, theorem proving, and multi-agent coordination, Opus 4.8 is the definitive apex model for intractable problems.

ArchitectureConstitutional Ultra-Scale Transformer with Formal Verification Modules
Knowledge IndexCurrent (Continuously Indexed)

Benchmark Highlights

GPQA Diamond78.9%

Frontier scientific expertise

MATH-50098.1%

Formal competition mathematics

SWE-bench Verified76.5%

Complex GitHub pull requests resolved

Arena Elo1395

Universal head-to-head preference leader

Supported Capabilities

Function Calling / Tools
Supported
Vision & Image Inputs
Supported
Audio & Voice Inputs
No
Structured JSON Mode
Supported
System Prompts
Supported
Streaming Completions
Supported
Prompt Caching
Supported

Engineering Strengths

  • Highest benchmark scores across formal logic, math, and software engineering
  • Massive 128K output window enabling complete generation of entire applications
  • Near-zero hallucination on verifiable mathematical and programmatic claims
  • Exceptional nuance and safety alignment under adversarial pressure

Recommended Production Workloads

  • Autonomous end-to-end software engineering and automated PR production
  • Formal verification, cryptographic audits, and critical safety reviews
  • Frontier scientific research, drug discovery synthesis, and quantum computing proofs

Execute via Gruvo

Unified Endpoint

Connect through Gruvo with OpenAI-compatible client libraries. Gruvo translates requests, manages provider streaming, and applies caching automatically.

import OpenAI from "openai";

// Configure client with Gruvo's unified AI gateway
const gruvo = new OpenAI({
  baseURL: "https://api.gruvo.ai/v1",
  apiKey: process.env.GRUVO_API_KEY,
  defaultHeaders: {
    "X-Gruvo-Provider": "anthropic",
  },
});

const completion = await gruvo.chat.completions.create({
  model: "claude-opus-4.8",
  messages: [
    { role: "system", content: "You are a production reasoning assistant." },
    { role: "user", content: "Analyze the architecture of our service." },
  ],
  temperature: 0.2,
});

console.log(completion.choices[0].message.content);

Automatic Failover & Routing

If Anthropic suffers an unexpected outage or rate limit (HTTP 429), Gruvo can automatically route in-flight requests to equivalent tier models:

Gruvo Execution Layer

  • Real-time per-token latency and error observability
  • Unified spend tracking and budget caps
  • Bring your own provider API keys or use pooled keys
Start Free on Gruvo