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Anthropic: Claude Opus 4.8

by Anthropic

9.2
Quality score / 10

Overview

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...

Our take

Among Anthropic's chat and assistant lineup, this is positioned as the most capable generally available Opus model, sitting at the top of the family's stable releases. That placement matters for a concrete scenario: a team automating complex knowledge work can hand it text, image, and file inputs and rely on chain-of-thought reasoning to work through multi-step analysis, with the 1,000,000-token context window, larger than most models listed here, holding an entire project's documents in view. Function calling and structured JSON output make it usable as the reasoning core of an agent. On price it slots between siblings: at $5 per million input tokens it is above average for the category, but half the $10 rate of the fast-mode variant and the Fable line, while costing more than Claude Sonnet 5 at $2 per million. That frames it as the high-capability, standard-speed choice rather than the cheapest or the fastest. There is no free tier. It suits teams doing demanding research and writing who want top Opus-class capability without paying the fast-mode surcharge. Choose it when you need the family's strongest generally available reasoning at standard latency; opt for Sonnet 5 if budget leads, or the fast variant if response speed is the binding constraint.

How Anthropic: Claude Opus 4.8 stacks up

Among the 359 chatbots & llms tools in our directory, it ranks #3 of 354 on quality (9.2/10), 15% above the 354-tool average of 8.0, and its $5/1M input-token rate is in the premium end — 148% pricier than the 344-model average of $2.02/1M.

Weighing quality against cost, Anthropic: Claude Opus 4.8's cost-per-quality-point of $0.54 places it at #306 of 334 for value among chatbots & llms tools.

Anthropic: Claude Opus 4.8 in depth

Anthropic: Claude Opus 4.8, built by Anthropic, sits in the chatbots & llms space and is a paid tool starting at $5.00/1M tokens. Our editors rate it 9.2 out of 10 based on capability, ecosystem and value. It handles a context window of 1,000,000 tokens.

On the feature side, Anthropic: Claude Opus 4.8 brings 1,000,000-token context window, vision (image input), reasoning / chain-of-thought and tool / function calling. These are the capabilities that most shape day-to-day use and separate it from thinner alternatives.

Its biggest strength is large 1,000,000-token context window, bigger than most models listed here, while the main trade-off to weigh is that above-average api pricing ($5 per 1m input tokens). Keep both in mind when deciding whether it fits your workflow.

Anthropic: Claude Opus 4.8 is most often chosen for research and writing. If that matches your goals, it's a strong candidate to shortlist.

Speed
Context window
1,000,000 tokens
Free tier
No
Updated
2026-09-21

Key features

  • 1,000,000-token context window
  • Vision (image input)
  • Reasoning / chain-of-thought
  • Tool / function calling
  • Structured (JSON) outputs

Pricing

$5.00/1M tokens
Pay per token
Paid$5.00/1M tokens
API input
$5 / 1M tokens
API output
$25 / 1M tokens
See full API pricing → llmprice.app

Pros

  • +Large 1,000,000-token context window, bigger than most models listed here
  • +Built-in reasoning (chain-of-thought) mode for harder problems
  • +Accepts images as input (vision-capable)
  • +Supports tool / function calling for agent-style workflows

Cons

  • Above-average API pricing ($5 per 1M input tokens)

Who should use Anthropic: Claude Opus 4.8

  • Anyone looking for a chatbots & llms tool from Anthropic.
  • Teams and individuals focused on research and writing.
  • People who value large 1,000,000-token context window, bigger than most models listed here.
  • Workflows that need a 1,000,000 tokens context window.

Who should look elsewhere

  • Anyone who needs a free tier — this tool is paid only.
  • Those for whom above-average api pricing ($5 per 1m input tokens) is a dealbreaker.

Best for

10 Best Anthropic: Claude Opus 4.8 Alternatives in 2026

Anthropic: Claude Opus 4.8 is a strong chatbots & llms tool, but it is not the only option. Whether you are after a lower price, different features or a better fit for your workflow, here are the 10 best alternatives to Anthropic: Claude Opus 4.8, ranked and compared.

1
ClaudeFree tier$20/mo

Anthropic

Claude is Anthropic's family of AI assistants, known for long-context reasoning, careful writing and strong coding…

+ Best-in-class long-document reasoning+ Natural, high-quality writing+ Strong safety and reliability
Read full Claude review →
2
ChatGPTFree tier$20/mo

OpenAI

ChatGPT is OpenAI's flagship conversational AI, powering hundreds of millions of weekly users across web, mobile and…

+ Most polished and widely supported ecosystem+ Excellent general reasoning and coding+ Huge third-party integration support
Read full ChatGPT review →
3
GeminiFree tier$20/mo

Google DeepMind

Gemini is Google's natively multimodal model family, deeply integrated across Search, Workspace, Android and the Pixel…

+ Massive context window+ Tight integration with Google ecosystem+ Generous free access
Read full Gemini review →
4
Z.ai: GLM 5.3 FlashXPaid$0.37/1M tokens

Z.AI

GLM-5.3-FlashX is the high-speed variant of Z.ai's GLM-5.3-Flash, a native multimodal model delivering inference speeds…

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Z.ai: GLM 5.3 FlashX review →
5
Sakana: Fugu Ultra v2Paid$5.00/1M tokens

Sakana AI

Fugu Ultra v2 is the higher-performance model in Sakana AI's Fugu family.

+ Large 1,000,000-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Sakana: Fugu Ultra v2 review →
6
Sakana: Fugu MaxPaid$2.00/1M tokens

Sakana AI

Fugu Max is the cost-performance model in Sakana AI's Fugu family. Rather than a single monolithic model, Fugu is a…

+ Large 1,000,000-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Sakana: Fugu Max review →
7

DeepSeek

DeepSeek V4.1 Flash is a sparse mixture-of-experts model from DeepSeek, and the first built on the company's Causal…

+ Low API price — $0.15 per 1M input tokens, cheaper than roughly 75% of comparable models+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems
Read full DeepSeek: DeepSeek V4.1 Flash review →
8
OpenAI: GPT-6 AstraPaid$10.00/1M tokens

OpenAI

GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software…

+ Large 1,050,000-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full OpenAI: GPT-6 Astra review →
9
OpenAI: GPT-6 Astra ProPaid$10.00/1M tokens

OpenAI

GPT-6 Astra Pro is the same underlying model as [GPT-6 Astra](https://openrouter.ai/openai/gpt-6-astra), served with…

+ Large 1,050,000-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full OpenAI: GPT-6 Astra Pro review →
10
Qwen: Qwen3.8 Max (0902)Paid$2.00/1M tokens

Qwen

Qwen3.8 Max 0902 is an updated snapshot of Qwen3.8 Max from Alibaba's Qwen team.

+ Large 1,000,000-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Qwen: Qwen3.8 Max (0902) review →

Anthropic: Claude Opus 4.8 vs top alternatives

A side-by-side look at how Anthropic: Claude Opus 4.8 stacks up against its closest rivals.

FeatureAnthropic: Claude Opus 4.8AnthropicClaudeAnthropicChatGPTOpenAIGeminiGoogle DeepMind
Quality score9.2 / 109.6 / 109.5 / 109.2 / 10
Starting price$5.00/1M tokens$20/mo$20/mo$20/mo
Free tierNoYes — Free tier availableYes — Free tier availableYes — Free tier available
API input price$5 / 1M tokens$10 / 1M tokens$10 / 1M tokens$0.75 / 1M tokens
API output price$25 / 1M tokens$50 / 1M tokens$50 / 1M tokens$3.75 / 1M tokens
SpeedFastFastFast
Context window1,000,000 tokens200K tokens128K tokens1M-2M tokens
CategoriesChatbots & LLMsChatbots & LLMs, Coding, WritingChatbots & LLMs, Coding, WritingChatbots & LLMs, Coding, Writing
Key features
  • 1,000,000-token context window
  • Vision (image input)
  • Reasoning / chain-of-thought
  • Tool / function calling
  • Industry-leading long context (200K+ tokens)
  • Artifacts for live previews
  • Strong agentic coding (Claude Code)
  • Vision and document analysis
  • Multimodal text, image and voice input
  • Advanced data analysis (code interpreter)
  • Custom GPTs and GPT Store
  • Web browsing and real-time search
  • Up to 2M token context window
  • Deep Google Workspace integration
  • Native video and audio understanding
  • Real-time Google Search grounding
Pros
  • + Large 1,000,000-token context window, bigger than most models listed here
  • + Built-in reasoning (chain-of-thought) mode for harder problems
  • + Accepts images as input (vision-capable)
  • + Supports tool / function calling for agent-style workflows
  • + Best-in-class long-document reasoning
  • + Natural, high-quality writing
  • + Strong safety and reliability
  • + Most polished and widely supported ecosystem
  • + Excellent general reasoning and coding
  • + Huge third-party integration support
  • + Massive context window
  • + Tight integration with Google ecosystem
  • + Generous free access
Cons
  • Above-average API pricing ($5 per 1M input tokens)
  • No native image generation
  • Fewer consumer integrations than ChatGPT
  • Usage caps on the most capable models
  • Can be verbose and overly cautious
  • Quality can be inconsistent on edge cases
  • Privacy concerns for some users

Frequently asked questions

Q. Is Anthropic: Claude Opus 4.8 free?

No — Anthropic: Claude Opus 4.8 is a paid tool, starting at $5.00/1M tokens.

Q. How much does Anthropic: Claude Opus 4.8 cost?

Anthropic: Claude Opus 4.8 starts at $5.00/1M tokens. API usage is around $5 per 1M input tokens and $25 per 1M output tokens.

Q. What is Anthropic: Claude Opus 4.8 best for?

Anthropic: Claude Opus 4.8 is best suited to research and writing, within the chatbots & llms category.

Q. What are the best Anthropic: Claude Opus 4.8 alternatives?

Popular alternatives to Anthropic: Claude Opus 4.8 include Claude, ChatGPT, Gemini and Z.ai: GLM 5.3 FlashX. Each trades off price, quality and ecosystem differently.

Q. Is there a free alternative to Anthropic: Claude Opus 4.8?

Yes. Claude, ChatGPT, Gemini offer a free tier, making them good starting points if you want to avoid an upfront subscription.

Q. Why switch from Anthropic: Claude Opus 4.8?

Common reasons include pricing, specific feature gaps (Above-average API pricing ($5 per 1M input tokens)), data-privacy requirements, or simply wanting a tool that fits your stack better.

How we rate AI tools

Our quality score weighs capability on real tasks, breadth of features and integrations, pricing and value, and how actively the tool is maintained. Scores are editorial guidance, not benchmarks — always trial a tool on your own workflow before committing. Pricing and features change frequently, so verify current details on the official site.

Ready to try Anthropic: Claude Opus 4.8?

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Visit Anthropic: Claude Opus 4.8