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Anthropic vs Parasail: Token Pricing, Speed & Intelligence

Full comparison of Anthropic and Parasail — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Anthropic

Claude 5 — Fable 5.1, Opus 5, Sonnet 5, Haiku 4.5 with 1M context

Anthropic builds the Claude model family, now in its fifth generation. The Claude 5 lineup includes Fable 5.1 and Opus 5 at the frontier (1M+ token context, reasoning models), Claude Sonnet 5 for production workloads, and Haiku 4.5 for cost-efficient inference. Anthropic also offers Claude Code (agentic coding) and Claude Science (research) as specialised products. Prompt caching is available at up to 90% discount.

CodingReasoningLong-contextChatAgents
Proprietary models

Parasail

Serverless inference — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4

Parasail is a serverless LLM inference platform offering a broad catalog of open-weight models including Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.3 Flash, MiniMax M3, DeepSeek V4 Pro/Flash, Qwen3.5 397B-A17B, Qwen3 235B-A22B, Llama 4 Maverick, Llama 3.3 70B, Mistral Small 3.2 24B, MiMo v2.5, Gemma 4 31B, gpt-oss-120b, and gpt-oss-20b. Pricing is published at parasail.io/pricing.

Open-sourceCost-efficiencyReasoningChatCodingMultilingual
Open-weight hostHosts open weights

Key metric comparison

Cheapest input ($/1M)

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Cheapest output ($/1M)

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Peak throughput

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Best latency (TTFT)

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Intelligence score

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Context window

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Live token pricing

Strengths and weaknesses

Anthropic

Claude 5 family leads on coding and reasoning benchmarks
1M+ token context window on Claude 5 models
Aggressive prompt caching — up to 90% discount
Claude Code for agentic software engineering
Extended thinking / reasoning mode on Opus 5 and Fable 5
No open-weight models — full vendor lock-in
Frontier models are among the higher-priced options — check live table for current rates
No native image generation capability

Parasail

Broad open-weight model catalog: Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4
Competitive serverless pricing across all tiers
Kimi K3 and Kimi K2.6 availability — rare outside Chinese providers
gpt-oss-120b and gpt-oss-20b at competitive rates
OpenAI-compatible API
Newer platform — less battle-tested than Together AI or Fireworks
No proprietary frontier models
Smaller community and ecosystem

Key differentiators

Anthropic

Claude 5 Opus and Fable 5 lead the BenchLM leaderboard as of September 2026, with 1M+ context windows and extended reasoning — plus Claude Code for agentic software engineering.

Parasail

One of the broadest serverless open-weight catalogs available — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, and Llama 4 Maverick at competitive per-token rates.

Frequently asked questions

Anthropic FAQs

What are the latest Anthropic Claude models?

The Claude 5 family includes Fable 5.1 and Opus 5 (frontier reasoning), Claude Sonnet 5 (balanced), and Haiku 4.5 (efficient tier). Claude Code is a specialised agentic coding product. Check docs.anthropic.com/en/docs/about-claude/models for current pricing.

What is the context window for Claude 5 models?

Claude 5 Opus, Fable 5, and Mythos 5 all support 1M+ token context windows, enabling full-codebase and book-length document analysis in a single call.

How does Anthropic prompt caching work?

Anthropic's prompt caching lets you mark portions of your prompt (system prompts, documents, tool definitions) to be cached server-side. Cached tokens are billed at 10% of the standard input price after the first write, making repeated long-context calls dramatically cheaper.

Parasail FAQs

What is Parasail?

Parasail is a serverless LLM inference platform offering a broad catalog of open-weight models. See parasail.io/pricing for current rates and model availability.

What models does Parasail offer?

Parasail's catalog includes Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.3 Flash, MiniMax M3, DeepSeek V4 Pro/Flash, Qwen3.5 397B-A17B, Qwen3 235B-A22B, Llama 4 Maverick, Llama 3.3 70B, Mistral Small 3.2 24B, MiMo v2.5, Gemma 4 31B, gpt-oss-120b, and gpt-oss-20b. See parasail.io/pricing for current rates.

How much does Parasail cost?

As of October 2026: Kimi K3 $3.00/$15.00, Kimi K2.6 $0.75/$3.50, GLM-5.3 $1.40/$4.40, GLM-5.3 Flash $0.15/$0.50, MiniMax M3 $0.30/$1.20, DeepSeek V4 Pro $1.74/$3.48, DeepSeek V4 Flash $0.14/$0.28. See parasail.io/pricing for current rates.

Provider resources

Anthropic — Claude 5 — Fable 5.1, Opus 5, Sonnet 5, Haiku 4.5 with 1M context

Anthropic builds the Claude model family, now in its fifth generation. The Claude 5 lineup includes Fable 5.1 and Opus 5 at the frontier (1M+ token context, reasoning models), Claude Sonnet 5 for production workloads, and Haiku 4.5 for cost-efficient inference. Anthropic also offers Claude Code (agentic coding) and Claude Science (research) as specialised products. Prompt caching is available at up to 90% discount.

Claude 5 Opus and Fable 5 lead the BenchLM leaderboard as of September 2026, with 1M+ context windows and extended reasoning — plus Claude Code for agentic software engineering.

Parasail — Serverless inference — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4

Parasail is a serverless LLM inference platform offering a broad catalog of open-weight models including Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.3 Flash, MiniMax M3, DeepSeek V4 Pro/Flash, Qwen3.5 397B-A17B, Qwen3 235B-A22B, Llama 4 Maverick, Llama 3.3 70B, Mistral Small 3.2 24B, MiMo v2.5, Gemma 4 31B, gpt-oss-120b, and gpt-oss-20b. Pricing is published at parasail.io/pricing.

One of the broadest serverless open-weight catalogs available — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, and Llama 4 Maverick at competitive per-token rates.

Key strengths compared

Anthropic

  • Claude 5 family leads on coding and reasoning benchmarks
  • 1M+ token context window on Claude 5 models
  • Aggressive prompt caching — up to 90% discount
  • No open-weight models — full vendor lock-in
  • Frontier models are among the higher-priced options — check live table for current rates

Parasail

  • Broad open-weight model catalog: Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4
  • Competitive serverless pricing across all tiers
  • Kimi K3 and Kimi K2.6 availability — rare outside Chinese providers
  • Newer platform — less battle-tested than Together AI or Fireworks
  • No proprietary frontier models

Key weaknesses compared

Anthropic

  • No open-weight models — full vendor lock-in
  • Frontier models are among the higher-priced options — check live table for current rates
  • No native image generation capability

Parasail

  • Newer platform — less battle-tested than Together AI or Fireworks
  • No proprietary frontier models
  • Smaller community and ecosystem

Provider category context

Anthropic is a frontier lab, founded in 2021. Parasail is a inference api, founded in 2023. Anthropic as a frontier lab trains and serves its own proprietary models. Parasail as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers but without access to proprietary frontier models.

How to choose between them

Choose Anthropic if you need claude 5 family leads on coding and reasoning benchmarks. Choose Parasail if you need broad open-weight model catalog: kimi k3, glm-5.3, minimax m3, deepseek v4, qwen3.5, llama 4. For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.