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CloudGPU vs Writer: Token Pricing, Speed & Intelligence

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

CloudGPU

API gateway / reseller — 33 text models at CloudGPU customer rates

CloudGPU is an API gateway and reseller offering access to frontier and mid-tier text models including Claude, GPT, Kimi, GLM, Qwen, DeepSeek, and MiniMax. Prices shown are CloudGPU customer rates — not official lab prices. CloudGPU does not disclose all routing; upstreams are not the seller.

Multi-model accessCost comparisonChinese frontier models
Open-weight host

Writer

Palmyra X5 — enterprise-grade LLM with 1M context, function calling, and on-premise deployment

Writer builds enterprise LLMs under the Palmyra brand. Palmyra X5 is their 2025 flagship — a 200B-parameter model with a 1M-token context window, strong coding and reasoning benchmarks, and full function calling support. Writer's platform includes Palmyra X5 Mini (efficient tier), a no-code AI app builder (Writer Framework), and enterprise deployment options including on-premise and private cloud. Palmyra X5 is available on Amazon Bedrock for AWS enterprise customers.

Enterprise AIContent generationKnowledge groundingCompliance workflowsOn-premise deploymentAWS-native workloads
Proprietary models

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

CloudGPU

Access to frontier models including Claude Fable 5.1, Kimi K3, and GPT-6 Astra
Competitive customer rates on Chinese frontier models (GLM, Kimi, Qwen, MiniMax)
OpenAI-compatible API base at cloudgpu.app/v1
API gateway/reseller — routing not fully disclosed
Prices are CloudGPU customer rates, not official lab prices
Per-model context window and capability facts are not publicly documented

Writer

Palmyra X5: 200B model with 1M context window and strong enterprise benchmarks
Available on Amazon Bedrock — accessible to AWS enterprise customers
Writer Framework: no-code AI app builder for enterprise teams
On-premise and private cloud deployment options
Purpose-built for enterprise workflows: compliance, brand voice, and knowledge grounding
Palmyra X5 Mini for cost-efficient enterprise inference
Smaller developer community than OpenAI/Anthropic
Less suited for general-purpose consumer chat
Fewer third-party integrations than frontier labs

Key differentiators

CloudGPU

An API gateway offering CloudGPU customer rates on 33 text models — prices differ from official lab rates; routing is not fully disclosed.

Writer

Palmyra X5 is purpose-built for enterprise — 1M context, Amazon Bedrock availability, on-premise deployment, and a no-code app builder — making Writer the most complete enterprise LLM platform outside OpenAI and Anthropic.

Frequently asked questions

CloudGPU FAQs

Are CloudGPU prices the same as official provider prices?

No. CloudGPU is an API gateway/reseller. The prices shown are CloudGPU customer rates, which may differ from official lab prices. CloudGPU does not disclose all routing details.

What models does CloudGPU offer?

CloudGPU offers 33 text models including Claude Fable 5.1, Claude Opus 5-5, Kimi K3, GLM-5.3, Qwen 3.8 Max, DeepSeek V4 Pro, GPT-6 Astra, and MiniMax M3. See the model table for current rates.

What is the CloudGPU API base URL?

The CloudGPU API base is https://cloudgpu.app/v1 with OpenAI-compatible endpoints. See https://cloudgpu.app/api/docs for full documentation.

Writer FAQs

What is Palmyra X5?

Palmyra X5 is Writer's 2025 flagship LLM — a 200-billion-parameter model with a 1M-token context window, function calling, and strong coding and reasoning benchmarks. It is designed for enterprise workflows including compliance, knowledge grounding, and brand-consistent content generation.

Is Palmyra X5 available on Amazon Bedrock?

Yes. Palmyra X5 was added to the Amazon Bedrock catalog, making it accessible to AWS enterprise customers via the standard Bedrock API without a separate Writer account.

What is the Writer Framework?

Writer Framework is a no-code AI application builder that lets enterprise teams build, deploy, and manage AI-powered workflows without writing code. It integrates with Palmyra models and enterprise data sources.

Provider resources

CloudGPU — API gateway / reseller — 33 text models at CloudGPU customer rates

CloudGPU is an API gateway and reseller offering access to frontier and mid-tier text models including Claude, GPT, Kimi, GLM, Qwen, DeepSeek, and MiniMax. Prices shown are CloudGPU customer rates — not official lab prices. CloudGPU does not disclose all routing; upstreams are not the seller.

An API gateway offering CloudGPU customer rates on 33 text models — prices differ from official lab rates; routing is not fully disclosed.

Writer — Palmyra X5 — enterprise-grade LLM with 1M context, function calling, and on-premise deployment

Writer builds enterprise LLMs under the Palmyra brand. Palmyra X5 is their 2025 flagship — a 200B-parameter model with a 1M-token context window, strong coding and reasoning benchmarks, and full function calling support. Writer's platform includes Palmyra X5 Mini (efficient tier), a no-code AI app builder (Writer Framework), and enterprise deployment options including on-premise and private cloud. Palmyra X5 is available on Amazon Bedrock for AWS enterprise customers.

Palmyra X5 is purpose-built for enterprise — 1M context, Amazon Bedrock availability, on-premise deployment, and a no-code app builder — making Writer the most complete enterprise LLM platform outside OpenAI and Anthropic.

Key strengths compared

CloudGPU

  • Access to frontier models including Claude Fable 5.1, Kimi K3, and GPT-6 Astra
  • Competitive customer rates on Chinese frontier models (GLM, Kimi, Qwen, MiniMax)
  • OpenAI-compatible API base at cloudgpu.app/v1
  • API gateway/reseller — routing not fully disclosed
  • Prices are CloudGPU customer rates, not official lab prices

Writer

  • Palmyra X5: 200B model with 1M context window and strong enterprise benchmarks
  • Available on Amazon Bedrock — accessible to AWS enterprise customers
  • Writer Framework: no-code AI app builder for enterprise teams
  • Smaller developer community than OpenAI/Anthropic
  • Less suited for general-purpose consumer chat

Key weaknesses compared

CloudGPU

  • API gateway/reseller — routing not fully disclosed
  • Prices are CloudGPU customer rates, not official lab prices
  • Per-model context window and capability facts are not publicly documented

Writer

  • Smaller developer community than OpenAI/Anthropic
  • Less suited for general-purpose consumer chat
  • Fewer third-party integrations than frontier labs

Provider category context

CloudGPU is a inference api. Writer is a frontier lab, founded in 2020. CloudGPU as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers. Writer as a frontier lab trains and serves proprietary models with capabilities not available elsewhere.

How to choose between them

Choose CloudGPU if you need access to frontier models including claude fable 5.1, kimi k3, and gpt-6 astra. Choose Writer if you need palmyra x5: 200b model with 1m context window and strong enterprise benchmarks. 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.