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Cloudflare Workers AI vs DigitalOcean Gradient AI: Token Pricing, Speed & Intelligence

Full comparison of Cloudflare Workers AI and DigitalOcean Gradient AI — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Cloudflare Workers AI

Serverless AI inference at the edge — run LLMs in 300+ Cloudflare data centers globally

Cloudflare Workers AI runs AI inference directly on Cloudflare's global edge network across 300+ data centers, delivering ultra-low latency by processing requests close to end users. It supports a curated catalog of open-weight models including Llama 4, Mistral, Qwen3, Phi-4, and Stable Diffusion, all accessible via the Workers runtime with no cold starts. Pricing is usage-based with a generous free tier (10,000 neurons/day), making it ideal for latency-sensitive applications and edge AI use cases.

Edge AILow-latency inferenceServerless AIGlobal applicationsCost-efficient inference
Open-weight hostHosts open weights

DigitalOcean Gradient AI

Serverless inference on Gradient AI — Claude, GPT-5, DeepSeek V4, Kimi K2.6, Qwen 3.5, Llama 4

DigitalOcean Gradient AI is the serverless LLM inference platform from DigitalOcean, offering access to frontier and open-weight models including Claude Sonnet 4.6, Claude Haiku 4.5, Claude Opus 4.7, GPT-5.4, GPT-5.4 mini, GPT-5, GPT-4.1, GPT-4o, gpt-oss-120b, gpt-oss-20b, DeepSeek V4 Pro/Flash, Kimi K2.6, GLM-5.1, Qwen 3.5 397B A17B, Llama 4 Maverick, and MiMo V2.5 Pro. Pricing is published at docs.digitalocean.com/products/gradient-ai-platform/details/pricing.

ChatCodingReasoningOpen-sourceCost-efficiencyAgents
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

Cloudflare Workers AI

Edge inference across 300+ global data centers — lowest latency for geographically distributed users
No cold starts — inference runs on persistent GPU capacity at the edge
Free tier: 10,000 neurons/day (roughly 10M tokens/day on small models)
Native integration with Cloudflare Workers, Pages, and D1 database
No infrastructure management — fully serverless
Limited model catalog vs. Together AI or OpenRouter — curated selection only
No support for frontier proprietary models (GPT-6, Claude 5)
Neurons-based pricing is opaque — hard to predict costs for large workloads

DigitalOcean Gradient AI

Frontier model access: Claude Opus 4.7, GPT-5.4, GPT-5 via serverless inference
Broad catalog: Claude, GPT, DeepSeek V4, Kimi K2.6, Qwen 3.5, Llama 4 Maverick
DigitalOcean's developer-friendly platform and billing
OpenAI-compatible API
Competitive pricing on open-weight models
Resells frontier models — no proprietary models
Pricing may be higher than direct provider APIs for frontier models
Newer inference platform — less mature than dedicated inference providers

Key differentiators

Cloudflare Workers AI

An AI inference platform running on a global CDN edge network — 300+ data centers enable low-latency inference for users worldwide without managing any GPU infrastructure.

DigitalOcean Gradient AI

DigitalOcean's developer-friendly platform extended to LLM inference — frontier models (Claude, GPT-5) alongside open-weight models (DeepSeek V4, Kimi K2.6, Llama 4) under one billing account.

Frequently asked questions

Cloudflare Workers AI FAQs

What is Cloudflare Workers AI?

Cloudflare Workers AI is a serverless AI inference platform that runs open-weight models on Cloudflare's global edge network across 300+ data centers. It delivers ultra-low latency by processing AI requests close to end users.

What models does Cloudflare Workers AI support?

Workers AI supports a curated catalog of open-weight models including Llama 4, Mistral 7B, Qwen3, Phi-4, and image generation models like Stable Diffusion. The catalog is smaller than Together AI but covers the most popular open-weight models.

How does Cloudflare Workers AI pricing work?

Workers AI uses a "neurons" pricing model. The free tier includes 10,000 neurons/day. Paid usage is billed per neuron, with cost varying by model size. Check developers.cloudflare.com/workers-ai/platform/pricing for current rates.

DigitalOcean Gradient AI FAQs

What is DigitalOcean Gradient AI?

DigitalOcean Gradient AI is DigitalOcean's serverless LLM inference platform, offering frontier and open-weight models including Claude, GPT-5, DeepSeek V4, Kimi K2.6, and Llama 4 Maverick. See docs.digitalocean.com/products/gradient-ai-platform/details/pricing for current rates.

What models does DigitalOcean Gradient AI offer?

The catalog includes Claude Sonnet 4.6, Claude Haiku 4.5, Claude Opus 4.7, GPT-5.4, GPT-5.4 mini, GPT-5, GPT-4.1, GPT-4o, gpt-oss-120b, gpt-oss-20b, DeepSeek V4 Pro/Flash, Kimi K2.6, GLM-5.1, Qwen 3.5 397B A17B, Llama 4 Maverick, and MiMo V2.5 Pro.

How much does DigitalOcean Gradient AI cost?

As of October 2026: Claude Sonnet 4.6 $3/$15, Claude Haiku 4.5 $1/$5, Claude Opus 4.7 $5/$25, GPT-5.4 $2.50/$15, GPT-5.4 mini $0.75/$4.50, GPT-5 $1.25/$10, GPT-4.1 $2/$8, GPT-4o $2.50/$10. See docs.digitalocean.com/products/gradient-ai-platform/details/pricing for current rates.

Provider resources

Cloudflare Workers AI — Serverless AI inference at the edge — run LLMs in 300+ Cloudflare data centers globally

Cloudflare Workers AI runs AI inference directly on Cloudflare's global edge network across 300+ data centers, delivering ultra-low latency by processing requests close to end users. It supports a curated catalog of open-weight models including Llama 4, Mistral, Qwen3, Phi-4, and Stable Diffusion, all accessible via the Workers runtime with no cold starts. Pricing is usage-based with a generous free tier (10,000 neurons/day), making it ideal for latency-sensitive applications and edge AI use cases.

An AI inference platform running on a global CDN edge network — 300+ data centers enable low-latency inference for users worldwide without managing any GPU infrastructure.

DigitalOcean Gradient AI — Serverless inference on Gradient AI — Claude, GPT-5, DeepSeek V4, Kimi K2.6, Qwen 3.5, Llama 4

DigitalOcean Gradient AI is the serverless LLM inference platform from DigitalOcean, offering access to frontier and open-weight models including Claude Sonnet 4.6, Claude Haiku 4.5, Claude Opus 4.7, GPT-5.4, GPT-5.4 mini, GPT-5, GPT-4.1, GPT-4o, gpt-oss-120b, gpt-oss-20b, DeepSeek V4 Pro/Flash, Kimi K2.6, GLM-5.1, Qwen 3.5 397B A17B, Llama 4 Maverick, and MiMo V2.5 Pro. Pricing is published at docs.digitalocean.com/products/gradient-ai-platform/details/pricing.

DigitalOcean's developer-friendly platform extended to LLM inference — frontier models (Claude, GPT-5) alongside open-weight models (DeepSeek V4, Kimi K2.6, Llama 4) under one billing account.

Key strengths compared

Cloudflare Workers AI

  • Edge inference across 300+ global data centers — lowest latency for geographically distributed users
  • No cold starts — inference runs on persistent GPU capacity at the edge
  • Free tier: 10,000 neurons/day (roughly 10M tokens/day on small models)
  • Limited model catalog vs. Together AI or OpenRouter — curated selection only
  • No support for frontier proprietary models (GPT-6, Claude 5)

DigitalOcean Gradient AI

  • Frontier model access: Claude Opus 4.7, GPT-5.4, GPT-5 via serverless inference
  • Broad catalog: Claude, GPT, DeepSeek V4, Kimi K2.6, Qwen 3.5, Llama 4 Maverick
  • DigitalOcean's developer-friendly platform and billing
  • Resells frontier models — no proprietary models
  • Pricing may be higher than direct provider APIs for frontier models

Key weaknesses compared

Cloudflare Workers AI

  • Limited model catalog vs. Together AI or OpenRouter — curated selection only
  • No support for frontier proprietary models (GPT-6, Claude 5)
  • Neurons-based pricing is opaque — hard to predict costs for large workloads

DigitalOcean Gradient AI

  • Resells frontier models — no proprietary models
  • Pricing may be higher than direct provider APIs for frontier models
  • Newer inference platform — less mature than dedicated inference providers

Provider category context

Cloudflare Workers AI is a inference api, founded in 2023. DigitalOcean Gradient AI is a cloud, founded in 2012. The category difference means these providers serve partially overlapping use cases — compare the model lists and pricing tables above to find the best fit for your specific workload.

How to choose between them

Choose Cloudflare Workers AI if you need edge inference across 300+ global data centers — lowest latency for geographically distributed users. Choose DigitalOcean Gradient AI if you need frontier model access: claude opus 4.7, gpt-5.4, gpt-5 via serverless inference. 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.