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DigitalOcean Gradient AI vs Novita AI: Token Pricing, Speed & Intelligence

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

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

Novita AI

200+ models — DeepSeek V4.1 Flash, Kimi K3, Kling v3.0 video, agent sandbox

Novita AI offers 200+ models across text, image, video, and audio. Text models include DeepSeek V4.1 Flash, DeepSeek V4 Pro, Kimi K3, Qwen3.8 Flash, MiniMax M3, and GLM 5.3. Video: Kling v3.0 Pro and Wan 2.7. Audio: Fish Audio TTS. Agent sandbox for multi-step agentic workflows. 50% batch discount on supported models. Check novita.ai/pricing for current rates.

Cost-efficiencyMultimodal generationVideo generationAgentic workflowsBatch processingHigh-volume
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

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

Novita AI

200+ models: text, image, video (Kling v3.0, Wan 2.7), audio (Fish Audio TTS)
DeepSeek V4.1 Flash — competitive pricing
Kling v3.0 Pro video generation
50% batch discount on supported models
Agent sandbox for multi-step agentic workflows
AI Search via EXA and Tavily integrations
Less established than larger inference providers
Throughput and latency not optimised for real-time use
No fine-tuning support

Key differentiators

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.

Novita AI

The most complete budget multimodal platform — 200+ models spanning text, image, video (Kling v3.0, Wan 2.7), and audio, with an agent sandbox and 50% batch discounts.

Frequently asked questions

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.

Novita AI FAQs

What models does Novita AI support in 2026?

Novita AI hosts 200+ models including DeepSeek V4.1 Flash, DeepSeek V4 Pro, Kimi K3, Qwen3.8 Flash, GLM 5.3, MiniMax M3, and many others across text, image, video, and audio. Check novita.ai/pricing for current rates.

What video generation models does Novita AI offer?

Novita AI offers Kling v3.0 Pro, Kling v3.0 Standard, Wan 2.7, Minimax Hailuo 2.3, and more. Check novita.ai/pricing for current rates.

Does Novita AI offer batch inference discounts?

Yes. Novita AI offers a 50% introductory discount on input and output tokens for batch inference on supported models.

Provider resources

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.

Novita AI — 200+ models — DeepSeek V4.1 Flash, Kimi K3, Kling v3.0 video, agent sandbox

Novita AI offers 200+ models across text, image, video, and audio. Text models include DeepSeek V4.1 Flash, DeepSeek V4 Pro, Kimi K3, Qwen3.8 Flash, MiniMax M3, and GLM 5.3. Video: Kling v3.0 Pro and Wan 2.7. Audio: Fish Audio TTS. Agent sandbox for multi-step agentic workflows. 50% batch discount on supported models. Check novita.ai/pricing for current rates.

The most complete budget multimodal platform — 200+ models spanning text, image, video (Kling v3.0, Wan 2.7), and audio, with an agent sandbox and 50% batch discounts.

Key strengths compared

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

Novita AI

  • 200+ models: text, image, video (Kling v3.0, Wan 2.7), audio (Fish Audio TTS)
  • DeepSeek V4.1 Flash — competitive pricing
  • Kling v3.0 Pro video generation
  • Less established than larger inference providers
  • Throughput and latency not optimised for real-time use

Key weaknesses compared

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

Novita AI

  • Less established than larger inference providers
  • Throughput and latency not optimised for real-time use
  • No fine-tuning support

Provider category context

DigitalOcean Gradient AI is a cloud, founded in 2012. Novita AI is a inference api, founded in 2023. 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 DigitalOcean Gradient AI if you need frontier model access: claude opus 4.7, gpt-5.4, gpt-5 via serverless inference. Choose Novita AI if you need 200+ models: text, image, video (kling v3.0, wan 2.7), audio (fish audio tts). 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.