Modal vs Novita AI: Token Pricing, Speed & Intelligence
Full comparison of Modal and Novita AI — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.
Modal
Managed inference API — 10 shared-endpoint models with per-token pricing
Modal Shared Endpoints serve a fixed catalog of models from Modal-managed pools. Modal manages the hardware and autoscaling, and usage is billed per token. Shared Endpoints have model-specific concurrency limits on concurrent in-flight requests. Prices are published rates from modal.com/docs/guide/supported-models.md, re-read 2026-10-31.
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.
Key metric comparison
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Live token pricing
Strengths and weaknesses
Modal
Novita AI
Key differentiators
Modal Shared Endpoints provide managed per-token inference on a fixed 10-model catalog with published cached-input pricing and no infrastructure to manage.
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
Modal FAQs
What models does Modal offer on Shared Endpoints?
Modal Shared Endpoints currently serve 10 models: GLM 5.3 Flash NVFP4, DeepSeek V4.1 Flash 1017, DeepSeek V4.1 Flash, GLM 5.3 Flash, Muse Spark Open, GLM 5.3, Inkling NVFP4, Qwen3.8-Max, Qwen3.8-Max VL, and Kimi K3. Use the model table above for per-model pricing and capability details. Source: Modal's published Shared Endpoints catalog, re-read 2026-10-31.
How much does Modal charge per 1M tokens?
Modal Shared Endpoints input prices range from $0.15/1M (GLM 5.3 Flash NVFP4) to $3.00/1M (Kimi K3). All models include cached-input pricing. See the model table for full per-model rates.
Does Modal offer prompt caching?
Yes. All 10 models in the Modal Shared Endpoints catalog have published cached-input pricing, ranging from $0.005/1M (DeepSeek V4.1 Flash 1017) to $0.30/1M (Kimi K3). Depending on the model, the cached-input rate is 77.5% to 98% below the standard input rate. Source: Modal's published Shared Endpoints rates, re-read 2026-10-31.
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
Modal — Managed inference API — 10 shared-endpoint models with per-token pricing
Modal Shared Endpoints serve a fixed catalog of models from Modal-managed pools. Modal manages the hardware and autoscaling, and usage is billed per token. Shared Endpoints have model-specific concurrency limits on concurrent in-flight requests. Prices are published rates from modal.com/docs/guide/supported-models.md, re-read 2026-10-31.
Modal Shared Endpoints provide managed per-token inference on a fixed 10-model catalog with published cached-input pricing and no infrastructure to manage.
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
Modal
- Managed hardware and autoscaling — no infrastructure to operate
- Published per-token rates including cached-input pricing
- OpenAI-style per-token billing across all 10 models
- Small fixed catalog of 10 models
- Model-specific concurrency limits on shared pools
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
Modal
- Small fixed catalog of 10 models
- Model-specific concurrency limits on shared pools
- Prices are published rates re-read 2026-10-31, not continuously collected
Novita AI
- Less established than larger inference providers
- Throughput and latency not optimised for real-time use
- No fine-tuning support
Provider category context
Modal is a inference api. Novita AI is a inference api, founded in 2023. Both are inference api providers — the comparison is primarily about pricing, model selection, and feature differentiation within the same tier.
How to choose between them
Both Modal and Novita AI host open-weight models. The key differentiators are latency, throughput, and which specific model versions each provider offers. Check the speed metrics above — inference API providers often differ significantly on tokens-per-second for the same model. Pricing is typically competitive between them; availability of specific model versions (e.g., Llama 3.1 405B, DeepSeek V3) may be the deciding factor.