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Kling AIvsSambaNova Cloud

Kling AI vs SambaNova Cloud: Token Pricing, Speed & Intelligence

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

Kling AI

Kling v2.1 Master — cinematic AI video generation competing with Google Veo 3

Kling AI (by Kuaishou) is a leading video generation platform offering text-to-video and image-to-video models. Kling v2.1 Master produces cinematic-quality 5-second and 10-second video clips with realistic motion and high visual fidelity. The 2026 platform has expanded with Kling v2.1 Standard (faster, lower cost), a Video Effects API, and improved image-to-video consistency. Kling is available via API and through Replicate and fal.ai.

Video generationMarketing videoImage animationCreative contentSocial media content
Proprietary models

SambaNova Cloud

High-throughput inference on SambaNova RDU chips — gpt-oss-120b, GLM-5.3, Llama

SambaNova Cloud runs inference on SambaNova's proprietary Reconfigurable Dataflow Unit (RDU) chips, delivering very high throughput (800+ tokens/sec on gpt-oss-120b). The catalog covers gpt-oss-120b, GLM-5.3, MiniMax-M3, DeepSeek-V3.2, Meta-Llama-3.3-70B, and Gemma 4 31B. Pricing is PAYG with prompt caching on select models.

High-throughput inferenceCost-sensitive workloadsOpen-weight models
Open-weight hostHosts open weights

Key metric comparison

Kling AI
SambaNova Cloud
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

Kling AI

Kling v2.1 Master: cinematic-quality video with realistic motion
Image-to-video with strong subject consistency
Video Effects API for motion effects and transitions
Available on Replicate and fal.ai for easy integration
Competitive pricing vs Google Veo 3 and Sora
5-second and 10-second clip generation
Longer generation times than image models (30–120 seconds)
Primarily targets Chinese market — international latency may vary
No open-weight models

SambaNova Cloud

Proprietary RDU chips deliver very high throughput — 800+ tokens/sec on gpt-oss-120b
Competitive pricing on gpt-oss-120b ($0.22/$0.59 per 1M)
Prompt caching on GLM-5.3 (cached input at $0.14/1M)
Strong open-weight model catalog: Llama, DeepSeek, Gemma, MiniMax
Smaller model catalog vs OpenRouter or Together AI
No proprietary frontier models — inference-only platform
RDU architecture may behave differently from GPU inference for some workloads

Key differentiators

Kling AI

Kling v2.1 Master produces some of the most cinematic AI video available — competing directly with Google Veo 3 on quality benchmarks — with a Video Effects API and strong image-to-video consistency.

SambaNova Cloud

Proprietary RDU chips deliver industry-leading throughput on open-weight models at competitive per-token rates.

Frequently asked questions

Kling AI FAQs

What is Kling v2.1 Master?

Kling v2.1 Master is Kling AI's highest-quality video generation model, producing 5-second and 10-second cinematic clips with realistic motion and high visual fidelity. It is the flagship model for commercial video production.

How does Kling compare to Google Veo 3 and Sora?

Kling v2.1 Master is competitive with Google Veo 3 on quality benchmarks and is generally more accessible via API than OpenAI Sora. Veo 3 has an edge on audio generation; Kling has stronger image-to-video consistency.

What is the Kling Video Effects API?

The Video Effects API enables motion effects and transitions to be applied to existing videos or images — camera movements, zoom effects, and style transfers. It is available as a separate endpoint from the main text-to-video API.

SambaNova Cloud FAQs

What makes SambaNova Cloud different?

SambaNova runs inference on its own Reconfigurable Dataflow Unit (RDU) chips rather than NVIDIA GPUs. This delivers very high throughput — over 800 tokens/sec on gpt-oss-120b — at competitive per-token rates.

What models does SambaNova Cloud offer?

As of October 2026: gpt-oss-120b ($0.22/$0.59), GLM-5.3 ($1.40/$4.40, cached $0.14), MiniMax-M3 ($0.60/$2.40, cached $0.06), DeepSeek-V3.2 ($3.00/$4.50), Meta-Llama-3.3-70B ($0.60/$1.20), and Gemma 4 31B ($0.38/$1.15). See cloud.sambanova.ai/plans/pricing for current rates.

Does SambaNova offer prompt caching?

Yes, on GLM-5.3 (cached input $0.14/1M vs $1.40/1M standard) and MiniMax-M3 (cached input $0.06/1M vs $0.60/1M standard).

Provider resources

Kling AI

Provider page
Website
PricingDocs

SambaNova Cloud

Provider page
Website
Pricing

Kling AI — Kling v2.1 Master — cinematic AI video generation competing with Google Veo 3

Kling AI (by Kuaishou) is a leading video generation platform offering text-to-video and image-to-video models. Kling v2.1 Master produces cinematic-quality 5-second and 10-second video clips with realistic motion and high visual fidelity. The 2026 platform has expanded with Kling v2.1 Standard (faster, lower cost), a Video Effects API, and improved image-to-video consistency. Kling is available via API and through Replicate and fal.ai.

Kling v2.1 Master produces some of the most cinematic AI video available — competing directly with Google Veo 3 on quality benchmarks — with a Video Effects API and strong image-to-video consistency.

SambaNova Cloud — High-throughput inference on SambaNova RDU chips — gpt-oss-120b, GLM-5.3, Llama

SambaNova Cloud runs inference on SambaNova's proprietary Reconfigurable Dataflow Unit (RDU) chips, delivering very high throughput (800+ tokens/sec on gpt-oss-120b). The catalog covers gpt-oss-120b, GLM-5.3, MiniMax-M3, DeepSeek-V3.2, Meta-Llama-3.3-70B, and Gemma 4 31B. Pricing is PAYG with prompt caching on select models.

Proprietary RDU chips deliver industry-leading throughput on open-weight models at competitive per-token rates.

Key strengths compared

Kling AI

  • Kling v2.1 Master: cinematic-quality video with realistic motion
  • Image-to-video with strong subject consistency
  • Video Effects API for motion effects and transitions
  • Longer generation times than image models (30–120 seconds)
  • Primarily targets Chinese market — international latency may vary

SambaNova Cloud

  • Proprietary RDU chips deliver very high throughput — 800+ tokens/sec on gpt-oss-120b
  • Competitive pricing on gpt-oss-120b ($0.22/$0.59 per 1M)
  • Prompt caching on GLM-5.3 (cached input at $0.14/1M)
  • Smaller model catalog vs OpenRouter or Together AI
  • No proprietary frontier models — inference-only platform

Key weaknesses compared

Kling AI

  • Longer generation times than image models (30–120 seconds)
  • Primarily targets Chinese market — international latency may vary
  • No open-weight models

SambaNova Cloud

  • Smaller model catalog vs OpenRouter or Together AI
  • No proprietary frontier models — inference-only platform
  • RDU architecture may behave differently from GPU inference for some workloads

Provider category context

Kling AI is a frontier lab, founded in 2024. SambaNova Cloud is a inference api, founded in 2017. Kling AI as a frontier lab trains and serves its own proprietary models. SambaNova Cloud 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 Kling AI if you need kling v2.1 master: cinematic-quality video with realistic motion. Choose SambaNova Cloud if you need High-throughput 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.