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Cohere vs Runway: Token Pricing, Speed & Intelligence

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

Cohere

Command A and Command R7B — enterprise RAG, North platform, and on-premise deployment

Cohere focuses on enterprise NLP, particularly retrieval-augmented generation (RAG) and search. Command A is their 2025 flagship — a 111B-parameter model optimised for agentic and multi-step enterprise workflows. Command R7B is the efficient tier. The North platform provides a managed enterprise AI environment with private deployment, compliance controls, and a complete RAG stack (LLM + Embed 4 + Rerank 3). Check cohere.com/pricing for current rates.

RAGEnterprise searchEmbeddingsAgentic workflowsMultilingualOn-premise AI
Proprietary models

Runway

Gen-4 video generation API — cinematic quality text-to-video and image-to-video

Runway is a creative AI company best known for its Gen series of video generation models. Gen-4 and Gen-4 Turbo are available via API, producing cinematic-quality video from text or image prompts. Runway is widely used in professional film and advertising production. Pricing is per second of generated video.

Video generationFilm productionAdvertisingCreative contentVisual effects
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

Cohere

Command A: 111B model optimised for agentic enterprise workflows
Command R7B: efficient tier — cost-effective for high-volume RAG and classification
Embed 4 + Rerank 3: strong RAG stack with native grounding and citations
North platform: managed enterprise AI with private deployment and compliance controls
On-premise and private cloud deployment options
Strong multilingual support across 23+ languages
Intelligence scores trail OpenAI and Anthropic at frontier tier
Less suitable for creative or general chat tasks
Smaller developer community than OpenAI/Anthropic

Runway

Gen-4 produces cinematic-quality video used in professional film and advertising
Gen-4 Turbo at $0.050/second offers faster generation at lower cost
Strong motion quality and temporal consistency
Established track record in professional creative production
Supports text-to-video, image-to-video, and video-to-video
Video generation only — no text, image, or audio LLM models
Gen-4 at $0.100/second is among the higher-priced video generation APIs
Generation latency is higher than text inference

Key differentiators

Cohere

The only major LLM provider with a complete enterprise RAG stack — Command A, Embed 4, and Rerank 3 — plus the North platform for private deployment and compliance-grade enterprise AI.

Runway

Gen-4 is Runway's cinematic-quality video generation model, trusted by professional film and advertising studios — with Gen-4 Turbo offering a faster, lower-cost alternative via the same API.

Frequently asked questions

Cohere FAQs

What is Command A?

Command A is Cohere's 2025 flagship model — a 111-billion-parameter model optimised for agentic and multi-step enterprise workflows, with a 256K token context window and strong tool-use performance. Check cohere.com/pricing for current rates.

What is Command R7B?

Command R7B is Cohere's efficient-tier model designed for high-volume RAG and classification workloads where cost efficiency is the priority. Check cohere.com/pricing for current rates.

What is the Cohere North platform?

North is Cohere's managed enterprise AI platform, providing a complete environment for building, deploying, and managing AI applications with private deployment, compliance controls, and integrated RAG capabilities. It is designed for enterprises with strict data residency requirements.

Runway FAQs

How is Runway priced?

Runway charges per second of generated video. Gen-4 is $0.100/second and Gen-4 Turbo is $0.050/second. See runwayml.com/pricing for current rates.

What is Gen-4?

Gen-4 is Runway's latest video generation model, producing cinematic-quality output from text or image prompts. It is used in professional film, advertising, and visual effects production.

What is the difference between Gen-4 and Gen-4 Turbo?

Gen-4 produces higher-quality output at $0.100/second. Gen-4 Turbo is faster and cheaper at $0.050/second, with slightly lower quality. Both support text-to-video and image-to-video generation.

Provider resources

Cohere — Command A and Command R7B — enterprise RAG, North platform, and on-premise deployment

Cohere focuses on enterprise NLP, particularly retrieval-augmented generation (RAG) and search. Command A is their 2025 flagship — a 111B-parameter model optimised for agentic and multi-step enterprise workflows. Command R7B is the efficient tier. The North platform provides a managed enterprise AI environment with private deployment, compliance controls, and a complete RAG stack (LLM + Embed 4 + Rerank 3). Check cohere.com/pricing for current rates.

The only major LLM provider with a complete enterprise RAG stack — Command A, Embed 4, and Rerank 3 — plus the North platform for private deployment and compliance-grade enterprise AI.

Runway — Gen-4 video generation API — cinematic quality text-to-video and image-to-video

Runway is a creative AI company best known for its Gen series of video generation models. Gen-4 and Gen-4 Turbo are available via API, producing cinematic-quality video from text or image prompts. Runway is widely used in professional film and advertising production. Pricing is per second of generated video.

Gen-4 is Runway's cinematic-quality video generation model, trusted by professional film and advertising studios — with Gen-4 Turbo offering a faster, lower-cost alternative via the same API.

Key strengths compared

Cohere

  • Command A: 111B model optimised for agentic enterprise workflows
  • Command R7B: efficient tier — cost-effective for high-volume RAG and classification
  • Embed 4 + Rerank 3: strong RAG stack with native grounding and citations
  • Intelligence scores trail OpenAI and Anthropic at frontier tier
  • Less suitable for creative or general chat tasks

Runway

  • Gen-4 produces cinematic-quality video used in professional film and advertising
  • Gen-4 Turbo at $0.050/second offers faster generation at lower cost
  • Strong motion quality and temporal consistency
  • Video generation only — no text, image, or audio LLM models
  • Gen-4 at $0.100/second is among the higher-priced video generation APIs

Key weaknesses compared

Cohere

  • Intelligence scores trail OpenAI and Anthropic at frontier tier
  • Less suitable for creative or general chat tasks
  • Smaller developer community than OpenAI/Anthropic

Runway

  • Video generation only — no text, image, or audio LLM models
  • Gen-4 at $0.100/second is among the higher-priced video generation APIs
  • Generation latency is higher than text inference

Provider category context

Cohere is a frontier lab, founded in 2019. Runway is a frontier lab, founded in 2018. Both are frontier lab providers — the comparison is primarily about pricing, model selection, and feature differentiation within the same tier.

How to choose between them

Both Cohere and Runway are frontier labs with proprietary models. Choose based on benchmark performance for your specific task: Cohere leads on command a: 111b model optimised for agentic enterprise workflows, while Runway leads on gen-4 produces cinematic-quality video used in professional film and advertising. For cost-sensitive workloads, compare the cheapest model tier from each provider in the pricing table above — the gap between efficient-tier models is often larger than between flagship models.