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AI video API guide · By AnyCap Team · Updated September 29, 2026

Best AI video generation API for agents

For most AI-agent workflows, start with Veo 3.1 when output polish is the priority, Seedance 2.5 when the job mixes text, images, first and last frames, or references, or Kling 3.0 for cinematic motion. The bigger decision is the runtime: an agent needs live model discovery, schema inspection, durable task recovery, and output delivery—not only an API endpoint.

One prompt, two models, two different failures

We sent the same five-second, 720p, no-audio request to Seedance 2.5 and Kling 3.0 through the AnyCap CLI against the production API. Neither clip is a finished product shot, and each misses the brief differently, which is why an agent should review the file before it moves on.

Seedance 2.5 · 59 credits. The olive shade and push-in match the brief, but the framing tightens until the top of the shade is cropped and the base leaves the frame.
Kling 3.0 · 13 credits. The push-in is there, but the banker-style shade is brighter green than asked and the base floats above the table.

Prompt sent to both models

An olive desk lamp on a pale studio table. Slow camera push-in, steady lighting, no text.

One output per model, reviewed with sampled frames. Credits are what the CLI reported for these two tasks, not a price quote or a quality ranking. Full notes are on the Seedance 2.5 and Kling 3.0 pages.

Which AI video API should an agent choose?

ModelBest fitModesAnyCap IDCredit estimate
Veo 3.1Premium video output, polished motion, and story-driven clips where the first pass needs to look strong.text-to-video, image-to-videoveo-3.1~20 credits / second
Seedance 2.5Agent workflows that use AnyCap to turn text, images, first and last frames, or image, video, and audio references into high-quality generated video.text-to-video, image-to-video, first-last-frame-to-video, multi-modal-referenceseedance-2.5Varies by catalog pricing
Seedance 2.0Text-to-video and image-to-video jobs already tuned for Seedance 2.0. Start new reference-guided work on Seedance 2.5.text-to-video, image-to-videoseedance-2Varies by catalog pricing
Kling 3.0Cinematic motion, realistic scene animation, and image-to-video workflows that need controllable camera dynamics.text-to-video, image-to-videokling-3.0~9 credits / second
Hailuo 2.3Short narrative clips, expressive character motion, visual storytelling, and reference-image animation.text-to-video, image-to-videohailuo-2.3Varies by catalog pricing
Sora 2 ProHigh-end narrative, cinematic, product, and realistic video generation when teams want an OpenAI video model through the same CLI.text-to-video, image-to-videosora-2-proVaries by catalog pricing

Availability, IDs, modes, and estimates come from the current AnyCap catalog. Provider announcements are not treated as callable API support until discovery and live execution are verified.

What makes a video API agent-ready?

Discovery before generation
An agent should be able to list active models and inspect their schema instead of relying on a model name copied from an old prompt.
Text and reference inputs
The API should expose whether a model starts from text, images, video, or multimodal references so the agent can choose a valid path.
Durable task handling
Video calls are long-running. A production agent needs polling, recovery, download, and a stable output reference—not only a synchronous demo response.
One contract across models
A shared command and authentication layer lets an agent switch models without rebuilding provider-specific glue for every experiment.

A durable AI video generation workflow

  1. 1.

    Discover

    List the current video catalog and filter by supported input mode.

  2. 2.

    Inspect

    Read the selected model schema before constructing the generation request.

  3. 3.

    Generate

    Submit the prompt and references through a durable task that can be resumed.

  4. 4.

    Review

    Inspect the resulting clip, then route it into analysis, Drive, Page, or another agent step.

$
anycap video models
anycap video models seedance-2.5 schema --mode text-to-video
anycap video generate --model seedance-2.5 --mode text-to-video --prompt "An olive desk lamp on a pale studio table. Slow camera push-in, steady lighting, no text." --param duration=5 --param resolution=720p --param aspect_ratio=16:9 --param generate_audio=false -o desk-lamp.mp4
anycap video tasks get <task-id>

Where Seedance 2.5 fits

Seedance 2.5 is now a featured callable model on AnyCap. Agents can discover seedance-2.5, inspect its live schema, and generate from text, images, first and last frames, or multimodal references without adding a separate provider SDK or authentication path. Use Seedance 2.5 →

AI video API questions

What is the best AI video generation API for an AI agent?

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The best API is the one the agent can discover, inspect, call, recover, and route without provider-specific glue. Through AnyCap, Veo 3.1 is a strong premium default, Seedance 2.5 suits text, image, frame, and reference-guided video work, and Kling 3.0 is useful when cinematic motion matters.

Should an agent use one video model for every task?

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No. Text-to-video, image-to-video, reference-heavy generation, preview speed, cinematic motion, and cost are different requirements. Model discovery should happen inside the workflow rather than being hard-coded forever.

Is Seedance 2.5 available through the AnyCap API?

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Yes. AnyCap exposes Seedance 2.5 as seedance-2.5 for text-to-video, image-to-video, first-last-frame-to-video, and multi-modal-reference generation. Inspect the live schema before sending references.

Why use a CLI instead of calling each provider SDK?

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A CLI gives coding agents an automation-friendly surface they can invoke from the same workspace. It also centralizes authentication, model discovery, schema inspection, task recovery, and output delivery.

Explore video generationFollow the agent setup guide

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