Your coding agent can write the script. It can generate the keyframes. But when it's time to turn those stills into motion — or generate a clip from a text prompt — which video model should it use?
There are four major video model families available to agents in 2026: Google's Veo 3.1, ByteDance's Seedance 2.0, Kuaishou's Kling 3.0, and OpenAI's Sora 2 Pro. They all do text-to-video and image-to-video. They all produce clips you can embed in a page or share on social. But they differ in motion quality, prompt handling, speed, and which agent workflows they fit.
This comparison is written for the Claude Code user — the person in the terminal who needs their agent to pick the right model without a 30-minute research detour.
The Four Contenders at a Glance
| Veo 3.1 | Seedance 2.0 | Kling 3.0 | Sora 2 Pro | |
|---|---|---|---|---|
| Maker | Google DeepMind | ByteDance | Kuaishou | OpenAI |
| Strengths | Polished output, smooth motion, strong first pass | Cinematic feel, production-grade, good depth interpretation | Camera dynamics, dramatic motion, most controllable | Realistic scenes, complex narratives, premium output |
| Best for | Product demos, customer-facing clips | Brand videos, cinematic product shots | Creative exploration, motion-forward projects | High-end narrative, realistic generation |
| Image-to-video | Strong — smooth translation, subtle moves | Strong — cinematic treatment, good depth | Very strong — most camera control options | Strong — realistic motion from stills |
| Text-to-video | Strongest first-pass quality | Good, slightly less consistent | Creative, less predictable | Strong, realistic scenes |
| Speed | Moderate (1-3 min) | Moderate (1-3 min) | Moderate (1-3 min) | Slower (2-5 min) |
| Fast variant | Veo 3.1 Fast | Seedance 2.0 Fast | None (standalone) | None (standalone) |
| CLI command | --model veo-3.1 |
--model seedance-2.0 |
--model kling-3.0 |
--model sora-2-pro |
Model-by-Model Deep Dive
Veo 3.1 — The Premium Default
Veo 3.1 is Google DeepMind's flagship video model and the strongest all-rounder for agent workflows. Its defining trait: the first pass usually looks good enough to use.
What it does best: Polished product demos, teaser clips, announcement videos. When the output is customer-facing and you don't want to spend 5 generations iterating on the same clip, Veo 3.1 minimizes re-rolls.
Motion style: Smooth, restrained. Veo 3.1 doesn't make dramatic or surprising camera choices — it makes ones that look professional. For product demos, that's exactly what you want.
Image-to-video performance: Excellent with high-quality stills. Feed it a Seedream 5 keyframe, and the motion translation preserves detail, lighting, and composition. Subtle camera moves (push-in, parallax) look natural. Fast camera moves can introduce minor warping — keep the motion prompt restrained.
When to use:
- Product demos and customer-facing clips
- Announcement and teaser videos
- Any workflow where the first pass needs to look strong
- Paired with Seedream 5 for the premium image-to-video pipeline
When to skip:
- When you want dramatic, cinematic motion (use Kling 3.0)
- When you need maximum realism (Sora 2 Pro edges ahead here)
- When you want the fastest possible iteration (use Veo 3.1 Fast instead)
Seedance 2.0 — The Production Workhorse
Seedance 2.0 is ByteDance's entry in the agent video space and the newer replacement for Seedance 1.5 Pro. Where Veo 3.1 is the polished default, Seedance 2.0 is the production-grade workhorse — consistent, repeatable, and better at cinematic framing than its predecessor.
What it does best: Brand videos, cinematic product shots, repeatable production workflows. If you need to generate 10 clips and want them all to feel like they came from the same shoot, Seedance 2.0 delivers consistency.
Motion style: More cinematic than Veo 3.1. Better at interpreting depth in source stills. Slightly less predictable on text-to-video — the model makes bolder creative choices, which can be great or can require re-rolls.
Image-to-video performance: Very strong. Handles depth in source images well — if your still has foreground and background elements, Seedance 2.0 creates believable parallax and separation. Better than Veo 3.1 for more dramatic motion directions.
When to use:
- Brand videos and cinematic product shots
- Production workflows that need consistent output
- Image-to-video where the still has distinct depth layers
- Paired with Nano Banana Pro for revision-to-motion pipelines
When to skip:
- When you need the most reliable first-pass quality from text (use Veo 3.1)
- When you need the most dramatic camera dynamics (use Kling 3.0)
- When the older Seedance 1.5 Pro is already working for your pipeline
Seedance 1.5 Pro vs 2.0: 1.5 Pro is the stable, proven version. 2.0 is newer with stronger cinematic feel but slightly less battle-tested. If you're running a production pipeline that already works with 1.5 Pro, don't rush to switch. If you're starting fresh, go with 2.0.
Kling 3.0 — The Cinematic Specialist
Kling 3.0 is Kuaishou's video model and the strongest choice when motion itself is the point. Where Veo and Seedance prioritize clean output, Kling prioritizes expressive camera work.
What it does best: Cinematic motion, dramatic scenes, creative exploration. Kling 3.0's camera dynamics — pan, zoom, track, orbit — are the most controllable of the four models. If your prompt describes specific camera behavior, Kling is most likely to execute it faithfully.
Motion style: Bold, dramatic, cinematic. Kling makes stronger creative choices about framing and movement. This is great when you want the clip to have personality. It's less great when you need a restrained, corporate-safe product demo.
Image-to-video performance: Very strong, especially with design-heavy or rich source images. Kling interprets visual complexity well and adds motion that enhances rather than distorts the source. The best pairing is FLUX.1 Kontext Max — rich stills get the richest motion treatment.
When to use:
- Creative exploration and motion-forward projects
- When camera behavior matters more than raw output polish
- Design-heavy stills that benefit from dramatic treatment
- Paired with FLUX.1 Kontext Max for the cinematic pipeline
When to skip:
- When you need reliable, restrained product demos (use Veo 3.1)
- When consistency across multiple generations matters more than any single clip
- When you have strict brand guidelines about motion style
Sora 2 Pro — The Realism Benchmark
Sora 2 Pro is OpenAI's premium video model and sets the bar for realistic scene generation. It handles complex narratives, multiple subjects, and realistic physics better than the other three.
What it does best: High-end narrative, realistic scene generation, complex multi-subject scenes. If your clip needs to look like something that was filmed rather than generated, Sora 2 Pro is the closest you'll get.
Motion style: Realistic, grounded. Sora prioritizes believable physics and natural movement over dramatic flair. Subjects move like they have weight. Cameras behave like real cameras.
Image-to-video performance: Strong, with the most realistic motion from stills. Less dramatic than Kling, more realistic than Veo. The quality ceiling is the highest, but so is the generation time.
When to use:
- High-end narrative or realistic scene generation
- When realism is the primary quality metric
- When your team prefers the OpenAI model ecosystem
- Full OpenAI pipeline: GPT Image 2 → Sora 2 Pro
When to skip:
- When speed matters (Sora is the slowest of the four)
- When you want dramatic, stylized motion (use Kling 3.0)
- When you're running high-volume batch generation
Decision Framework: Pick the Right Model in 30 Seconds
Start here: "What's the clip for?"
→ Customer-facing product demo, teaser, announcement → Use Veo 3.1 with a Seedream 5 keyframe.
→ Brand video, cinematic product shot, production batch → Use Seedance 2.0 with a Nano Banana Pro keyframe.
→ Creative exploration, motion-forward project, design treatment → Use Kling 3.0 with a FLUX.1 Kontext Max keyframe.
→ High-end narrative, realistic scene, complex shot → Use Sora 2 Pro with a Seedream 5 keyframe.
→ I'm just exploring, speed matters more than polish → Use Veo 3.1 Fast or Seedance 2.0 Fast. Text-to-video, skip the still.
How to Access All Four from Your Agent
You don't need four API keys. You don't need four MCP server configs. One CLI command reaches all four models:
# Veo 3.1
anycap video generate --prompt "..." --model veo-3.1 -o clip.mp4
# Seedance 2.0
anycap video generate --prompt "..." --model seedance-2.0 -o clip.mp4
# Kling 3.0
anycap video generate --prompt "..." --model kling-3.0 -o clip.mp4
# Sora 2 Pro
anycap video generate --prompt "..." --model sora-2-pro -o clip.mp4
Same command. Different model flag. Your agent doesn't need to know which provider hosts which model. The runtime handles routing.
→ Install AnyCap — all four video models through one CLI
FAQ
Which model is fastest?
Veo 3.1 Fast and Seedance 2.0 Fast are purpose-built for speed. Full-quality models all take 1-5 minutes depending on complexity. Sora 2 Pro is generally the slowest.
Can I switch models mid-session?
Yes. Change the --model flag and the runtime routes to the new model. No configuration changes needed.
Which model has the best image-to-video?
Depends on the still. Seedream 5 → Veo 3.1 is the premium pair. FLUX.1 Kontext Max → Kling 3.0 is the cinematic pair. Nano Banana Pro → Seedance 1.5 Pro is the production pair.
Do these models work with Cursor and Codex, not just Claude Code?
Yes. AnyCap's video generation works across Claude Code, Cursor, and Codex through the same CLI. One install covers all three agents.
Is there a free tier?
AnyCap gives 250 free credits to new users — enough to generate multiple video clips across different models and compare the results.
The Bottom Line
You don't need to marry one video model. Different clips need different motion treatment. The agent workflow that wins is the one that picks the right model per prompt, not the one that picks one model and hopes it works for everything.
Veo 3.1 for polished demos. Seedance 2.0 for production batches. Kling 3.0 for cinematic motion. Sora 2 Pro for realism. All four through one command.
→ Try all four video models — free credits for new users
📖 What to Read Next
- How to Generate Video with Claude Code: The Complete 2026 Guide — The step-by-step guide with three methods: DIY API, MCP, or one CLI.
- AI Image-to-Video: The Complete Pipeline for Coding Agents — Model pairing matrix, full pipelines, and when to skip the still.
- How to Generate Images with Claude Code (2026): 3 Methods — The image generation companion guide.
Related Articles
- What Is a Capability Runtime? — The infrastructure layer that bundles all video models behind one CLI.
- Best AI Agent Tool Platforms in 2026 — Full ecosystem comparison.
Written by the AnyCap team. We bundle Veo 3.1, Seedance 2.0, Kling 3.0, and Sora 2 Pro behind one CLI — so your agent picks the right model per clip, not one model for everything.