The 8 Best Image-to-Video Generators for Ads in 2026

Key takeaways

• Melius is the best image-to-video generator for ad teams. It runs Seedance 2.5, Kling 4.0, Veo 3.1, MiniMax H3, and Wan 3.0 on one canvas, with start, last, and reference frames on each video step and an agent that builds the workflow from a brief.

• Kling AI has the deepest controls from a single model maker. Kling 4.0 makes clips of up to 30 seconds from as many as 10 keyframes and 15 references, with stereo audio.

• Runway is the pick if you want to publish from the same tool. Runway Ads generates variants, routes them through approval, and publishes to the major ad platforms.

• The best model isn't tied to one app. Seedance 2.5 tops the Artificial Analysis image-to-video leaderboard, and Melius, Krea, Higgsfield, and Runway all offer it.

• Tell the model what stays still. A product that drifts, warps, or changes its label is the most common reason a generated clip can't run.

What image-to-video does for ad teams

Image-to-video animates a still. For ad work that usually means one of four jobs:

• Animating a static ad or packshot. A slow push-in, a pour, a product turning on a plinth, or a background that moves while the product stays put. A six-second clip loops cleanly in most feeds.

• Start and end frames. Give the model a first frame and a last frame, and it fills in the motion between them: a closed box to an unboxed product, a before to an after, or a loop where the last frame matches the first.

• Reference images for consistency. A reference image tells the model what the product or person looks like across the whole clip, without pinning any single frame. Without one, models tend to invent a product that looks close to yours but isn't.

• Every placement's shape. Generating at 9:16 for Reels and TikTok, 4:5 or 1:1 for feeds, and 16:9 for YouTube covers most paid social placements.

Many current models also generate sound with the picture, so a clip can arrive with ambient audio, effects, or dialogue already synced.

On the Artificial Analysis image-to-video leaderboard on November 1, 2026, which ranks models by human preference votes, the top five were Seedance 2.5, Utopai X, Seedance 2.0, MiniMax H3, and Hyperflow H3. MiniMax H3 is also the best open-weight model on that board. Most of the leading models are available on several of the platforms below, so the choice of tool comes down to controls, team features, and price as much as the model.

How we ranked

We ranked each platform on four things: the image-to-video models it offers and how current they are, the frame controls it exposes (start and end frames, references, keyframes, and audio), what it adds for a team making ads (brand assets, approvals, reusable workflows, and shared workspaces), and how quickly a marketer gets from a still to a clip they can run.

The eight generators compared

1. Melius - Best for ad teams that want every top model in one workflow

Melius is an AI creative platform built around a node canvas, where an agent lays out each step of a job and runs it.

What works: The image-to-video roster covers the top of the leaderboard: Seedance 2.5 and 2.0, Kling 4.0 with scenes of up to 30 seconds, Veo 3.1, Gemini Omni Flash 1.1, MiniMax H3, Wan 3.0 with up to 30 seconds of video and sound, and FLUX 3. Each video step takes a starting frame, a last frame, and reference images, and shows only the inputs its model supports. A clip's last frame can feed the next shot, so a sequence picks up exactly where the previous shot ended, and a Stitch step joins the clips at no extra cost. Describe the ad and the agent, Mel, picks a model, writes the motion prompt, and connects your packshot as the reference. A brand kit built from your website or guidelines PDF keeps products and colors accurate, workflows save as team templates, and the asset library adds approvals and version history. Claude users can also run it through Melius's connector.

What doesn't: Captions and final timeline edits still happen in a separate video editor, and every generation uses credits from a paid plan or a one-time purchase.

Best for: Agencies and in-house teams turning approved stills into many video variants, with the brand assets and approvals in one place.

2. Kling AI - Best for deep controls from one model maker

Kling AI is Kuaishou's own app for its Kling models, and it's where new Kling releases land first.

What works: Kling 4.0 animates a still with a first and last frame or up to 10 keyframes, takes up to 15 references (10 images, five videos, and seven elements) to keep a product or character consistent, and makes clips of 3 to 30 seconds with stereo audio and lip sync. Creative Recreation copies the pacing and composition of a reference video and swaps in your product. The app adds Motion Control, Lip Sync, and Avatar tools and a canvas with an agent for batch ecommerce assets. The Standard plan is $8.80 a month after a discounted first month, and paid plans list commercial use and watermark removal.

What doesn't: It runs only Kling models, and the 4K HDR output and two-minute extension shown for Kling 4.0 are still marked coming soon.

Best for: Teams that want the newest Kling features the day they ship and are happy with one model family.

3. Runway - Best for generating and publishing ads in one tool

Runway is a video generation company with its own Gen-4.5 model and a lineup of third-party models.

What works: Runway Ads, launched September 30, 2026, generates video and image creative, checks it against your brand before an approval queue (human approval is on by default), resizes it across aspect ratios, and publishes approved variants to Meta, Google, and TikTok. For image-to-video, Runway also offers Kling 4.0, Seedance 2.5, and MiniMax H3, the last with first-frame, first-and-last-frame, and reference-to-video modes. Plans start at $12 a month billed annually, without watermarks.

What doesn't: Runway's own Gen-4.5 image-to-video tops out at 10 seconds and 720p, with no first and last frame or native audio documented, so the stronger controls come from the third-party models. Runway also lists Gen-4.5's own weak spots, including objects that appear or disappear unexpectedly.

Best for: Performance teams that want generation, approval, and ad publishing in one product.

4. Higgsfield - Best for marketing templates on top models

Higgsfield is a video-first generation app with marketing presets built on top of the leading models.

What works: Kling 4.0 and Seedance 2.5 are both available, alongside Marketing Studio for ad formats, Cinema Studio for directed shots, and Genjutsu, which recasts any motion with your own characters, locations, and products. A shared canvas works for teams, and the Teams plan runs from 2 to 15 seats per workspace with shared credits and admin spend controls. Plans start at $15 a month billed annually.

What doesn't: The entry plan covers selected models only, its unlimited generations work only on higgsfield.ai (not through its MCP, CLI, canvas, or agent), and its promotional pricing changes often.

Best for: Social and performance teams that want template-driven video ads at volume.

5. Krea - Best for many models at a low entry price

Krea is a creative suite that runs its own image models and many video models from other labs.

What works: Image-to-video covers Kling 4.0, Seedance 2.5, Veo 3.1 (up to 4K), MiniMax H3, and Wan 3.0, and most of them can animate between two images, so you set where the shot begins and ends. Veo 3.1 and other models add native audio, and Krea adds lip sync, motion transfer, and an upscaler for video. Nodes chain steps together, and a Business plan supports growing teams.

What doesn't: Full video model access starts on the Pro plan ($21 a month billed yearly), since Basic excludes models such as Seedance 2.5, and we found no approval workflow or brand kit.

Best for: Creative teams that want to compare several top models on the same still without a big plan.

6. Adobe Firefly - Best for teams that finish in Adobe

Adobe Firefly pairs Adobe's own video model with partner models from other labs.

What works: The Firefly Video Model is trained on licensed content such as Adobe Stock and public-domain material, and partner models including Veo 3.1 and Kling 3.0 sit alongside it, several with native dialogue, effects, and ambient sound. You can set a first frame, export MP4 at up to 4K, and trim and reorder clips in Firefly's video editor. Team licenses mirror the individual plans.

What doesn't: Video eats premium credits quickly on the Standard plan, and Adobe notes that commercial use depends on the model, so its commercial-safety promise covers its own model rather than the partner models most teams will want. Most clips are capped at eight seconds.

Best for: Brand teams whose editing and finishing already happen in Adobe apps.

7. Magnific - Best for stock, upscaling, and video in one account

Magnific, the company formerly called Freepik, combines generation models with its stock library and upscalers.

What works: Start from an image, add a last frame, and generate with models including Kling 3.0 and Kling 3.0 Omni, Veo 3.1, and Seedance 2.0, several with native audio. You can lip-sync a still to an audio track, then upscale the clip or extend it past its last frame. Spaces is a shared node canvas for team workflows, and every paid plan includes a Brand Kit and a commercial AI license.

What doesn't: The newest models, such as Kling 4.0 and Seedance 2.5, weren't on its video pages when we checked, and with stock, images, video, and audio in one account, finding the right tool takes a while.

Best for: Marketing teams that already buy stock from Freepik and want video in the same account.

8. Google Flow - Best for direct access to Veo

Google Flow is Google's filmmaking app for its Veo and Gemini Omni video models.

What works: Veo 3.1 animates a first frame, or a first and last frame, at 4, 6, or 8 seconds, and its Fast and Lite versions take ingredient references. Gemini Omni Flash 1.1 adds frames, references, and editing of existing video at up to 10 seconds. Flow also has text layers, video resizing, and a storyboard tool, and access comes with a Google AI plan from $4.99 a month.

What doesn't: Clips are short, there's no shared team workspace or approval step, and outputs carry an invisible SynthID watermark. It's built for individual creators rather than ad teams.

Best for: Creators and small teams that want Google's newest video models at the lowest entry price.

Which one fits your team

• You need the top models, frame controls, and approvals in one place: Melius.

• You want Kling's newest features first: Kling AI.

• You want to publish approved variants straight to ad platforms: Runway.

• You want ready-made ad formats: Higgsfield.

• You want to compare models cheaply: Krea.

• Your team finishes everything in Adobe: Adobe Firefly.

• You already buy stock from Freepik: Magnific.

• You just want Veo: Google Flow.

Frequently asked questions

What is the best image-to-video generator in 2026?

For ad teams, Melius, which runs Seedance 2.5, Kling 4.0, Veo 3.1, MiniMax H3, and Wan 3.0 with start, last, and reference frames, plus brand kits and approvals. By model alone, Seedance 2.5 led the Artificial Analysis image-to-video leaderboard on November 1, 2026.

How do I animate a product photo with AI?

Upload the photo as the starting frame, or as a reference image if the model supports it, and describe both the motion and what must stay still, such as the label and the product's shape. Generate at the aspect ratio of the placement, around six seconds for a loop, and check the label in every frame before it runs.

What's the difference between a start frame and a reference image?

A start frame is the exact image the clip begins on. A reference image tells the model what a product or person looks like across the whole clip without pinning any frame, which keeps it consistent when the camera or scene changes.

Which image-to-video generators make sound?

Kling 4.0, Seedance 2.0, MiniMax H3, Wan 3.0, Veo 3.1, and FLUX 3 all generate audio with the video. Runway's own Gen-4.5 and Luma's Ray3.2 image-to-video don't generate native audio.

How long can an AI image-to-video clip be?

It depends on the model. Kling 4.0 and Wan 3.0 make up to 30 seconds in one generation, MiniMax H3 up to 15, Runway Gen-4.5 up to 10, and Veo 3.1 up to 8. Longer ads are usually built from several clips joined together.

Can I use AI image-to-video clips in paid ads?

Usually, on a paid plan, but terms vary by platform and model. Check the platform's commercial-use terms and the underlying model's, make sure the product shown matches what customers receive, and follow disclosure rules for AI-generated people where your ads run.