MODEL TYPES

Image to Video (I2V)

What is AI Image to Video?

Image to video, often called I2V, is the process of turning a still image into a moving scene using AI. You hand the model a single frame plus a short direction, and it animates the shot by inferring motion, depth, parallax, and light. You get a clip with the same composition you already approved, now alive. It is the fastest way to get from a locked still to usable motion without a camera crew.

At COEY we build I2V into motion content pipelines for agencies and brands. That means turning an approved hero still into a social cut, giving a static billboard a subtle loop for paid placements, or fanning one product shot out into dozens of aspect-ratio-specific clips. The value for marketing teams is leverage. One approved frame becomes a week of motion assets, without reopening the production schedule.

How agencies and brands use I2V in production

Below are the four jobs we see AI Image to Video (I2V) doing inside agency and brand content operations right now. Every one of them is wired into workflows COEY has built or consulted on. Some of them we integrated with only to decide they did not make the cut. All of them are repeatable, measurable, and reviewable.

Turn stills into paid social motion

Convert an approved campaign still into vertical, square, and 16:9 motion cuts for TikTok, Reels, Shorts, and YouTube pre-roll. Agencies use I2V to skip a reshoot and still meet every placement spec.

Activate catalog photography

Give product photography a short, branded loop so e-commerce pages and paid placements read as motion first. Brands use I2V to add video inventory without a studio day.

Banner and display at scale

Fan a single key visual out into hundreds of short motion variants for programmatic and display, without touching the original photoshoot budget.

Concept test before you greenlight a shoot

Animate a mood board or reference frame so the CMO can feel the pacing of a concept before anyone commits to production. I2V compresses the go or no-go decision from weeks to one meeting.

Two ways to run I2V at scale with COEY

COEY is not a SaaS tool and we do not sell seats. We come in one of two ways, and some of our engagements combine both. Pick the mode that fits how your team wants to operate AI Image to Video at scale.

Custom build

We design, build, and hand off a custom I2V pipeline tuned to your brand, your asset library, and your existing marketing stack. Think prompt libraries, brand-controlled model selection, review flows, and the automation wiring that actually puts finished creative in front of your media team on time.

This is the right choice when you need production output now and your team does not have the capacity to build AI infrastructure in-house.

Consulting and enablement

We come in, train your team on the I2V tools and workflows we would otherwise build for you, and leave you with the playbooks to run it yourself. Your creative leads walk out of the engagement knowing which models to reach for, how to prompt them, and how to wire them into your existing review and delivery process.

This is the right choice when you have the talent in-house and you need the fastest path from zero to production-ready AI capability.

Compare I2V models and talk to COEY

COEY compares AI Image to Video (I2V) models side by side on real creative tasks so the model you pick actually holds up in production. See our AI model comparisons hub for head-to-head reviews, and explore the other generative model types we build with: text to video, image to image, text to image.

If you lead marketing at a brand or run an agency and you are evaluating whether I2V belongs in your content stack, talk to COEY. We build the custom system or we train your team to run it themselves.

Image to Video (I2V) Models
  • WAN 2.6 I2V
    December 16, 2025
  • Kling 2.6 Pro I2V
    December 2, 2025
  • LTVX 2 I2V
    October 23, 2025
  • VEO 3.1 I2V
    October 15, 2025
  • Kling 2.5 Turbo I2V
    Kling 2.5 Turbo I2V
    September 25, 2025
  • WAN 2.5 I2V
    WAN 2.5 I2V
    September 24, 2025
  • Seedance V1 I2V
    Seedance V1 I2V
    June 10, 2025
  • VEO 3 I2V
    VEO 3 I2V
    May 20, 2025
Image to Video (I2V) PROMPTS
  • Can I Drive
    Same Prompt Different Models
  • CO-Bot.01 Raider
    Same Prompt Different Models
  • COEY Vibe Water
    Same Prompt Different Models
  • CO-Bot.01 Birthday Cake
    Same Prompt Different Models