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Product use cases

Start with what you are building.

Nine workflows across three tracks. Pick the one closest to what you are building, compare the models that support it, read the integration chain it actually needs, then check the estimate for your own parameters.

01

In-product generation

Generation that happens while someone is using your product: a turn in a conversation, a branch in a story, a post that has to go out on time.

Images and video169 matching models

AI companion apps

Add consistent fictional character portraits, scenes and short videos while comparing model fit and estimated cost before each run.

Frames
9:16 · 1:1
Output
Images and video
  • Text to image 44
  • Image editing 44
  • Image to video 45
  • Reference to video 14
  • Text to video 22
from $0.006 / imageRecommended models →
Images and video169 matching models

Interactive visual storytelling

Turn branching storylines into consistent scenes and clips while keeping character continuity and branch costs visible before generation.

Frames
16:9 · 9:16
Output
Images and video
  • Text to image 44
  • Image editing 44
  • Text to video 22
  • Image to video 45
  • Reference to video 14
from $0.006 / imageRecommended models →
Images and video24 matching models

Virtual persona channels

Run a recognizable virtual persona across daily posts and several platforms, on one committed identity plate, signed callbacks and a daily reconciliation.

Frames
9:16 · 1:1 · 16:9
Output
Images and video · Needs a reference image
  • Reference to video 18
  • Text to image 2
  • Image editing 4
from $0.011 / output secondRecommended models →

02

Screen production

Work that ships as a finished piece — a short film, an episode, a campaign cut — where the shot list and the schedule decide the budget.

Video156 matching models

AI short film production

Board a short film as stills, turn approved frames into shots, extend or re-cut them, and read the estimate before every pass.

Frames
16:9 · 9:16
Output
Video
  • Text to image 61
  • Image to video 56
  • Video extension 33
  • Video editing 6
from $0.0018 / imageRecommended models →
Video168 matching models

Vertical short drama

Produce vertical drama episodes: price the episode first, commit the cast once, fan it out as one batch and read it back with one list request.

Frames
9:16
Output
Video
  • Reference to video 18
  • Image to video 56
  • Video extension 33
  • Text to image 61
from $0.0018 / imageRecommended models →
Images and video191 matching models

Ad creative and product video

Turn one product shot into a matrix of sizes and versions: commit the source once, quote the matrix, fan it out and re-run only the cells that missed.

Frames
1:1 · 4:5 · 9:16 · 16:9
Output
Images and video
  • Image editing 56
  • Text to image 61
  • Image to video 56
  • Reference to video 18
from $0.0018 / imageRecommended models →

03

Studio pipelines

The systems behind the work: reference packs, asset sets and private tooling that has to produce the same thing twice.

Images and video73 matching models

Character consistency

Keep recurring characters recognizable across portraits, scenes and clips by comparing models that support reference inputs.

Frames
1:1 · 16:9
Output
Images and video · Needs a reference image
  • Reference to video 18
  • Image editing 55
from $0.0018 / imageRecommended models →
Images138 matching models

Game art and asset pipeline

From a concept pass to a finished asset set: commit one style plate, run the set against it, sweep the batch as a list and re-run only the misses.

Frames
1:1 · 4:3 · 16:9
Output
Images
  • Text to image 61
  • Image editing 56
  • Character animation 3
  • Reference to video 18
from $0.0018 / imageRecommended models →
Images and video133 matching models

Private creator tools

Build private editing and generation features with server-side keys, controlled uploads, clear retention and a cost estimate before each run.

Frames
1:1 · 9:16 · 16:9
Output
Images and video
  • Text to image 44
  • Image editing 44
  • Image to video 45
from $0.006 / imageRecommended models →

Recommended models

Pick the model, then price the run.

Matches use the tasks and required capabilities published in the catalogue. Availability and current prices come from each model page.