Agentic batch AI Image Generation
The harness for
AI image and video models.
A harness is what makes a model useful. Describe the batch once, run image models in parallel, turn approved frames into video, and keep every prompt as a reusable recipe on your own API keys.
No card required. Your keys, your bill, no token markup.
WHY LEAVE THE AI CHAT INTERFACE
Great models.
Terrible workflows.
One asset at a time.
The chat box turns every still or clip into another turn of typing, waiting, and scrolling back up.
Your work drifts away.
Yesterday's best result is forty screens up, in a thread you already renamed. There is no library, only history.
Every edit drifts further from the result you wanted.
Keep editing the same visual in one thread and the context rots. Version 8 looks nothing like the version 3 you wanted.
Same settings, retyped forever.
No saved presets. No per-model parameters. No CSV in, no campaign out. Just the same three sentences, again.
SeamUI keeps the models and deletes the chat. Your keys, your models, your library. The queue does the waiting.
The AI chat box way
- Type one prompt, wait, type the next
- Rate caps you cannot see until you hit them
- Results buried in a conversation, not a library
- One vendor's models, one vendor's bill
- Prompts live in your head or a notes app
The SeamUI way
- Describe an image once, run ten variants in parallel
- Every still and clip lands in a project you can search
- Clear settings per model, saved as a recipe
- Image and video models side by side, your keys on each
- The provider bills you directly, at their rate
THE WORKSPACE
Everything an AI chat refuses to do.
BULK IMAGE GENERATION
One prompt. Ten variants out.
Pick a count from 1 to 10 and fire. Every request runs in parallel on your keys, so ten images take about as long as one, not ten times as long.
- Ten images running in the background, one seat, no queueing
- Per-model parameters, no hidden prompt rewriting
- Every output keeps the recipe that made it
BATCH OF 10 · NANO BANANA PRO
THE MATH
What the manual workflow actually costs you in time.
Drag to your monthly volume. The arithmetic below is deliberately conservative, and every assumption is spelled out at the bottom.
IN A CHAT APP
13hours of your attention
- Prompt setup, review, download, naming and filing for every kept image
- One image at a time
IN SEAMUI
3hours of your attention
- Parallel batches reduce repeated setup and waiting
- Ten generations running in parallel
10 hours of your attention back every month.
WHAT OTHERS DO
$90 - $1000+ / every year
A mid-tier generation plan runs around $40 a month. That is $480 a year, every year, with an image allowance you cannot exceed and a price the vendor can raise.
THE SEAMUI WAY
$99 once + your own model (pay as you go)
Pay for the workspace once and keep it. Model usage is billed to you by OpenAI, Google, xAI or whoever else holds the key, at their published rate, with nothing added on top.
Assumptions: 1.3 minutes of hands-on time per kept image in a chat app, covering prompt setup, review, download, naming and filing, against 0.3 minutes inside a parallel batch that files itself. This comparison measures hands-on workflow time only; model generation time varies by provider and is excluded.
AND THE REST
A studio's worth of small decencies.
Your work, organized.
One workspace per team, projects inside it. Nothing you generate ends up somewhere randomly.
Prompts saved as recipes
Hit save on a generation and the full recipe survives: prompt, model, parameters, reference images.
Your keys, encrypted
Provider keys are stored encrypted at rest and scoped to the workspace. Revoke one and it stops working everywhere.
See the modelsNothing gets lost
Generations run server side. Close the tab, come back tomorrow, the results are waiting in the project.
Edits as revisions
Editing a result keeps the original. You can go back to version three without regenerating it from scratch.
Built for handover
Invite a client as viewer, a freelancer as editor. Roles decide who can spend against the workspace keys.
PRICING
Pay once for SeamUI. Pay providers only when you generate.
One lifetime workspace for image and video generation. No renewals, no monthly bill, no SeamUI generation cap beyond your plan storage.
Your model usage runs on your own keys at provider prices.
EVERY PLAN INCLUDES
- Unlimited projects, with no SeamUI generation cap
- Every supported image and video model
- Image batches, up to 10 in parallel
- Text-to-video and image-to-video workflows
- Saved image and video prompts
- Video preview, trim, merge and frame extraction
- Lifetime access and every future update
- Your own API keys, encrypted at rest
Indie
Perfect for solo creators
$99
ONCE · NO RENEWAL · FOREVER
- 500GB of storage
- 1 seat
- Project folders
- Every supported image and video model
- Lifetime access & Update
- 6 months prompt log history
Business
For freelancers and small teams
$199
ONCE · NO RENEWAL · FOREVER
- 1TB of storage
- 5 seats
- Project folders
- Every supported image and video model
- Lifetime access & Update
- CSV image batch generation
- 12 months prompt log history
Scale
For startups and growing teams
$249
ONCE · NO RENEWAL · FOREVER
- 2TB of storage
- 20 seats
- Project folders
- Every supported image and video model
- Lifetime access & Update
- CSV image batch generation
- 24 months prompt log history
CUSTOM PLAN
Bring SeamUI's power and flexibility to your entire organization.
For agencies, studios, schools, and internal creative teams, we tailor SeamUI to your structure, security requirements, and procurement process.
Contact UsBUILT AROUND YOUR NEEDS
- Unlimited seats and workspaces
- Custom storage and retention
- Dedicated support, named account manager
- Security review and procurement paperwork
- Invoicing and purchase orders
FAQ