Choose Auto, TokenLab Verified, or Official for each request, with prices shown up front. See what's new

Stability AI: Stability AI Control Structure

Stability Control Structure uses an existing image's structure to guide a new composition. It is useful for changing visual appearance while retaining the broad arrangement of objects, shapes, and spatial relationships.
Compare models
stability-control-structure
AvailableStability AIImageSync
Price
From $0.05
Modalities
Image

About Stability AI Control Structure

Control Structure is a Stability AI image service that generates a new image while preserving the structure of an input image. You provide a reference picture and a prompt; the output keeps the broad arrangement of objects, shapes, and spatial relationships but changes how everything looks. It is the choice for restyling a photo or render without redrawing the scene. Sketch is its line-drawing counterpart.

Where it works well

  • It holds the layout of the source image, so objects stay where they were while materials and mood change.
  • Works from photos and renders, not only drawings, which sets it apart from Control Sketch.
  • The prompt changes appearance (season, era, art style) without a mask or manual selection.

When to choose another model

  • Fine details such as small text and faces are not guaranteed to survive the restyle.
  • Editing one region while leaving the rest untouched is the job of Stability Inpaint.

Getting started

  1. Create API key

    Create a key in Console, then use it with every model on the platform.

  2. Send your first request

    Copy the example for your language and run it against the endpoint.

    Image editingTokenLab endpoint
    POST/v1/images/edits
    curl -X POST "https://api.tokenlab.sh/v1/images/edits" \
      -H "Authorization: Bearer sk-xxx" \
      -H "Content-Type: application/json" \
      -d '{
      "model": "stability-control-structure",
      "prompt": "A minimalist product photo of matte black headphones on a soft blue background.",
      "image_url": "https://example.com/source.png"
    }'

Parameters

Image editing

ParameterValues and limitsDefaultNotes
control_strength≥ 0, ≤ 1Not providedOptional numeric control from 0 through 1. The gateway forwards an explicit value without a default. When omitted, the upstream default is 0.7.
imageInputs: ≥ 1, ≤ 1Not providedOne source image. Mask input, where declared, applies to this source image.
promptNot providedNot providedNot provided

Official Stability structure control contract.

Pricing

The Verified price applies to Verified, which costs less on most models. The Official price is the model maker's published price and applies to the more reliable Official route. Auto bills the route that completes the request.

Image editing

per image
Official price
$0.05
Verified price
—
Discount
—

Usage & activity

Success rate is the share of requests that completed. Latency is how long a full response takes; P95 means 95% of requests finished within that time.

Usage & availability

Last 24 hours
Requests
Success rate
P95 latency
Total tokens
Model performance
Metrics appear once privacy and data volume thresholds are met.

Data is based on aggregate user requests, excluding status checks.

Open in Console

Open Stability AI Control Structure in Console with a prompt ready to edit or send.

Help me create an image with stability-control-structure using image-edit at /v1/images/edits. Show the result, cost, and any limits I should know.

Use cases

  • Restyling a photograph

    Keep the framing of a street photo and render it as a watercolour, a night scene, or a winter version for a campaign.

  • Architectural visualisation

    Feed a plain massing render and ask for a realistic material and lighting pass that keeps every wall and window in place.

  • Pose and layout reuse

    Reuse the composition of a successful image across a series, changing only subject styling in the prompt.

  • Game and level mockups

    Convert a grey-box scene screenshot into an art-directed environment concept with identical blocking.

Prompt examples

Keep this room layout exactly but restyle it as a mid-century living room, afternoon sun, film grain.

Turn this summer street photo into the same street under heavy snow at blue hour.

Re-render this white-box building massing as a glass and timber office with a landscaped plaza.

FAQ

What does Stability Control Structure do?

It creates a new image from a prompt while keeping the structure of an input image. Composition and object placement carry over; colour, texture, and style follow your prompt.

Does it need a sketch?

No. Any image can serve as the structure source, including photos and 3D renders. If your input is a rough hand drawing, Control Sketch is designed for that case.

Will faces and text stay identical?

Not reliably. The model keeps the broad arrangement, not pixel-level detail, so expect small elements to change. Check results before using them where exact likeness or wording matters.

How do I change only part of an image?

Use Stability Inpaint with a mask instead. Control Structure regenerates the whole picture around the preserved layout, so every region may change in appearance, whereas Inpaint leaves everything outside the mask exactly as it was.

Is Control Structure a text model?

No, it is an image-to-image service: an image and a prompt go in and an image comes out. It does not write text or answer questions, and it cannot generate anything from a prompt without a structure image.

How much does Stability AI Control Structure cost?

On TokenLab, Stability AI Control Structure costs $0.05 per image. The pricing table above shows the full breakdown. Rates depend on the billing unit, specification, and usage. Compare matching conditions in the model's detailed pricing; a single rate does not determine the total cost.

Which endpoint should Stability AI Control Structure use?

Use https://api.tokenlab.sh/v1/images/edits for Stability AI Control Structure. The request example below shows the matching code shape.

Which operations does Stability AI Control Structure support?

Stability AI Control Structure supports Image editing. Select an operation above to see its endpoint and request example.

Compare Stability AI Control Structure

Guides that use Stability AI Control Structure

Sources

Reviewed Oct 2, 2026

More from Stability AI

Related models