AI Engineering Tools

AI Media

AI Generation Parameter Terms

A vendor-neutral guide to seed, sampling, guidance, denoising, reference, stylization, variation, resolution, frame rate, duration, and motion settings.

12 matching terms

Randomness

Seed

Seed

Meaning

A value that initializes the pseudo-random generation process.

When to use it

Keep it fixed to compare prompt or parameter changes under similar starting conditions.

Caution

Seed behavior differs across models and versions.

Prompt fragment

seed: 48217

Sampling

Sampling steps

Sampling steps

Meaning

The number of iterative refinement steps used during image generation.

When to use it

Raise it only until additional steps stop producing useful quality gains.

Prompt fragment

sampling steps: 30

Prompt adherence

Guidance scale

Guidance scale

Meaning

Controls how strongly generation follows text guidance relative to the model's prior.

When to use it

Increase for stronger prompt adherence; reduce when results become rigid or oversaturated.

Prompt fragment

moderate guidance, preserve natural texture

Prompt adherence

Prompt strength

Prompt strength

Meaning

Controls how strongly prompt instructions influence an edit or guided generation.

When to use it

Use lower values for subtle edits and higher values for larger semantic changes.

Prompt fragment

prompt strength: medium, change only the material

Prompt adherence

Denoising strength

Denoising strength

Meaning

Controls how much an input image may be reconstructed during image-to-image generation.

When to use it

Keep it low to preserve structure; raise it for substantial variation.

Prompt fragment

denoising strength: 0.35, preserve composition

Reference control

Reference strength

Reference strength

Meaning

Controls the influence of an image, character, style, or motion reference.

When to use it

Balance it against text freedom and the amount of variation required.

Prompt fragment

character reference strength: high; pose reference strength: medium

Style control

Stylization

Stylization

Meaning

Controls how strongly a model applies its learned aesthetic tendencies.

When to use it

Increase for expressive interpretation; reduce for literal or technical output.

Prompt fragment

low stylization, accurate product shape and materials

Randomness

Variation

Variation

Meaning

Controls how far alternatives may depart from a source or previous result.

When to use it

Use small variation for iteration and large variation for concept exploration.

Prompt fragment

low variation, preserve identity and composition

Output

Resolution

Resolution

Meaning

The pixel width and height of an image or video frame.

When to use it

Choose it for delivery needs while respecting model-native sizes and cost.

Prompt fragment

resolution: 1920 by 1080

Video

Frame rate

Frame rate

Meaning

The number of video frames displayed per second.

When to use it

Use 24 fps for a common cinematic cadence or higher rates for smoother motion.

Prompt fragment

frame rate: 24 fps, natural cinematic motion

Video

Duration

Duration

Meaning

The total time available for requested actions and camera movement.

When to use it

Reduce action count when duration is short and sequence complex shots separately.

Prompt fragment

duration: 6 seconds, one continuous action

Video

Motion strength

Motion strength

Meaning

Controls the amount or intensity of subject and scene motion.

When to use it

Keep it low for portraits and product shots; raise it for action and environmental movement.

Prompt fragment

low motion strength, subtle breathing and fabric movement