Post / Image Transformation

AI VFX for Live-Action Footage.

AI post-production is not a single filter or push-button pass. It is a shot workflow: define the change, preserve what matters, generate or transform the required material, and integrate it with editorial, compositing, sound, and color. Our approach treats AI output as production material that must be selected, directed, matched, and finished.

Onsetology production notes · Updated August 26, 2026

Best Suited For

Where This Workflow Helps.

  • Environment replacement and extension
  • Face, performance, or appearance transformation where continuity matters
  • Stylized transitions, energy, smoke, fire, and other visual treatments
  • Campaign versioning that begins from approved photography and an approved edit

Deliverables

What the Engagement Can Include.

  • Shot audit and feasibility plan
  • Look development and controlled tests
  • AI-generated or AI-transformed elements
  • Rotoscoping, tracking, compositing, cleanup, and VFX
  • Color-managed review files and final delivery masters

Working Principle

Technology Serves the Shot.

We select methods around the brief, source material, schedule, review needs, and final delivery—not around a predetermined tool.

01 / Process

How We Add AI VFX to Existing Footage.

01

Audit the edit

Each shot is classified by creative intent, source quality, motion, continuity risk, and the amount of manual finishing it may require.

02

Approve a visual target

Representative frames and short motion tests establish the look before the team scales the approach across a sequence.

03

Generate with continuity controls

Inputs, references, masks, timing, and versioning are organized so results can be compared and reproduced during review.

04

Composite and finish

Edges, grain, light, color, motion, and artifacts are resolved in the same finishing context as the rest of the film.

02 / Production Notes

From Shot Audit to Final Composite.

Treat every requested change as a shot task

AI post-production becomes manageable when the team stops describing it as one broad effect. Every shot has a source, a requested change, elements that must remain stable, a visual reference, an edit context, a duration, and an approval state.

A shot audit identifies where an AI method is appropriate, where conventional compositing or cleanup is still required, and where source quality, continuity, reflections, or rights create additional risk. The audit becomes a test plan before work expands across the sequence.

Separate generation from integration

A useful generated result is not automatically a finished shot. It may still need tracking, masks, edge work, stabilization, cleanup, grain, relighting, color matching, or selective restoration from the original plate.

Keeping generation and integration visible as separate stages also improves review. The team can evaluate the creative direction of the change without confusing it with the craft still required to make that change belong inside the photographed film.

Finish inside the real edit and delivery context

Tests should be reviewed in sequence and at delivery speed. A side-by-side comparison can show whether a transformation improves the shot, but the edit reveals pacing, continuity, and whether the new image supports the scene rather than only adding novelty.

Final work follows the same color-management and delivery discipline as photographed or conventionally rendered material. Aspect ratios, cutdowns, text-safe areas, compression, platform specifications, and archive requirements are defined before the last round of shot work.

04 / FAQ

Practical Questions.

Can AI post-production fix any shot?

No. Source resolution, motion blur, occlusion, reflections, continuity, and legal or brand requirements can limit an approach. We test high-risk shots before committing the full sequence.

How is consistency maintained across shots?

Through approved references, controlled inputs, shot tracking, version review, compositing, and a final color-managed pass—not through generation alone.

Do you keep the original photography available?

Yes. The workflow is non-destructive: source plates, approved versions, and final composites remain distinct so creative decisions can be reviewed and revised.

Can AI replace a video background without a reshoot?

Sometimes. Source resolution, motion blur, hair and edges, reflections, contact with the environment, lens movement, light direction, continuity, and rights can limit the approach. We begin with a shot audit and representative motion test before scaling the work.

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