RulesRepeatability
Deterministic operations
Naming, file structure, presets, exports and artefact-presence checks. These automate well when input conditions are known.
AUTOMATION / CONTROL ROOM
Move routineinto a system.Keep decisionsunder control.
Video-production automation is not one magic button. It is a combination of deterministic rules, AI-assisted analysis, Resolve tooling and explicit human approval points. This page shows how those layers can form one controllable workflow.
01
Rules
repeatable operations
02
AI
analysis and suggestions
03
Review
a human owns the decision
WORKFLOW COMPILER / 01
LIVE MAPDifferent production. Different architecture.
Choose a production type and a stage. The panel shows what can be delegated to a system and where human review should remain explicit.
SELECTED STAGE
SpeechAI assist
Build a navigable representation of the conversation.
What the system does
Transcription, pauses, speakers and initial segmentation.
What a person checks
Verify names, domain terms, ambiguous words and semantic boundaries.
Workflow balance
rules3
AI2
review1
Long spoken content where transcript, semantic segmentation and a supervised rough cut are useful.
This is a learning map, not a fixed recipe. A real workflow depends on the footage, Resolve version, external services and delivery requirements.
THREE LAYERS / 02
Automation is
three different layers.
A strong workflow does not try to make everything AI. It separates what can be formalized, where a model can assist analysis and where a responsible person must approve the result.
AI assistContext
Analysis and suggestions
Transcription, moment discovery, semantic segmentation, B-roll or rough-sequence suggestions. The result still needs verification.
Human gateResponsibility
Editorial decision
Meaning, story, tone, final QC and exceptions. Automation should lead to a decision point, not conceal it.
CAPABILITY DECK / 03
Automate a stage.
Do not hide the process.
Each card represents a separate production area with its own automation layer and control boundary.
01
AI + rules
Transcription & subtitles
Speech → text → timing → presentation.
Open direction02
Rules + QC
Audio cleanup & preparation
Repeatable technical processing with explicit checks for difficult material.
Open direction03
AI + review
Pauses, repeats & semantic blocks
Find rough-cut candidates without silently approving the edit.
Open direction04
AI + review
B-roll & references
Suggest supporting media according to scene meaning and project constraints.
Open direction05
Rules + design
Titles & motion graphics
Template-driven elements, data and code-based graphics through Fusion / Motion Engine.
Open direction06
AI + rules
Chapters & metadata
Structure, timestamps, descriptions and release metadata from an approved version.
Open direction07
Rules
Batch export
Repeatable presets, variants, names and output checks.
Open direction08
Rules
Media-pool organization
Folders, naming, versions and asset checks before the edit starts.
Open directionSYSTEM MAP / 04
Not a pile of plugins.
A connected system.
Resolve remains the production environment. Specialized layers connect around it — scripts, AI, graphics and delivery. Every layer needs a clear input, output and verification point.
CORE
DaVinci Resolve
timeline · media · Fusion · Fairlight · Color · Deliver
01
Scripts / API
Repeatable commands and integrations
02Lora AI
Context analysis and action suggestions
03Fusion
Templates, compositing and graphic systems
04Motion Engine
Code-driven animation and procedural graphics
05Delivery
Variants, release package and checks
The architecture depends on the Resolve version, available APIs, source formats and which external services are allowed in a specific workflow.
EXAMPLE SYSTEMS / 05
No universal time promises.
Three inspectable architectures.
Instead of generic percentage claims, these examples show what can be delegated to a system and what is better kept under editorial control.
01
Talking-head YouTube video
Transcript → cut candidates → captions → chapters → variants
System
- transcription
- technical titles
- exports
Human
- what to cut
- pacing
- final QC
02
Multicam podcast
Sync → speech → switching candidates → audio → master
System
- organization
- transcription
- release variants
Human
- camera storytelling
- difficult audio
- content
03
Shorts / Reels series
Moment discovery → vertical version → captions → variants
System
- candidate search
- templates
- formats
Human
- moment selection
- composition
- publication decision
PRODUCTION RULES / 06
Automation should
remain inspectable.
Good automation does not only perform an action. It lets you understand what happened, repeat it and stop safely when assumptions are wrong.
Observability
Logs, stage state and explicit outputs instead of hidden magic.
Repeatability
The same technical input conditions should produce predictable technical output.
Rollback
An automated step should not destroy the ability to return to source material or an approved version.
Human gate
Creative and risky decisions get an explicit approval point.
BUILD / NEXT STEP
Is there a workflow
you want to stop repeating by hand?
Describe the current sequence, software involved and the point where time is lost. It is fine to begin with one stage — the entire production chain does not need to be automated at once.