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Workflow Assessment
Understand the current production before adding new technology.
AI Bro! Production Technology
Turn AI Experiments
into Production Capability.
Many teams are already testing artificial intelligence.
The challenge begins when those experiments need to become repeatable, secure and usable inside real production.
AI Bro! designs the workflows, automation, interfaces and infrastructure that connect AI generation with human review, versioning, post-production and delivery.
The objective is not to add more disconnected tools. The objective is to build one system the team can use, understand and improve.
Follow the Work
A Production Is Not One Generation. It Is a Connected Sequence of Decisions.
01Brief Intake
The system receives project type, brand requirements, output formats, references, deadlines, and product constraints.
02Asset Preparation
The system organises source images, product references, character references, brand assets, storyboards, and existing footage.
03Generation
Approved workflows produce image routes, video sequences, variations, environments, characters, and production extensions.
04Human Review
Creative and technical users compare routes, add feedback, approve outputs, request revisions, and reject unsuitable material.
05Post-Production
Approved material moves into editing, cleanup, VFX, colour, sound, and format adaptation.
06Version Control
The system tracks version history, selected outputs, approval status, file ownership, and delivery readiness.
07Delivery
Final assets are renamed, organised, packaged, archived, and delivered to the relevant destination.
08Reporting
The production team can review time spent, variations generated, approval cycles, model usage, and workflow performance.
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01Brief Intake
The system receives project type, brand requirements, output formats, references, deadlines, and product constraints.
02Asset Preparation
The system organises source images, product references, character references, brand assets, storyboards, and existing footage.
03Generation
Approved workflows produce image routes, video sequences, variations, environments, characters, and production extensions.
04Human Review
Creative and technical users compare routes, add feedback, approve outputs, request revisions, and reject unsuitable material.
05Post-Production
Approved material moves into editing, cleanup, VFX, colour, sound, and format adaptation.
06Version Control
The system tracks version history, selected outputs, approval status, file ownership, and delivery readiness.
07Delivery
Final assets are renamed, organised, packaged, archived, and delivered to the relevant destination.
08Reporting
The production team can review time spent, variations generated, approval cycles, model usage, and workflow performance.
What We Build
Production Technology
AI production becomes valuable when the process can be repeated, measured and operated by more than one person.
AI Bro! designs the systems behind the output. We connect models, workflows, interfaces, automation and human review into a production environment that fits the organisation's real needs.
A project can begin with one bottleneck. It can also become a complete internal production platform.
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ComfyUI Workflow Design
Build once. Improve continuously. Reuse across production.
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n8n Production Automation
The creative process should not be buried under administration.
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AI Image Pipelines
Move from individual generations to controlled visual production.
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AI Video Pipelines
Connect image generation, motion, review and delivery.
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Character and Product Consistency
Protect what must remain recognisable.
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AI for VFX and Post-Production
Do not replace the pipeline. Improve the right parts of it.
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Internal Production Interfaces
Give the team a usable system, not a folder full of workflows.
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Review and Approval Systems
Generation becomes production only when decisions are visible.
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Version and Asset Management
Stop losing the final file inside the final-final folder.
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Model and Tool Architecture
Choose the production system according to the need.
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Production Analytics
A production system should explain how it is performing.
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Documentation and Team Training
A workflow creates value only when the team can use it.
Before Automation
Do Not Automate a Bad Process.
Automation can make an inefficient process run faster without making it better.
Unnecessary approvals remain. Duplicate work continues. Teams still work around unclear responsibilities.
AI Bro! maps the current workflow before building the technical solution. We identify delay, repetition, manual handovers, missing information, and unclear ownership, and then design the future-state workflow.
Email Thread #1
Manual File Download
Missing
References
References
Duplicate
Generation
Generation
Unclear Approvals / final_v3.mp4
Production_Workflow.json
Input Ref
Product ImageConditioning
Brand LightingGeneration
Model LogicOutput
Production ImageNode-Based Production
Turn Prompt Knowledge into Production Knowledge.
Prompts are useful, but prompts alone are difficult to scale.
A complete workflow also includes models, references, controls, processing steps, output settings, review rules and export logic.
ComfyUI allows these decisions to become visible and repeatable. AI Bro! designs workflows that teams can test, document, reuse and improve over time.
Input / Controls
Generation Logic
Processing / Fixes
Outputs / Metadata
Automation Layer
Connect the Work Around the Work.
Generative production becomes inefficient when every output requires manual coordination.
n8n can connect the production steps that happen around creative generation. AI Bro! can create automations that respond to real production events.
Trigger: Brief Approved
1. Create project ID & Folder Structure
2. Add project to task system
3. Load approved creative workflow
Action: Production Ready
Potential Pilot Areas
- + Previsualisation
- + Concept frames
- + Cleanup
- + Object removal
- + Background extension
- + Environment generation
- + Restoration
- + Upscaling
- + Synthetic inserts
- + Shot variations
Evaluate use cases based on:
Quality / Security / Time / Cost / Integration / Human Review
Quality / Security / Time / Cost / Integration / Human Review
Pipeline Augmentation
Use AI Where It Helps the Artist.
AI should not be inserted into a VFX pipeline only because the technology exists. The right use case must improve time, quality, creative options, or artist experience.
AI Bro! works with production and VFX teams to identify practical pilot opportunities. The pilot should begin with one clear use case and real production material.
Make It Usable
The Best Workflow Is the One the Team Actually Uses.
A technically powerful system can fail if the user experience is too complex. AI Bro! can build a simplified internal production platform on top of the technical workflow, granting different users different levels of access.
Creative User
- →Select visual direction
- →Upload references
- →Start approved workflows
- →Review outputs
Production User
- →Manage versions
- →Assign tasks
- →Track approval
- →Prepare delivery
Technical User
- →Update models
- →Maintain workflows
- →Review errors
- →Manage infrastructure
Client User
- →View approved options
- →Comment
- →Approve
- →Download final material
From Bottleneck
to Working Pipeline.
From careful assessment to the deployment of a robust production system.
Start a Production Technology Assessment01
Observe
- + Current workflow
- + Teams
- + Tools
- + Assets
- + Decisions
- + Constraints
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Map
- + Inputs
- + Tasks
- + Handovers
- + Approvals
- + Outputs
- + Risks
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Prioritise
- + Highest-value use case
- + Pilot scope
- + Success criteria
- + Security model
- + Required integrations
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Design
- + Workflow architecture
- + Models
- + Automation
- + Interface
- + Human review
- + Version logic
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Prototype
- + ComfyUI workflow
- + n8n automation
- + Interface prototype
- + Test assets
- + Review flow
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Pilot
- + Real users
- + Real production material
- + Measurable outputs
- + Controlled scope
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Integrate
- + Existing systems
- + Storage
- + Project management
- + Review tools
- + Delivery
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Enable
- + Documentation
- + Training
- + Governance
- + Support model
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Improve
- + Time
- + Quality
- + Adoption
- + Cost
- + Bottlenecks
- + Opportunities
Illustrative Capability Framework
From Manual Generation to Repeatable Production.
Challenge: A production team is already using generative AI. Each artist works differently. Prompts and settings are stored privately. Outputs move through email and shared folders. Approvals are unclear.
The team cannot measure production performance or reproduce successful results consistently.
Phase 1 - Workflow Discovery
- • Map existing tools
- • Identify bottlenecks
- • Review asset flow
- • Review security
- • Define pilot use case
Phase 2 - Production Design
- • ComfyUI architecture
- • Model selection
- • Input rules
- • Output standards
- • Human review points
Phase 3 - Automation
- • Brief trigger
- • Folder creation
- • Task routing
- • Review notification
- • Version update
- • Delivery packaging
Phase 4 - Internal Interface
- • Workflow selection
- • Asset upload
- • Generation control
- • Review
- • Approval
- • Download
Phase 5 - Pilot
- • Real production
- • Small user group
- • Performance measurement
- • Error analysis
- • Workflow refinement
Phase 6 - Rollout
- • Documentation
- • Training
- • Governance
- • Support
- • Roadmap
Potential Business Outcome
The company moves from individual experimentation to a shared production capability. Successful workflows become organisational knowledge rather than personal knowledge.
Build a Production CapabilityWhen Security Matters
The Workflow and the Infrastructure Must Be Designed Together.
Some production systems can operate through approved public tools and cloud APIs.
Others involve confidential footage, protected characters, unreleased campaigns or strict client requirements. In these cases, the production workflow may need to operate inside local infrastructure, private cloud, dedicated endpoints or hybrid environments.
AI Bro! connects Production Technology with the Private AI Lab to design both the workflow and the controlled environment behind it.
Secure Use Cases
- Confidential VFX
- Streaming productions
- Unreleased campaigns
- Protected intellectual property
- Internal enterprise content
- Client-restricted assets
Production Technology Connects the Rest of AI Bro!.
Build the System
Your Team Is Already Experimenting.
Now Make It Repeatable.
You may have one successful workflow, several disconnected tools or only the feeling that production should move faster. AI Bro! can map the process, identify the right opportunity and build the workflow from first pilot to internal capability.