CASE STUDY · WORKFLOW AUTOMATION & AGENTS
An agent pipeline that gave a studio its week back.
A small creative studio was drowning in repetitive production work — asset handling, versioning, and review chasing. NOKTIS designed an orchestrated agent system that absorbed the busywork, so the team spent its hours on judgment instead of file management.
Client Industry
Creative Studio · Production Operations
Discipline
Workflow Automation & Agent Orchestration
Timeframe
6-week build
Tools & Models
Claude · n8n · Custom Agents · Internal APIs
The AI challenge
The studio's best people were spending their most expensive hours on work no one should do by hand.
01Manual Asset Handling
Files were renamed, resized, and routed between tools by hand — slow, error-prone, and impossible to scale with headcount fixed.
02Review Bottlenecks
Approvals stalled in inboxes. Nobody could see what was waiting on whom, so work sat instead of moving.
03Tooling Without a System
AI tools existed in isolation. Without orchestration, each one added a step instead of removing one.
Technical Strategy
Orchestrate the work, don't just add a tool.
We mapped the real production flow, then built agents that hand off to each other — with a human in the loop only where judgment matters.
01Process Mapping
Traced every step from brief to delivery and isolated the repetitive, rules-based work that a system could own end to end.
02Agent Design
Built specialized agents for intake, asset processing, and routing — each with a narrow job and clear handoff to the next.
03Orchestration Layer
Wired the agents into one pipeline with review gates, so work flows automatically but a person still signs off on anything that needs taste.
04Handover & Ownership
Documented and handed over the system so the studio runs and adjusts it themselves — they keep the capability, not just the output.
Shipped results
The same team, moving like a larger one.
The pipeline went live in production and immediately took the repetitive load off the team. Figures below are representative of the engagement.
- ~12 hrs
- Saved per week
- 3×
- Faster asset turnaround
- 1
- Owned system handed over
Production Pipeline
A live, orchestrated agent system handling intake, asset processing, and routing with human review gates.
Operating Docs
Runbooks and architecture notes so the studio can extend and maintain the system without us.
We measure the work by what it removes from the team's plate — repetitive hours absorbed, throughput up, and a system the studio now owns and runs on its own.