CASE STUDY — 05 // DISCIPLINE: AI WORKFLOW

AIWORKFLOW

Moving beyond curiosity into high-velocity production pipelines. How I use custom AI agents, automated moodboarding, and generative tooling to collapse briefing times and scale output.

2022 — Present
2.5× Output Scale
4+ Deployed Bots
LLMs · ComfyUI · Web Audio
90%
Briefing Phase Speedup
2.5x
Creative Efficiency
2022
AI Journey Began
4+
Custom Agents Built
01 — The Approach

AI as leverage,
not replacement.

I do not use AI to generate final logos or packaging illustrations in one shot — because automated generic output lacks brand soul and retail nuance. I use AI to automate the administrative friction of commercial design: summarizing meeting transcripts into structured briefs, generating 40 packaging concept directions in 30 minutes, and accelerating handoff so 90% of my energy stays on craft.

02 — INTERACTIVE WORKFLOW SIMULATOR

Production Speedup
Pipeline.

Select a production stage to simulate how custom agents and generative models collapse traditional turnaround times across client projects.

01
Brief Ingestion
Custom LLM Agent
02
Moodboard Synthesis
Midjourney / Flux
03
Vector Dieline Grid
Scripted Scripts & Auto-Rig
04
Production Pre-Flight
OpenAI Omni-Moderator

Pulls unstructured Slack notes, PDF meeting transcripts, and retail guidelines into an explicit typographic and structural brief.

Traditional Time:6 Hours
AI Pipeline Time:12 Mins
Velocity Factor:95% Speedup
03 — Core Pillars

Three ways AI runs
in my studio.

01 — Voice & Video Editing
Using AI audio tools to clean up voice work and get the pacing right, rather than spending hours in post. For product launches and campaigns, this alone cuts the post-production timeline significantly.
02 — Generative Asset Briefs
Using AI image tools to generate rough visual references and mood boards before the actual design work starts. It's not about the output being final — it's about the team seeing a direction before the argument starts. Cuts revision loops considerably.
03 — Custom Automation Agents
Built specific bots for Svarnart and Sivnco that handle common queries, pull from our knowledge base, and generate initial briefs. The goal is always to protect design time — less admin, more creating.
04 — Timeline

Four years of
AI iteration.

2026 — Present

Custom AI Assistant Integration

Jus Amazin · Svarnart · Sivnco

Built custom AI agents (like the "Ask Shiv's AI" widget on this portfolio) that can handle customer queries, answer design questions, and pull from a knowledge base — things that used to eat up time I should have spent creating.

2025

Codebase & Web Integration

Web Systems Development

Took the AI tools off the mood board and put them into actual production pipelines. Automated parts of the code generation, testing, and layout process — which sounds less exciting than it is, but it's what separates a working system from a prototype.

2023 — Present

Office Adaptations & Assets Optimization

Jus Amazin (Full-time)

Used AI for voice work, video editing, and early concept generation. The biggest win was using generative tools to build rough visual references and packaging mocks before opening Illustrator — it cut briefing time from days to a few hours, and it meant the team was aligning on a direction, not still debating one.

College Days (2022)

AI Workshops & Evangelism

Art & Tech Communities

Back in college when generative AI was just becoming something people could actually use, I was already running workshops — showing other students what these tools could do for art and design work. It was early, a bit experimental, but that's how I got comfortable with the space.