The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
TasteOS — Human-in-the-loop AI Creative Operations
AI video teams can generate more output than they can confidently evaluate. TasteOS makes the missing layer visible: the human judgment that turns synthetic output into work worth shipping.
THE PROTOTYPE
• Command Center — Campaign progress, deadlines, activity, and model usage
• Shot Planner — Six shots across a 12-second sequence
• Variant Lab — A/B/C comparison for identity, motion, texture, and brand fit
• Human Taste Decision Log — Rejected vs approved output, prompt differences, rationale, and measurable results
• Publish Queue — Channel versions protected by a four-part QA gate
THE CORE IDEA
AI generates options. Human taste decides what feels real, on-brand, and ready to publish.
PROCESS
Started with a detailed product prompt containing real content, design tokens, an interaction map, and explicit anti-patterns.
Ran a designer-eye audit for hierarchy, consistency, accessibility, and AI slop.
Refined all five screens without changing the core art direction.
Tested screen switching, variant states, disabled states, and public access in the live prototype.
MCP VERIFICATION
I authenticated Flowstep’s MCP server and used it to verify the TasteOS file, all five screen IDs, the project design guidelines, and the complete prompt and iteration history.
VIEW THE PUBLIC PROTOTYPE
#FlowstepChallenge #ProductDesign #CreativeAI #AIVideo #MCP
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
Envato AI gave me a house. It took human instinct to turn it into a home.
For the #envatochallenge, I wanted to put the "Human by Design" philosophy to the test by creating a complete premium brand identity for House of Racky.
My goal was to use Envato’s creative toolkit to push past the cold, mathematically sterile outputs of AI and inject real emotional luxury into the visual assets.
The Process:
The Spark: I used AI generation to start exploring shapes, but the initial outputs felt emotionally empty and lacked structural balance.
The Human Touch (My 'Human by Design' Moment): I stripped out the generic, messy layouts and manually rebuilt the logo's geometric structure in my design suite. I chose a sophisticated, sharp custom typography layout to bridge the gap between high-end architecture and human warmth.
The Final Polish: Using Envato Elements, I sourced cinematic stock footage, deep Foley sound design effects, and professional mockups to build a fully realized brand ecosystem that feels grounded in the real world.
AI is an incredible starting block, but it takes human taste, eye for detail, and instinct to make a brand truly powerful.
Check out the full workflow breakdown and the final high-res brand kit below 👇
This is stunning!!!
*Humanizing an AI Kid's Coffee Brand*
For this challenge, I developed a complete brand identity for a fictional kid's coffee brand (Детско Кафе- In Cyrillic alphabet as my primary script, I felt it would be a unique decision), documenting every stage of the creative process from exploration to execution. Using Envato as my primary creative toolkit, I explored multiple directions across logo design, visual identity, custom graphics and patterns, AI-assisted imagery, music and sound generation, packaging design, and a short animated brand story inspired by authentic photos from our family trips, transformed into playful doodle illustrations.
Throughout the project, I intentionally highlight the moments where human intuition made the difference, rejecting stronger looking but weaker concepts, redesigning typography and composition, solving real-world print and packaging challenges, building a cohesive visual system, and shaping a brand personality that feels playful, memorable, and emotionally authentic.
This isn't the story of what AI helped create, it's the story of the decisions that only a designer could make.
This is exactly how anything related to kids should be!!! I mean add some colours guys
Project:
A promo reel for a real client. A LinkedIn brand consultant who helps serious professionals show up online without the noise.
The Human by Design moment:
I built the loud version first. Big text, fast cuts, hype music. Exactly what a LinkedIn promo is expected to look like. It was competent work. Then I watched it back and deleted it.
Not because it was badly made. Because it was wrong for her. Her clients come to her to get away from that noise. A loud promo would have contradicted the thing she's known for.
AI could generate something polished. It couldn't know that polished was the wrong call for this particular client. I knew, because I built her website and I know her brand.
The decision that carries it:
Her brand has exactly one accent color. So in a 28-second reel, that color appears once, on a single word. Everything else stays calm. AI would have spread it everywhere for "visual interest." Using it once was the whole point.
Envato as the toolkit:
Stock video, music, fonts, and AI-generated textures. All from Envato. Four asset categories in one deliverable.
Real client:
Not a spec project. She's an active consultant, I built her website, and she reviewed and approved this reel.
Social links: https://www.instagram.com/reel/Da5GRSnTkj9/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==
Really great walkthrough video
Trending
Claude
Claude has entered the design space. How are you using Claude Design?
Contra University
Learn from expert creatives how to earn more using next-gen AI tools.
creativeaiflow
Creative AI workflows are evolving. What tools do you use, and what are their strengths and weaknesses?
freelancerlife
Freelancer life is wins, pivots, and everything in between. What’s yours right now?