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Case Study: How One AI Agent Saved a Founder Weeks of Research
Hey founders!
A few days ago, a client reached out with a new requirement.
He said:
“I need a full due diligence report Agent. Research everything news, social media, the whole internet and give me a clean PDF.”
(for same report Messari.io charge $4000/year)
No big research team. No weeks of waiting.
I built a smart AI agent that handled the entire job automatically.
Here’s exactly what happened:
The client simply uploaded the white paper.
The AI read it carefully, then went out and searched the internet, news sites, and social media for real-world insights, risks, and opportunities.
It pulled everything together and delivered a professional, ready-to-read PDF report.
All done in hours instead of weeks.
I used the latest AI tools behind the scenes a simple chat interface on Slack, multiple smart agents working together, and powerful search capabilities.
But the founder didn’t need to know any of that. He just uploaded the document and got his report.
This kind of AI is perfect when you have a consistent workflow things you do again and again, like due diligence, market checks, competitor reviews, or investment research.
It gives you accurate, thorough results every single time without hiring extra people or spending endless hours.
For non-tech founders, this is game-changing.
You stay focused on building your business while the AI does the heavy research lifting.
Would you use an AI like this for your next big decision?
Drop a comment I’d love to know what kind of research you hate doing manually! 👇
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
Project Title: YEAR 3001 — Bitcoin Still Cries
This project explores a future where humanity achieved technological immortality but lost emotional connection. I used AI-generated cinematic visuals, emotional sci-fi storytelling, sound atmosphere, and symbolic Bitcoin imagery to represent loneliness, greed, and the emotional collapse of future society.
Due to limited generation credits, I focused on creating a short cinematic trailer instead of a full-length film. The goal was to maximize emotional impact, visual quality, and storytelling within a limited runtime.
Workflow Included:
AI prompt engineering
Cinematic video generation
Emotional sci-fi worldbuilding
Sound design planning
Story-focused editing
Visual atmosphere enhancement
Main Theme:
“Technology evolved. Humanity didn’t.”
The project was designed for high emotional retention, cinematic immersion, and symbolic storytelling using AI tools. Join now
Prompt EngineeringAI Content CreationCreative Design ContraChatGPTCanvaMeliusmeliuschallengemeliuschalenge
Hey there! Can you share the public link to this project?
You can do this by changing the General Access setting on your Melius project from 'Restricted' to 'Anyone with the link.'
Atelier 360 — A Reusable Fashion Launch System
Full Project Description
Atelier 360 is a reusable creative workflow built in Melius that turns a single fashion product brief into a complete omnichannel launch campaign.
For this challenge, I used a premium black oversized hoodie as the starting product. From that one brief, the workflow generates brand direction, product-only e-commerce assets, 360-degree product views, on-model editorial visuals, social creatives, paid ads, out-of-home campaign concepts, website and email banners, and cinematic video direction.
The main idea behind Atelier 360 is product consistency. Generative fashion workflows often create beautiful isolated images, but the product can easily drift between outputs. To solve this, I built the workflow around a Canonical Product Identity and Global Quality Standards. These act as a source of truth for the garment’s silhouette, material, proportions, construction, and visual style.
The system is designed to reduce common AI issues such as inconsistent product details, exaggerated garment proportions, duplicate hoods, faceless models, ghost-mannequin artifacts, unreadable text, and off-brand visual drift. Instead of treating each image as a separate generation, Atelier 360 works like a connected production pipeline.
Key Functions & Capabilities
Strategic Brand Foundation
The workflow starts by generating a clear brand strategy, audience direction, visual tone, and campaign positioning based on the initial product brief.
Canonical Product Anchor
A central product identity node defines the source of truth for the garment, including silhouette, material, hood structure, pocket placement, cuffs, hem, and overall construction.
Product-Only E-Commerce Assets
The system creates clean product visuals for online stores, including hero product shots, 360-degree front/side/back views, material close-ups, and PDP-ready assets.
On-Model & Editorial Assets
The workflow separates model-based visuals from product-only assets to create editorial campaign images with visible faces, realistic anatomy, and premium fashion styling.
Omnichannel Marketing Assets
Atelier 360 generates campaign concepts for social media, paid ads, website banners, email banners, billboards, and street posters.
Video & Motion Direction
The system includes a video pipeline covering script, storyboard, keyframes, 360-degree product turntable concepts, and short-form fashion promo video direction.
Process Steps & Execution Strategy
I started by building the strategy layer and defining the visual direction for a premium minimalist streetwear brand. Then I created a Canonical Product Identity to keep the hoodie consistent across all future outputs.
From there, I organized the canvas into five functional zones:
Strategy & System Rules
Product-Only Assets
On-Model & Editorial Assets
Campaign & Marketing Assets
Video & Motion Direction
During the process, I learned that a large nested workflow is easier to control when it is executed group by group rather than all at once. This allowed me to review each stage, refine weak outputs, and keep the final campaign board cleaner and more consistent.
Feedback on Melius
Melius helped turn the creative process from isolated prompting into a visual production system. I liked being able to structure the workflow spatially, connect strategy to visual outputs, and use the agent to expand one product idea into many connected campaign assets.
The canvas format made it easier to think like a creative director: define the product, build the visual world, generate assets, review quality, and curate the strongest outputs. For me, the biggest value was not just generating visuals, but building a reusable workflow that can be adapted for future fashion launches.
this is so cool!
Creating clean, modern, and interactive web experiences with a strong focus on UI/UX, smooth interactions, and visual simplicity.
I love designing minimal yet engaging layouts that help brands, startups, and creative teams stand out online.
Working with a Webflow-oriented approach — building scalable, responsive, and aesthetically balanced websites for landing pages, portfolios, and corporate platforms.
Always open to exciting Web Design & Webflow projects ✨
Excellent 💯
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