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
This is a concept project showcasing how an AI-powered customer support assistant can automate customer inquiries, provide instant responses, and improve response times. It demonstrates workflow design, prompt engineering, and AI-powered customer service solutions.
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
Trending
Claude
Claude has entered the design space. How are you using it?
Contra University
Learn from expert creatives how to earn more using next-gen AI tools.
Brand Design
The best brand designers are on Contra. Scroll to see what's trending in brand design. What are you building?
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?
Related posts
Kairopi provides a judgment-free space for internationally trained nurses to practice shift handovers and critical clinical updates.
The Build Workflow:
Flowstep Prompt Design: Rapidly generated full end-to-end user journeys from hero section to rehearsal studio.
Design System: Controlled via a custom system.md file for consistent styling, typography, and interactive states.
Visuals & Motion: Enhanced with custom LottieFiles motion assets (Animations by Gabby Riches and Abdul Latif).
Social post - X
Probably my favourite walkthrough from the challenge. Loved how you demonstrated the design guidelines too. 👏
Just got featured in the Framer Stories with the work I've been doing with Zapier!
Go check it out: https://www.framer.com/stories/zapier/
this is so beautifully made :)
🚀 Case Study: Production-Grade Autonomous Lead Gen
Basic Zapier flows and fragile prompt chains break as soon as you scale. I recently replaced a client’s brittle setup with a stateful, type-safe Multi-Agent system that autonomously prospects, scores, and drafts outreach for B2B leads.
⚙️ The Stack:
LangGraph + PydanticAI + MCP (Model Context Protocol) + Claude 3.5 Sonnet
⚡ How It Works:
Stateful Orchestration (LangGraph): Manages execution with automatic checkpoints—if an external API fails, the workflow resumes without losing context.
Type-Safe Agents (PydanticAI): Enforces strict data schemas so outputs never hallucinate or break downstream code.
Native Integrations (MCP): Direct, secure read/write access to internal CRMs without messy webhooks.
📈 The ROI:
40+ hours/week saved on manual research and lead scoring.
100% data accuracy (zero JSON parsing errors).
Human-in-the-loop gating for final outreach approval.
💡 Need resilient, enterprise-ready AI infrastructure for your business? Check out my profile to book a Technical Audit & AI Automation Blueprint.
