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Just got this 5.0 feedback after building an AI voice agent + CRM automation system:
Client result:
Inbound calls handled 24/7 by AI
Qualified leads pushed straight into CRM
Zero missed opportunities
Hours freed up every week
Most businesses still let calls go to voicemail or have someone manually typing leads into the CRM.
That’s not a systems problem.
That’s a money-left-on-the-table problem.
I build the AI voice agents that talk, qualify, and sync everything automatically.
If you’re still doing this manually, let’s fix it.
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
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I’m currently building a RAG system for an e-commerce company, basically giving an AI assistant access to the company’s own knowledge and product information so it can give useful, context-aware responses instead of just generating random answers.
The interesting part isn’t just connecting an LLM.
It’s making sure the AI can:
→ Find the right information
→ Understand the user’s question
→ Retrieve relevant context
→ Give an accurate response
→ Actually be useful in a real business workflow
Still working on it, but I’m excited about where it’s going.
This is the kind of AI automation I enjoy building, systems that solve actual business problems, not just AI demos.
Building something similar? Let’s talk.
One thing that will save you a lot of time: build a small evaluation set early — 50–100 real questions with the document or product that should be retrieved for each. Before tuning prompts, measure retrieval quality (does the right doc surface in the top 3?) with it. Chunk size...
