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Vora — AI B2B outreach platform
1st place · Coherence'26
End-to-end AI sales automation with lead research, personalized message generation, and multi-channel delivery across Gmail and WhatsApp. Features a Human Handoff mode where AI drafts sequences and humans complete conversations — preserving authenticity at scale.
Next.js,Supabase, Gemini, Gmail API, Baileys, Exa.js, XYFlow
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
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Related posts
Everyone talks about AI models.
Few talk about what makes AI actually work in production. ⚡
A production-ready AI system is more than just plugging into an API.
It needs:
🔍 High-quality retrieval (RAG)
🧠 Smart orchestration & model selection
🔌 Real integrations with tools & APIs
🛡️ Guardrails, permissions & safety layers
📈 Monitoring, observability & cost control
That’s the difference between:
❌ an impressive AI demo
and
✅ an AI product real users can depend on
As an AI Engineer, I help businesses build intelligent systems that are reliable, scalable, and built for production—not just prototypes. 🚀
Which layer do you think most teams underestimate? 👇
#AI #GenerativeAI #LLMAgents #RAG #AIEngineering #LangChain #PythonDeveloper #ArtificialIntelligence #MachineLearning #AIProducts #Automation #SaaS #TechInnovation #Contra
looks good
Zappy: Building a Real-Time Workflow Layer for WhatsApp-Based Businesses
Zappy is a mobile first shared WhatsApp inbox for small businesses, designed to turn chaotic customer messaging into structured team workflows.
The core problem is not messaging, but coordination. As small teams grow, conversations become fragmented, messages are missed, and there is no clear ownership or system of work.
I designed Zappy as a real time, multi tenant communication system where every business operates in an isolated workspace, and every conversation is structured, trackable, and assignable across team members.
The system is built with a contract first architecture using OpenAPI and shared types, ensuring the backend and mobile app stay fully in sync as the product scales.
Real time updates are handled through Socket.IO, with fallback polling for reliability across environments.
On top of this communication layer, AI is embedded directly into workflow moments, not as a separate tool. It assists with reply suggestions, conversation summaries, tone rewriting, sentiment detection, and off hours responses, all aimed at reducing cognitive load and response time for small teams.
Zappy is ultimately a workflow layer for WhatsApp based businesses, focused on structure, speed, and clarity in customer communication.
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