Nahid In's Work | ContraWork by Nahid In

Nahid In

AI Automation Expert | Rag | AI Agent | Voice | n8n 2+ Years

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Dhaka, Bangladesh

Work Posts About

Dhaka, Bangladesh

Cover image for I created an entire automation

I created an entire automation system for a company. There are more workflows outside of this screenshot that I built for this company. Here is the video where I showed some of the automations: https://youtu.be/c3HPsR5wBIY?si=EAJvqqHfFJuyBVI6 Would love to connect with automation and AI agent enthusiast people because I see most of the people on contra are designers.

Cover image for AI agents don’t actually see

AI agents don’t actually see images — they guess. This becomes a real problem in n8n and automation workflows where accurate product recognition matters. I solved this by embedding a unique product code directly into the corner of each image. When an image is sent through WhatsApp or Telegram, the AI reads the code instead of relying on visual interpretation. That single change makes image recognition deterministic and reliable. I built and tested the full n8n workflow: image intake → code extraction → backend product match → accurate response. The result is zero hallucination, higher accuracy, and production-ready automation for ecommerce and support bots.

Cover image for Hope you’ve been doing well

Hope you’ve been doing well Quick update on something exciting we’ve been building. I just launched a fully white-label SaaS platform for AI voice agents, built for real business use, not demos. Businesses can automate inbound/outbound calls, and agencies can resell everything under their own brand. Clients get a clean dashboard with: • Call summaries & sentiment • Full transcripts + recordings • Metrics like answer rate, booking rate, transfers, abandonment & ACD • Easy exports for reporting It’s already live in production and scaling well across multiple use cases. If you’re exploring AI voice agents, automations, or want to build your own AI agent platform, I’m happy to walk you through it or help you create a custom version. I showed the front part in a previous post. Shoot me a DM to build your own AI agent platform.

Cover image for White-Label AI Voice Agent SaaS

White-Label AI Voice Agent SaaS (High-Margin, Scalable Business) Just launched a white-label AI Voice Agent SaaS for service businesses that miss revenue when calls go unanswered. This system handles inbound calls, qualifies leads, books appointments, and follows up—24/7 without human staff. Why it’s a profitable model: • Replaces full-time receptionists • Recurring monthly subscriptions • Low operating cost, high margins • Clear ROI for clients (more booked jobs) This post :shows the public website / front-facing experience. I’ll be sharing the dashboard next, where clients can view call logs, recordings, transcripts, and performance metrics in real time. Built for scale, automation, and recurring revenue.