Just launched a new service here on Contra. AI Chatbot & LLM Integration for web apps. As a Softw...Just launched a new service here on Contra. AI Chatbot & LLM Integration for web apps. As a Softw...
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Just launched a new service here on Contra. AI Chatbot & LLM Integration for web apps.
As a Software Engineer (AI) at SahajMobile I ship LLM-powered features end to end. Chatbots trained on company data, document Q&A, and AI workflow automation, with React/Next.js frontends and Node or Python backends deployed on AWS.
I am opening up 2 freelance slots this month. If your product needs an AI feature that actually knows your business, or you have an MVP idea with AI at its core, send me a message. I reply within 24 hours.
Your AI or automation passed every test. Is it ready to ship?
In October I ran 9 of my own projects live, on real data. 9 real bugs showed up after every automated test had passed. So I wrote down the 12 tests I now run before anything ships, and made them a free 3-page PDF.
Three of them:
1. Run it live, not only on saved pages.
A price tracker passed every test, yet every live page came back empty. It asked for compressed pages it couldn't decode.
2. "Talk to a person" works in every language.
In Spanish, the handoff to a human worked. In English, "I want to talk to a person" got "Type human" back.
3. The same message twice gets one reply.
Webhooks are retried. Without this check, a customer gets two answers or two bookings.
The other 9 cover empty results, dashboards, AI quotes, security, rate limits and the client's own machine.
Use it before you accept a delivery from any developer, including me.