AI & AUTOMATION / STREAMING / ENTERTAINMENT
Stream Live Responder.
A bot that replies to live-stream comments in real time using natural-language generation and multilingual text-to-speech.
Streaming / Entertainment
USA
LLM + TTS Bot
Founder’s freelance project

01 / THE CHALLENGE
The problem worth solving.
Stable, voice-enabled responses for live audiences across languages.
What the system needed to do
- Reply to live comments with minimal delay
- Support natural-sounding multilingual speech output
The real-world constraints
- A Python-only websocket bot proved unstable under real streaming load
- Needed protection against replaying stale or duplicate messages
02 / THE SOLUTION
How it came together.
We split the system into two layers: Node.js handles the websocket connection and message queueing, while Python handles LLM generation and text-to-speech.
Receive live-chat events through the Node.js connection layer.
Explore the architecture. This is an explanatory diagram, not a live production system.
03 / THE OUTCOME
What the work delivered.
- Stable message parsing under live load
- Natural-sounding spoken replies in multiple languages
KEEP EXPLORING
Another problem. Another solution.
Visa & immigration services / Eastern Europe
Visa Application Automation
- Problem
- Agents retyped passport and document data into multiple application forms. A single typo could delay or derail an application.
- What we built
- Passport and document extraction that prepares visa forms automatically, leaving staff to review instead of retype.
- Result
- 20 to 30 minutes saved per application
Illustration at $20 per person-hour. Application volume is not assumed. Before project and running costs.
Owner-reported project results.
Car wash & mobile services / GCC
WhatsApp & Instagram Booking Automation
- Problem
- Staff manually handled bookings, pricing questions, and payment screenshots across WhatsApp and Instagram. Replies slowed outside working hours.
- What we built
- A connected booking and FAQ system with customer records, distance-based pricing, and payment-proof extraction.
- Result
- Around 12 hours saved per week in operations
Illustration at $20 per person-hour, assuming the reported weekly workload continues for 52 weeks. Before project and running costs.
Owner-reported project results.
YOUR NEXT CHAPTER
Something great
starts with a conversation.
Bring one repetitive process. We’ll discuss the time it takes, what could be automated, and the next step that fits your business.
30 minutes. One workflow. No obligation.