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Sherlock AI

Telegram bot for analyzing crypto sentiments in Twitter (X)

Description

Describe your business

Sherlock AI is a Telegram-based analytics bot that performs real-time sentiment analysis and trend detection across X (Twitter) using advanced NLP and browser automation. Users can enter tickers, hashtags, or influencer categories, and the bot fetches, analyzes, and visualizes recent tweets. It provides word clouds, top mentions, and a summary sentiment breakdown to help traders and researchers discover what’s trending.

The project is fully functional, with no external dependencies, built to support multiple Twitter accounts and scalable to hundreds of users.

Why are you selling the business?

Despite the working product and solid tech, I was unable to achieve traction or convert enough users into paying subscribers. I want to refocus my time on other ventures, and I’m looking for someone with stronger marketing/growth experience to take this over. It’s a great technical asset with real utility for crypto, finance, or trend analytics.

What is included in the sale?

  • Full source code of Sherlock AI Telegram bot
  • Deployment scripts and instructions
  • Telegram channel with instruction guide
  • Telegram bot: @sherl0ck_ai_bot
  • Branding assets

What is the technological stack?

  • Python (main backend logic)
  • Playwright (headless Chromium for scraping Twitter in real-time)
  • Aiogram (Telegram bot framework)
  • NLP sentiment engine (custom fast sentiment model for tweet classification)
  • WordCloud (for visuals)
  • FSM state machines for user interaction flow
  • Deployable via any VPS or cloud VM (Linux or Windows)

What actions are required to keep the business working?

  • Maintain a VPS or server with Chrome + Playwright running (standard setup)
  • Keep Twitter accounts logged in (auto reconnect works)
  • Moderate Telegram support if needed
  • Promote in relevant communities or set up a payment gateway via USDC on Solana network or Stripe

How does your business make money?

Sherlock AI is designed as a subscription-based bot. Users pay $20/month in USDC on Solana network to gain full access to advanced tweet analysis, influencer category tracking, and sentiment detection tools. It’s built with scalability in mind and can handle many concurrent users by rotating accounts.

What marketing initiatives have been used for this business?

  • Initial Telegram channel setup with instructions and guides
  • Maintaining Twitter (X) account by showing capabilities

How can the future owner improve this business?

  • Launch on Product Hunt or Reddit crypto channels
  • Partner with crypto influencers and alpha groups
  • Turn into a Discord bot as well
  • Add Stripe/credit card checkout to reduce friction
  • Translate UI into other languages (Spanish, Korean, etc.)
  • Package the backend as an API service for analytics startups
  • Add group analytics for DAO sentiment or meme coin alerts

Facts & Figures

Business Start Date

January 2025

Post Sale Support

Yes

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