Case: AI Parser FL.ru for Quality Leads
Tools for Finding and Analyzing Freelance Projects
I am a developer. In this case, I am showcasing a lead aggregator from freelance exchanges: collection, filters, deduplication, and notifications.
Quick immersion in context
- Conversations with responsible parties: target exchanges/channels, KPIs (selection speed and accuracy), terminology.
- Subject area: relevant task indicators, filters, update frequency, retentions.
- Integrations: authorization, quotas/limits, storage, and distribution of leads. \n## Practical Case: Lead Aggregator from Freelance Exchanges
- Source data: list of platforms, filter requirements, notifications in Telegram/email.
- Implementation: collection, cleaning, deduplication, ranking, and notifications according to rules.
- Operation: frequency limiting, caching, observability, and rollbacks.
Architectural Solutions and Compromises
- Balance of latency/cost, ease of maintenance/functionality
- Queues/cache/CDN; database selection and indexing strategies
Pitfalls and Anti-Patterns
- Unpredictable limits/timeouts of external services
- Lack of backpressure, manual retry management
Quality, Metrics, and Operations
- SLI/SLO: p95 latency, error budget, uptime; alerts based on SLO
- Test strategy: unit/contract/E2E, load testing, canary releases
- Observability: structured logs, tracing, metrics
- CI/CD, migrations, rollbacks, health checks, and readiness probes
Security and Data
- PII/secrets: encryption at rest/in transit, key rotation
- Roles and access, log masking, action auditing
- Storage policies, TTL, regional requirements
Searching for orders on freelance platforms is like playing roulette. 95% of projects are junk that waste your time and energy. I propose changing the rules of the game. Let's discuss the development of a custom AI parser for FL.ru, which will find only the highest quality and most profitable projects for you while you focus on your work.
Market Analysis: Why Are Freelancers Losing Money?
- Time is money. Every hour spent watching trash projects is a missed opportunity.
- Low conversion: By responding to everything indiscriminately, you reduce the quality of your proposals and lose your reputation.
- Burnout: Routine and ineffective order searching is a direct path to professional burnout.
Technological capabilities of my solution
Our AI parser is your personal assistant that works 24/7 and never gets tired.
Key Features:
- 🎯 Smart Qualification: The neural network analyzes each project and selects only those posted by large companies or agencies. No more students and "for food" orders.
- 🗣️ Focus on the Main Thing: The parser searches for projects in the most lucrative niches: web development, Telegram bots, AI.
- 📱 Instant notifications in Telegram: You will learn about a new high-quality order before others.
- 📚 Ready specification for an AI developer: Along with the notification, you receive a ready-made prompt for Copilot, which allows you to instantly assess the project and start working.
- 🎵 Flexible Configuration: I can customize the parser according to any of your criteria: budget, technology stack, topic.
Business Potential: Who is this Solution For?
- Digital agencies: Streamline the process of acquiring quality leads from freelance platforms.
- Professional Freelancers: Free up your time for work and earn more.
- Outsource Teams: Ensure a steady stream of interesting and profitable projects for yourself.
Technical implementation
- Parsing: Python, BeautifulSoup/Scrapy.
- AI: OpenAI/Claude for project analysis and qualification.
- Notifications: Telegram Bot API.
- Hosting: Deployment on any VPS.
Evidence of Effectiveness: Our Client's Case Study
- Task: Automate the search for web development orders for a small team.
- Result: The number of relevant leads increased fivefold. Conversion to deals grew by 40%. The time spent searching for orders decreased from 3 hours a day to 15 minutes.

I am ready to develop a similar AI parser for you, which will become your main competitive advantage.
- ✅ You will receive a system that finds clients for you.
- ✅ We will customize it to your unique requirements.
- ✅ We will provide full technical support.
- ✅ You will receive all the source code and rights to the product.
Fill out the brief form now, and I will get in touch within a day!
Or write to us using the contact information on the website - we will discuss your project and share our experience in developing innovative solutions.
Don't miss the opportunity to enter the rapidly growing market with a ready-made technological solution!
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