One of the most valuable components of this project was the AI Qualification & CRM Synchronization Engine.
Instead of pushing every incoming lead directly into the CRM, the system first evaluates and enriches lead data using AI.
The workflow automatically:
• Captures incoming leads
• Generates AI qualification summaries
• Assigns lead scores based on available data
• Identifies lead intent and priority
• Filters and routes qualified opportunities
• Synchronizes records into HubSpot CRM
• Creates associated contacts, companies, and deals
This ensures sales teams work with enriched, actionable opportunities rather than raw lead data.
The result is a cleaner CRM, faster lead prioritization, reduced manual review, and more efficient pipeline management.
The wide counters are what let it survive the home screen — in that grid of other app icons it still reads as one shape instead of collapsing into noise, which is the real test for a CRM mark. Is the gradient locked to the logo, or does it shift across the product surfaces?
AI Lead Qualification & Appointment Automation System
AI Lead Conversion Platform — Telegram, CRM & Automated Scheduling
Designed and developed an AI-powered lead conversion system that handles incoming Telegram conversations from first contact to qualification, CRM synchronization, and appointment booking.
The AI works with conversation history, lead profile data, unanswered questions, current funnel stage, available actions, and verified CRM data to determine the next appropriate step and generate structured responses.
The system automatically creates and updates leads in the CRM, manages qualification stages, books meetings, generates Yandex Telemost links, sends reminders, handles rescheduling, and escalates exceptional cases to a human manager.
The architecture includes dialogue state management, message deduplication and batching, PostgreSQL persistence, concurrency protection, validation before actions are executed, and safeguards against sending unverified or prohibited information.
This is not just an AI chatbot — it is an automated sales workflow that connects Telegram, AI, CRM, scheduling, and human escalation into one controlled process.
AI makes decisions within controlled business rules instead of operating as an unrestricted chatbot.
The concurrency safeguards and validation-before-actions detail is a strong distinction here—booking systems usually fail at the edges, not in the happy path. I’d expose a compact lead state to the operator (stage, next action, last unanswered question) so a human can resume...