End-to-end intelligent lead capture, advisor derivation, and CRM orchestration — deployed at zero infrastructure overhead on a global edge network.
Executive Summary
An aesthetic medicine clinic operating across multiple specialized service lines faced a critical operational bottleneck: patient lead intake was entirely manual, dependent on staff availability, and unable to scale with growing Meta Ads traffic. Each ad campaign directed prospective patients to generic communication channels that could not qualify leads, collect clinical pre-screening information, or route inquiries to the appropriate specialist advisor.
Tribo was engaged to architect and deliver a comprehensive automation suite that would transform this fragmented process into a unified, intelligent system operating around the clock without human intervention.
Scope of Engagement
Full-Stack Automation Delivery
AI-powered chatbot suite (Fibot) · Custom CRM system · Corporate website · Meta Ads integration architecture · Lizto CRM data pipeline · Centralized analytics dashboard
Client Profile
Aesthetic Medicine Clinic · Cali, Colombia · 9+ specialized service lines in facial harmonization, aesthetic dermatology, and non-surgical procedures · Active Meta Ads campaigns per service vertical
Business Challenge
The clinic ran independent Meta Ads campaigns for each of its 9+ service verticals — alectomy, lip profiling, rhinomodeling, botox, bichectomy, under-eye correction, nasolabial fold correction, hydroxyfill, and Jalupro biostimulation. Each campaign generated prospective patient inquiries that arrived through generic channels with no automated pre-screening, clinical history collection, or intelligent routing mechanism.
Response Latency
Manual response dependency meant leads went unattended during non-office hours, resulting in prospect attrition and lost conversion opportunities from Meta campaign spend.
No Clinical Pre-Screening
Advisors received unqualified inquiries with no prior clinical history, no reference photography, and no service context — making each consultation operationally expensive and time-consuming.
Disconnected Data Ecosystem
Patient data resided in siloed systems — Lizto CRM, WhatsApp threads, and paper-based records — with no unified view of the patient journey from ad impression to booked appointment.
Solution Architecture
A multi-layer automation architecture connecting Meta Ads traffic directly to an AI-driven lead qualification engine, with bidirectional CRM synchronization and advisor derivation via WhatsApp.
Full System Architecture — Tribo × Aesthetic Medicine Clinic
Fibot Conversational Suite
Each Fibot instance operates as a deterministic finite-state automaton for core flow steps, while delegating open-ended natural language queries to a large language model inference engine. This hybrid architecture eliminates hallucination risk in critical patient-facing flow steps while preserving conversational fluidity for FAQ handling.
FAQ Interception Pattern
A dedicated FAQ dictionary intercepts patient questions at any flow step. After resolving the query via Groq LLM, the bot executes a repeatCurrentStep() call, returning the user to their exact position in the flow — ensuring FAQ handling never breaks the lead capture pipeline.
Fibot State Machine — Conversation Flow
Technical Infrastructure
The entire suite operates on a cost-efficient serverless architecture with no dedicated server provisioning, no monthly hosting fees, and global CDN distribution at enterprise-grade performance thresholds.
CRM Integration Architecture
Lizto operates as the clinic's appointment management platform with no public API or webhook infrastructure. Tribo engineered a two-path integration strategy that achieves automated data synchronization without native connector availability.
Integration status: 70% complete — email interception pipeline active, CSV export/import path validated, real-time webhook bridge in final configuration.
Lizto × Make Integration Flow — Dual-Path Architecture
Additional Deliverables
Corporate Website
Clinic Digital Presence
Full-featured corporate website deployed to Cloudflare Pages with service catalog, video production banner, embedded WhatsApp CTA, appointment form, and direct Fibot integration points. Built to the clinic's cream/gold visual identity system.
Custom CRM System
Patient Record Management
Standalone HTML CRM system pre-loaded with 1,888 patient records. Features advanced search, service-line filtering, multi-column sorting, 50-record pagination, CSV export in Lizto-compatible format, and one-tap WhatsApp contact per patient.
Outcomes & Impact
Operational Efficiency
Advisor time previously spent on initial patient intake re-allocated entirely to high-value consultation activities. Bot handles 100% of pre-qualification at scale.
Infrastructure Overhead
Zero dedicated server costs. Zero devops maintenance overhead. Global CDN performance with optimized operational margins across the entire bot suite.
Scalability Architecture
Each additional service line requires only replication of the bot madre template — a 2-hour deployment cycle per new service vertical, infinitely scalable across the 73-service roadmap.
About the Firm
Tribo is a boutique automation and AI integration studio specializing in end-to-end digital infrastructure for service businesses in Latin America and beyond. We architect, build, and deploy conversational AI systems, CRM pipelines, and marketing automation ecosystems — always with production-grade quality and measurable business outcomes.
AI Chatbot Development
WhatsApp bots, web chatbots, lead capture automations with LLM integration
CRM & Automation
Custom CRM systems, Make workflows, data pipeline architecture
Meta Ads Integration
End-to-end paid media to bot to CRM pipelines