🔧 Technical Deep Dive
Arquitectura enterprise que realmente escala
No marketing fluff. Technical specs reales.
Stack técnico enterprise
Technologies probadas en producción, no experimentos con tu presupuesto.
🧠 AI Models híbridos
Claude 3.5 Sonnet para reasoning complejo, GPT-4o para rapidez, fine-tuning custom per industry. Auto-switching basado en query complexity.
📱 WhatsApp Business API
Integración certificada Meta, webhooks en tiempo real, multimedia support, broadcast lists, templates aprovados.
☁️ Cloud infrastructure
AWS multi-AZ deployment, auto-scaling, RDS encrypted, ElastiCache for performance, CloudFront CDN global.
🔗 API-first architecture
GraphQL + REST APIs, webhook relay system, rate limiting, circuit breakers, comprehensive observability.
🛡️ Enterprise security
SOC 2 Type II compliant, data residency EU, end-to-end encryption, audit trails, RBAC, MFA enforcement.
📊 Real-time analytics
ClickHouse + Grafana dashboards, custom metrics, alerts via PagerDuty, performance monitoring, cost optimization.
🏗️ Arquitectura del Sistema
High-level view de components y data flow
📥 Input Layer
⚙️ Processing Layer
📤 Output Layer
AI Engine detalle
Cómo funciona la inteligencia artificial
No es magia. Es engineering sólido con AI models optimizados para conversión.
Multi-model approach
Claude 3.5 para reasoning complejo y contextual understanding, GPT-4o para speed en responses simples, custom fine-tuning para industry-specific knowledge.
Context management
Conversación history, user profile, previous interactions, CRM data, session state. Context window optimization para reducir costs y latency.
Confidence scoring
Cada response tiene confidence score. <70% → escalation automática a humano. >90% → response directa. 70-90% → clarifying questions.
Continuous learning
Feedback loop de successful conversations, A/B testing de approaches, performance metrics feeding back al training pipeline.
Failover mechanisms
Primary model failure → secondary model automático. API rate limits → queue + retry logic. Context too long → summarization automática.
Response optimization
A/B testing automático de different phrasings, sentiment analysis de customer responses, conversion tracking por response type.
🛡️ Security & Compliance
Enterprise-grade security que pasa auditorías SOC 2
🔒 Data Protection
📋 Compliance Frameworks
Integraciones disponibles
APIs modernas + conectores legacy. Tu stack, nuestro asistente.
🏢 CRM Systems
HubSpot, Salesforce, Pipedrive, Monday, Zoho, Microsoft Dynamics. Bi-directional sync, custom field mapping, trigger workflows.
📅 Calendar & Booking
Calendly, Cal.com, Acuity, Google Calendar, Outlook. Auto-booking, availability checking, timezone handling, reminder automático.
💬 Communication
WhatsApp Business API, Slack, Microsoft Teams, Discord. Multi-channel orchestration, notification routing, escalation paths.
📧 Email Marketing
Klaviyo, Mailchimp, SendGrid, ConvertKit. Sequence enrollment, segmentation sync, behavioral triggers, unsubscribe handling.
🛒 E-commerce
Shopify, WooCommerce, Magento, BigCommerce. Cart data, order status, inventory levels, customer history, loyalty programs.
📊 Analytics & BI
Google Analytics, Mixpanel, Amplitude, Tableau. Event tracking, conversion attribution, custom metrics, dashboard integration.
Performance & Reliability
SLAs que realmente cumplimos
Uptime, latency, y throughput metrics que importan para operaciones business-critical.
📈 Performance Metrics
99.9% uptime SLA
Multi-AZ deployment, automated failover, health checks, monitoring 24/7. Downtime planned comunicado con 72h advance notice.
<200ms response latency
Edge caching, optimized AI inference, connection pooling. P95 response time bajo 500ms, P99 bajo 1 segundo.
10,000+ concurrent users
Auto-scaling infrastructure, load balancing, rate limiting inteligente. Stress testing regular con traffic spikes simulados.
Disaster recovery
Cross-region backups, RTO <1 hora, RPO <15 minutos. Disaster recovery testing trimestral documentado.
Proceso de desarrollo e implementación
Methodology probada para minimizar risk y maximizar success rate.
Semana 1-2: Discovery & Architecture
Technical requirements gathering, existing systems audit, integration planning, security review, compliance requirements, architecture design.
Semana 3-4: Development & Training
Custom AI training con tu data, integration development, webhook setup, testing environment preparation, security implementation.
Semana 5-6: Testing & QA
Comprehensive testing, load testing, security testing, user acceptance testing, integration testing, performance optimization.
Semana 7-8: Deployment & Monitoring
Production deployment, monitoring setup, team training, documentation delivery, performance tuning, go-live support.
FAQ Técnico
Preguntas que hacen CTOs, Lead Developers, y teams de infrastructure.
¿Qué infraestructura necesitamos por nuestra parte?
Mínimo: webhooks accessibility (public endpoints), API credentials para integraciones. Opcional: VPN connection para enhanced security, dedicated Slack channels para notifications.
¿Cómo manejan la latencia y performance en traffic spikes?
Auto-scaling horizontal, queue-based processing, circuit breakers, graceful degradation. Peak traffic routing a secondary models si primary está overloaded.
¿Podemos hacer self-hosting o on-premise deployment?
Enterprise tier incluye on-premise option. Requiere Kubernetes cluster, PostgreSQL, Redis. Support limitado comparado con cloud-hosted option.
¿Qué control tenemos sobre AI models y training data?
Control completo sobre knowledge base, conversation flows, escalation rules. AI model weights permanecen nuestros, pero tienes full access a training pipeline y optimization.
¿Cómo monitoreamos performance y debuggeamos issues?
Grafana dashboards, structured logging, distributed tracing, custom alerts. Debug access vía web interface + API endpoints para technical teams.
¿Qué sucede con data migration si decidimos terminar el servicio?
Full data export en formatos estándar (JSON, CSV), conversation history completo, trained model parameters, integration configurations. No vendor lock-in.
¿Listo para la conversación técnica?
30 minutos con nuestro Lead Engineer. Arquitectura, security, compliance, integrations. Sin sales pitch.