🔧 Technical Deep Dive
Enterprise architecture that actually scales
No marketing fluff. Real technical specs.
Enterprise tech stack
Production-proven technologies, not experiments with your budget.
🧠 Hybrid AI models
Claude 3.5 Sonnet for complex reasoning, GPT-4o for speed, custom fine-tuning per industry. Auto-switching based on query complexity.
📱 WhatsApp Business API
Certified Meta integration, real-time webhooks, multimedia support, broadcast lists, approved templates.
☁️ Cloud infrastructure
AWS multi-AZ deployment, auto-scaling, encrypted RDS, ElastiCache for performance, global CloudFront CDN.
🔗 API-first architecture
GraphQL + REST APIs, webhook relay system, rate limiting, circuit breakers, comprehensive observability.
🛡️ Enterprise security
SOC 2 Type II compliant, EU data residency, end-to-end encryption, audit trails, RBAC, enforced MFA.
📊 Real-time analytics
ClickHouse + Grafana dashboards, custom metrics, PagerDuty alerts, performance monitoring, cost optimization.
🏗️ System Architecture
High-level view of components and data flow
📥 Input Layer
⚙️ Processing Layer
📤 Output Layer
AI Engine details
How artificial intelligence works
It's not magic. It's solid engineering with AI models optimized for conversion.
Multi-model approach
Claude 3.5 for complex reasoning and contextual understanding, GPT-4o for speed in simple responses, custom fine-tuning for industry-specific knowledge.
Context management
Conversation history, user profile, previous interactions, CRM data, session state. Context window optimization to reduce costs and latency.
Confidence scoring
Each response has confidence score. <70% → automatic escalation to human. >90% → direct response. 70-90% → clarifying questions.
Continuous learning
Feedback loop from successful conversations, A/B testing of approaches, performance metrics feeding back to training pipeline.
Failover mechanisms
Primary model failure → automatic secondary model. API rate limits → queue + retry logic. Context too long → automatic summarization.
Response optimization
Automatic A/B testing of different phrasings, sentiment analysis of customer responses, conversion tracking by response type.
🛡️ Security & Compliance
Enterprise-grade security that passes SOC 2 audits
🔒 Data Protection
📋 Compliance Frameworks
Available integrations
Modern APIs + legacy connectors. Your stack, our assistant.
🏢 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, automatic reminders.
💬 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 we actually meet
Uptime, latency, and throughput metrics that matter for business-critical operations.
📈 Performance Metrics
99.9% uptime SLA
Multi-AZ deployment, automated failover, health checks, 24/7 monitoring. Planned downtime communicated with 72h advance notice.
<200ms response latency
Edge caching, optimized AI inference, connection pooling. P95 response time under 500ms, P99 under 1 second.
10,000+ concurrent users
Auto-scaling infrastructure, load balancing, intelligent rate limiting. Regular stress testing with simulated traffic spikes.
Disaster recovery
Cross-region backups, RTO <1 hour, RPO <15 minutes. Quarterly documented disaster recovery testing.
Development and deployment process
Proven methodology to minimize risk and maximize success rate.
Week 1-2: Discovery & Architecture
Technical requirements gathering, existing systems audit, integration planning, security review, compliance requirements, architecture design.
Week 3-4: Development & Training
Custom AI training with your data, integration development, webhook setup, testing environment preparation, security implementation.
Week 5-6: Testing & QA
Comprehensive testing, load testing, security testing, user acceptance testing, integration testing, performance optimization.
Week 7-8: Deployment & Monitoring
Production deployment, monitoring setup, team training, documentation delivery, performance tuning, go-live support.
Technical FAQ
Questions asked by CTOs, Lead Developers, and infrastructure teams.
What infrastructure do we need on our side?
Minimum: webhook accessibility (public endpoints), API credentials for integrations. Optional: VPN connection for enhanced security, dedicated Slack channels for notifications.
How do you handle latency and performance during traffic spikes?
Horizontal auto-scaling, queue-based processing, circuit breakers, graceful degradation. Peak traffic routing to secondary models if primary is overloaded.
Can we do self-hosting or on-premise deployment?
Enterprise tier includes on-premise option. Requires Kubernetes cluster, PostgreSQL, Redis. Limited support compared to cloud-hosted option.
What control do we have over AI models and training data?
Complete control over knowledge base, conversation flows, escalation rules. AI model weights remain ours, but you have full access to training pipeline and optimization.
How do we monitor performance and debug issues?
Grafana dashboards, structured logging, distributed tracing, custom alerts. Debug access via web interface + API endpoints for technical teams.
What happens with data migration if we decide to terminate the service?
Full data export in standard formats (JSON, CSV), complete conversation history, trained model parameters, integration configurations. No vendor lock-in.
Ready for the technical conversation?
30 minutes with our Lead Engineer. Architecture, security, compliance, integrations. No sales pitch.