Engineering

Production architecture, observable end to end.

The technology is the infrastructure of the delivery — not the product. This is the engineering that sustains the operations we design and operate.

Reference architecture

From customer to metric, no black box.

Each operation gets its own architecture — but they all follow the same design: official channel up front, AI agent in the middle, orchestration connecting the systems, data feeding management.

Patientclinic's WhatsApp
Official Meta APIWhatsApp Business API
AI agentOpenAI · Google Gemini
Orchestrationn8n · autonomous processes
Clinic's calendar and systemsreal-time booking
MetricsPostgreSQL · every decision becomes data
Human teamhandoff with full context

Our own infrastructure · Docker · Redis for real time

Our engineering

Only what truly runs in production.

Open, proven technology, on infrastructure we operate ourselves. Nothing on this list is decorative.

Intelligence

  • OpenAILanguage models in production
  • Google GeminiMultimodal models
  • Anthropic ClaudeAssisted engineering

Orchestration

  • n8nOrchestration of automations and autonomous processes

Data

  • PostgreSQLOperational data and metrics
  • RedisReal-time processing

Infrastructure

  • DockerOur own dedicated, observable infrastructure

Customer service

  • OxeChatOur own omnichannel platform
  • WhatsApp Business PlatformOfficial channel
  • MetaOfficial Tech Provider

Integrations

  • APIs and webhooksReal-time integration
  • TrelloProcess management
  • ZapSignDigital signatures
  • WiseInternational payments
  • Google Drive and SheetsDocuments and spreadsheets
  • Proprietary systemsWhatever your operation already uses
Principles

What we won't compromise on in any project.

Observability

Everything the agents and automations do is measured: volume, execution, resolution, errors, time. Errors are caught before they become problems.

Human fallback by design

Automation with validation and control. Complex cases are handed off to people — with full context, not from scratch.

Security and data protection

Meta's official API, dedicated infrastructure, least-privilege access and public privacy and data deletion policies.

Reversibility

Progressive rollout, no big bang. Every step can be reversed — the operation is never held hostage by the automation.

Want to see this architecture applied to your operation?

The diagnostic draws its version for your context — systems, channels and data you already have.

Book a diagnostic

30 minutes to understand your operation, your bottlenecks and where there's a real opportunity for gains. No generic sales pitch.