ARCHITECTURE & STACK

Technologies Organised by Architectural Purpose.

We select mature, reliable frameworks, APIs, and tools based on what best solves the technical and business problem at hand.

INTELLIGENCE & REASONING

1. AI & LLM Architecture

For generative reasoning, tool-calling agents, and semantic search over operational documents.

OpenAI API (GPT-4o) Structured JSON outputs, function calling, reasoning, and embeddings.
Anthropic Claude API Long-context document analysis, nuanced instruction following, and agent workflows.
LangChain & LangGraph Multi-step agent state graphs, cyclical workflows, and tool execution loops.
PROCESS AUTOMATION

2. Automation & Workflow Engines

For event-driven data flow, webhook handling, error alerts, and multi-app orchestration.

n8n (Self-Hosted / Cloud) Privacy-first, node-based automation with full code execution flexibility.
Make (Integromat) Visual routing, multi-branch logic, and robust error handlers for business operations.
Zapier Rapid connectivity with thousands of off-the-shelf SaaS platforms.
REVENUE & CRM INFRASTRUCTURE

3. GoHighLevel (GHL) CRM Platform

Our primary platform for lead management, funnel creation, appointment booking, and multi-channel nurturing.

Pipelines & Opportunities Multi-stage deal tracking, stage triggers, and automated status updates.
Calendars & Appointment Funnels Automated scheduling with automated SMS/email reminders to eliminate no-shows.
GHL Webhooks & REST API Bidirectional integration with n8n, custom Python microservices, and external databases.
BACKEND & DATA PROCESSING

4. Backend & Microservices

Clean codebases engineered for performance, maintainability, and clean API boundaries.

Python & FastAPI High-performance asynchronous REST endpoints, data pipelines, and AI middleware.
PostgreSQL & pgvector ACID-compliant relational storage with native vector search capabilities for RAG.
Redis & Queues In-memory caching, rate-limit management, and asynchronous task workers.
FRONTEND & INTERFACES

5. Modern Web & Frontend

Fast, accessible, and responsive user interfaces for SaaS products and internal portals.

React & Next.js Server-side rendering, fast routing, and component-driven architecture.
TypeScript Type-safe development preventing runtime errors across client and server.
Tailwind & CSS Tokens Consistent, responsive design systems with fluid dark and light modes.
VISION & EMBEDDED RESEARCH

6. Applied Computer Vision

Real-time video inference, object detection, and hardware tracking pipelines.

OpenCV (cv2) Image processing, bounding box calculation, optical flow, and frame extraction.
Streamlit Rapid interactive HUD dashboards for computer vision telemetry and drone control.
DJI SDK / UDP Protocols Direct socket communication and telemetry control for autonomous aerial robotics.
WANT TO DISCUSS AN ARCHITECTURAL FIT?

Let's review your stack and requirements.

Whether you need GoHighLevel CRM setup or custom Python services, our engineering team is here to help.

Start a Project →