Software & Systems Engineering Services.

Problem Solved:

Businesses want to harness LLMs and AI vision but struggle with hallucinations, unpredictable outputs, and integrating AI into existing software stacks.

What We Build:

We architect production AI systems: deterministic prompt pipelines with JSON schema validation, Retrieval-Augmented Generation (RAG) over private vector databases, tool-using agents, and edge computer vision inference.

• • RAG knowledge retrieval backend with pgvector
• • LLM tool-calling endpoints with fallback logic
• • Applied computer vision pipelines (OpenCV)
• • Automated prompt evaluation & guardrail testing

Problem Solved:

Fragmented operations where team members manually pass spreadsheets, invoices, and lead details back and forth across multiple platforms.

What We Build:

Robust automation flows in n8n (self-hosted or cloud), Make, and Zapier. We write custom JavaScript and Python nodes for complex data transformation, handle rate limits gracefully, and set up error alerts.

• • Multi-step n8n / Make workflow blueprints
• • Automated webhook event receivers & payload parsers
• • Data transformation & normalization scripts
• • Error monitoring & Slack alerting hooks

Problem Solved:

High-churn agency clients or internal sales teams struggling with poorly configured GoHighLevel accounts that create pipeline chaos rather than clarity.

What We Build:

Complete GHL architecture from scratch: custom field schemas, multi-stage pipelines, automated booking calendars, SMS/email nurture sequences, webhook bridges to external databases, and AI lead qualification.

• • Clean pipeline stage mapping & opportunity tracking
• • Automated SMS / Email follow-up campaigns
• • Custom form & booking funnel integration
• • GHL API / Webhook integration with n8n & Python

Problem Solved:

No-code tools hitting performance walls or lacking the exact business logic, database structure, and security controls needed for serious operations.

What We Build:

Clean Python and FastAPI backends, asynchronous worker queues, custom microservices, relational PostgreSQL architectures, and REST/GraphQL APIs engineered for long-term maintainability.

• • Python / FastAPI microservices with Swagger documentation
• • PostgreSQL database schema design & migrations
• • Asynchronous background task workers (Celery/Redis)
• • Dockerized deployment configuration

Problem Solved:

Outdated, clunky web applications and internal tools that slow down team productivity and provide poor customer experiences.

What We Build:

Modern, fast web applications and administrative dashboards using React, Next.js, and TypeScript. Responsive, accessible, and integrated cleanly with your backend APIs.

• • Next.js / React client portals and dashboards
• • Interactive data visualizations & management tables
• • Responsive mobile-first UI with dark/light themes
• • Role-based authentication & permissions

Problem Solved:

Founders and innovation teams needing to validate software concepts quickly without getting bogged down in 9-month development cycles.

What We Build:

Fast, focused MVPs built with clean architecture so they can scale into full production products. We combine no-code/low-code where speed matters with custom code where differentiation lies.

• • Scoped technical architecture specification
• • Functional MVP web app with database & auth
• • Core automation & notification workflows
• • Production deployment & codebase handover