Operations × Technology

The systems running
beneath your operations.

AI agents, data pipelines, automation, and custom software — designed and built for the way your business actually operates.

Services

Full-stack operations technology

Most consultants hand you a slide deck. I hand you working software.

AI & LLM Solutions

Custom AI agents, prompt engineering, and LLM integrations that turn unstructured data into actionable intelligence. Built for your specific workflows, not generic chatbots.

GeminiGPTClaudeRAGPydantic

Data & Analytics

End-to-end data infrastructure — from ingestion and transformation to dashboards and automated reporting. BigQuery, SQL, and real-time analytics that drive decisions.

BigQuerySQLPostgresDashboardsReporting

Automation & Integration

Workflow automation that eliminates manual processes. Zapier orchestration, custom Python pipelines, browser automation, and OCR document processing at scale.

ZapierPythonSeleniumOCRAPIs

Custom Software

Purpose-built desktop and web applications. From internal tools to client-facing products — designed, built, and maintained with your operations in mind.

PythonReactNext.jsFlaskDesktop Apps
Track Record

Built for real operations

Every system I build runs in production, handling real data for real businesses. No prototypes, no proofs of concept — working software that delivers measurable ROI.

10+
AI Systems Deployed

Production AI agents serving real business operations daily

Multi-Location
Scale

Systems designed for multi-location restaurant operations

Enterprise
Grade

Licensed software with session management and audit logging

What I've built

AI Business Intelligence Agent

Natural language interface to BigQuery with semantic search, voice interaction, and structured output extraction. Dual-model consensus voting achieves 99.9% data accuracy.

Store Audit Intelligence

AI-powered analysis of multi-location store audits with automated director notifications, location-based routing, and weekly summary generation.

Customer Feedback Pipeline

End-to-end system ingesting customer feedback across channels, classifying sentiment, and surfacing actionable insights to operations leadership.

Invoice OCR & Reconciliation

Automated PDF invoice extraction with deduplication, BigQuery ingestion, and vendor reconciliation — replacing thousands of hours of manual data entry.

Let's Talk

Ready to automate your operations?

Whether you need a custom AI agent, a data pipeline, or a full automation overhaul — let's figure out the best solution for your business.

chris@sub7erra