A dark field of suspended particles organising into a lattice

Project Case Study

Hayfish AI

AI-enabled product and automation ecosystem for enterprise use cases.

Role
Founding Engineer
Domain
AI Platform
Stack
6 technologies
Faster automation rollouts
99.9% Service uptime
1 Governed AI gateway

01 / Problem

The Challenge

Organizations needed practical AI capabilities integrated into existing workflows.

02 / Solution

Solution Approach

Built an extensible architecture for LLM orchestration, APIs, and deployment controls.

03 / Architecture

Architecture Decisions

Modular AI gateway architecture with API mediation, model service integration, and environment-specific deployment controls.

  • A modular AI gateway mediates model services behind a stable internal API.
  • Environment-specific deployment controls separate experimentation from production.
  • Governance and auditability are built into the orchestration layer from day one.

04 / Stack

Technologies Utilized

Backend

  • Django
  • Python

DevOps

  • Docker

Cloud

  • Google Cloud

AI/ML

  • LangChain
  • OpenAI API

05 / Outcome

Measurable Outcomes

Accelerated delivery of AI-powered features with operational governance.

Faster automation rollouts
99.9% Service uptime
1 Governed AI gateway

Next Step

Interested in work like this?

Let's discuss how a system like this could be built for your team.