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Artificial Intelligence 2025

LLM Platform

  • Internal Product

From prompt prototype to governed, production-grade AI assistants.

Overview

The platform gives product teams a single place to design assistants, connect knowledge sources, run evaluations, and deploy behind a versioned API — without stitching together disparate tools.

The problem

Teams were shipping AI features from notebooks and ad-hoc scripts, with no evaluation, no guardrails, and no way to compare model or prompt changes before they reached users.

The solution

We delivered a workspace with a retrieval pipeline, prompt and model versioning, an offline evaluation harness with regression scoring, and role-based deployment controls per tenant.

Technology

  • Laravel
  • Python
  • PostgreSQL
  • pgvector
  • Redis
  • Tailwind CSS

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