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Renn Labs
AI & Data Ops

Your AI is only as good as your data.

Most companies have data scattered across silos, with AI tools bolted on top of chaos. We act as a technical partner to build the infrastructure your AI actually needs — from raw pipelines to production-ready platforms.

The Problem

Most AI projects fail before they start.

The issue isn't the model — it's the data underneath it. Siloed systems, inconsistent formats, no unified ingestion layer. AI tools get bolted on top of chaos and the result is systems that demo well and fail in production. We fix the foundation first.

Process

How we build.

01

Data Audit

We map your existing data sources, identify gaps, and assess data quality before recommending anything.

02

Architecture Design

We design the pipeline and storage architecture — relational, vector, or hybrid — based on your specific AI use cases.

03

Build & Deploy

We build ingestion pipelines, transformation layers, and AI integration points. Everything goes to production, not a sandbox.

04

Ops Handoff

We document, train, and hand off — or continue as an embedded partner. You own the infrastructure either way.

Deliverables

What you get.

  • 01Custom data ingestion and transformation pipelines
  • 02Vector and relational database architecture
  • 03AI platform integration layer
  • 04Internal tooling for data access and monitoring
  • 05Production deployment with full documentation

Ready to build?

Tell us where you are and where you need to go. We'll be direct about what it takes.