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Home/Vector Database Implementation/Tidewell Industries
Manufacturing Case Study

Tidewell Industries

A vector database migration that scaled to handle a much larger document set.

-44%Downtime
Tidewell Industries digitallyscaled
ClientTidewell Industries
IndustryManufacturing
Timeline10 weeks
ServicesVector Database Implementation
The Challenge

Where things stood before

Before working with us, Tidewell Industries was dealing with limited visibility into production issues until they'd already become expensive, and it was starting to cost them real business.

Their team suspected AI could help but weren't sure where to actually start.

The Solution

What we built

We started by getting a clear picture of exactly where things were breaking down before proposing anything.

The result was straightforward: a vector database migration that scaled to handle a much larger document set, built specifically around what Tidewell Industries needed.

  • Built using Pinecone and Weaviate for a stable, maintainable foundation
  • Benchmarked against clear, agreed-upon success metrics from day one
  • Validated thoroughly before deployment to avoid production surprises
  • Delivered within a 10-week timeline without cutting scope
Results

The impact, by the numbers

-44%
Downtime
+29%
Defect Detection Rate
-31%
Inspection Time
+52%
Throughput
Tech Stack

Built with

PineconeWeaviatePythonOpenAI Embeddings

“What stood out was how grounded the whole approach was, not just chasing what's trendy. -44% downtime within a few months, and that's held up months later.”

XS
Xylia Steinberg

Head of Data, Tidewell Industries

Next Project

Quiverfield Software

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