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Working internal tool

Slip Maker

A bounded local-LLM workflow that turns purchase-order information and part files into a reviewed, printable production document.

My role
Workflow design, implementation, testing, packaging, and rollout
Evidence
Deployed internal tool
AI involvement
Llama 3.2 performs bounded local extraction. AI assistance also contributed to coding and packaging the application.

Slip Maker was built to reduce the time required to create a production document from purchase-order information and part files. The workflow needed to be faster without allowing model output to move directly into production without review.

The tool accepts purchase-order sheets and STL files. A locally hosted Llama 3.2 model running through Ollama extracts relevant order information from the purchase order. Ordinary code generates part thumbnails, structures the information, and produces a printable Excel document after manual confirmation or correction.

I designed and implemented the workflow. AI assistance contributed to writing the software and packaging it as a Windows executable. The application itself uses the language model only for bounded information extraction. Document generation, structure, user confirmation, and production decisions remain deterministic or human-controlled.

During use with French documents, the model occasionally placed part-level information in the wrong column or misread quantity information. A manual override was added so production staff could correct the output before generating the document. The tool reduced normal preparation time from approximately 20 minutes to approximately 2 minutes per document, including review and correction.

Slip Maker was used by production-floor staff and temporarily supported the digital shop-traveller workflow before the broader production platform replaced that function. It remains available when the document-generation need occurs.