← All workMultimodal purchase request parsing

Purchase AI Recognition

Turn varied requests into consistent purchasing data.

Process text, images and Excel requests through one parsing workflow, organizing customer requirements into seven fields for purchasing operations.

MY CONTRIBUTION

Requirements analysis · Parsing service · Iteration

input types: text / image / Excel
3
standard business fields
7
support users
30

A better way to work

BEFORE

Customers send requirements as messages, screenshots and spreadsheets. Support teams must interpret product details, separate quantities from packaging and prepare usable records.

WITH THE PRODUCT

A consistent output organizes product, brand, catalog number, specification, packaging, quantity and notes for review and downstream purchasing.

Core capabilities

01

One workflow for multiple formats

Process text, image and Excel inputs into a consistent seven-column structure for business users.

02

Give each field its business meaning

Parsing constraints distinguish packaging, specifications and order quantities. Output repair and model fallbacks support reviewable results.

03

Preserve the original request

Developed and validated source-field and link preservation for Excel, aligning parsed output with the original information for review and traceability.

04

Handle repeated requests efficiently

Developed and validated thread-pool execution, concurrency controls and caching to improve how synchronous calls and duplicate files are handled.

How it works

  1. 01

    Submit text, image or spreadsheet

  2. 02

    Parse seven business fields

  3. 03

    Review content and sources

  4. 04

    Continue purchasing workflow

PRODUCT / ENGINEERING

What I delivered

PythonMultimodal AIExcelSQLiteStructured Output

I mapped the existing recognition workflow and analyzed 307 production logs to identify field alignment, quantity interpretation and source-preservation issues. I independently developed and validated parsing constraints, output recovery, caching and concurrency improvements.

Does your team face a similar challenge?

Start with one workflow. Let’s explore how AI could fit your operations.

Discuss your project
CONTACT / COLLABORATE

What would you like to solve?

Get in touch about enterprise AI, workflow automation, practical AI training and adoption, or career opportunities. I’m also happy to discuss independent product design and development. Start with your workflow and the outcome you have in mind.