Ecommerce Ops AI Workflow Kit

A simulated-data portfolio project that turns weekly ecommerce operations review into one reusable AI Skill, Python CLIs, CSV inputs, a Markdown risk report, evidence validation, and human-review boundaries.

GitHub Actions test status
1
AI Skill
1
Python CLI
3
CSV inputs
7
Unit tests

What was built

The project demonstrates a transferable operating pattern: standardize repeated work, generate draft analysis, and keep business decisions under human review.

Standard Inputs

Orders, inventory, and support tickets are represented as CSV inputs with explicit fields.

Risk Report

The CLI generates a Markdown weekly report with summary metrics, SKU risk levels, and action tags.

Review Boundary

Inventory, refund, customer-promise, and owner-assignment decisions remain human-reviewed.

Evidence Validation

A second CLI checks that evidence-matrix file references exist and that safe wording boundaries remain present.

Workflow

The workflow mirrors a real weekly operations review, but uses only simulated data in this public demo.

  1. 1

    Collect fields

    Normalize order, inventory, and ticket inputs.

  2. 2

    Score risk

    Flag low stock, refunds, late shipments, and unresolved negative tickets.

  3. 3

    Draft report

    Generate a Markdown weekly report and action queue.

  4. 4

    Review manually

    Human owners confirm actions before real use.

Transfer case

This ecommerce demo is included as operating-method evidence: repeated work can be converted into structured inputs, reusable AI instructions, generated reports, tests, and review checkpoints.

What transfers to AI BP work
  • Extract fields from repeated business operations.
  • Define what AI can draft and what humans must decide.
  • Validate report logic with tests and evidence boundaries.
Read transfer case

Honest boundaries

  • This is a simulated-data public demo, not a real merchant project.
  • It does not contain real customer data, merchant data, or private platform exports.
  • AI output is draft decision support, not final inventory, refund, or customer-service authority.