Agree the data contract.
Identify the source of truth, record identity and approval points before connecting writes.
Independent automation & product data specialist
A workflow you can
actually inspect.
I connect business tools and structure product data, with decisions, sources and exceptions you can follow.
Six independent demonstrations. Real platform runs and public-source observations are clearly identified.
Independent demonstrationEvidence preview
Anker A2669113Exact variant
Manufacturer SKU retained; plug standard unknown
Belkin WCH015Review
200W total is distinct from 140W single-port output
WCH014Model family
Regional configuration stays unverified
Inspect inputs and decisions Open case →
Python / JavaScriptn8n / MakeProduct identity / source evidenceEnglish / Mandarin
Services
Where the work gets stuck.
Choose the problem closest to your operation. Each service has a focused case you can inspect and test.
010203040506
Workflow automation
Connect existing tools with validation, duplicate protection and a recovery path your team can follow.
CRM lead routing
Capture requests, recognize existing contacts and route the right opportunity with an inspectable decision.
Product data pipelines
Turn supplier feeds into exact variant mappings, source-backed fields and a reviewable import.
Price and stock monitoring
Compare matching offers over time, with source conditions, timestamps and visible collection failures.
Document processing
Extract fields with evidence, check business rules and route uncertain values to a person before export.
China sourcing
Compare specifications, written terms and open risks before deciding which supplier or sample to pursue.
Selected proof
Follow the input.
Question the result.
Replay a repeated request. Inspect a manufacturer field. Review a quotation with a missing currency. The examples expose the decision path alongside the result.
Approach
Small enough to verify.
Useful enough to build on.
I start with your input, destination and acceptance cases. A bounded pilot makes the unknowns and maintenance responsibilities visible.
Exercise the exceptions.
Use representative inputs, repeat events and failure cases to test the actual result.
Make ownership practical.
Deliver the workflow, evidence, run instructions and a clear boundary for ongoing maintenance.
Work with Corey
Bring one workflow or one dataset.
Share the source, destination and what a correct result looks like. I will help scope a paid pilot with an agreed hours cap.