General document chat
Steward vs ChatGPT or Claude file uploads
A chat can answer a question today. It does not maintain the building record after the chat ends.
One-off analysis when an owner wants to ask questions about a small batch of files without adopting another product.
Use Steward when every invoice should leave behind a reviewed building record, attached invoice, next-due date, and repeatable report path.
Decision point
ChatGPT or Claude file uploads
Steward
Memory
Context is usually chat- or project-specific and depends on what was uploaded.
Reviewed records stay tied to buildings, systems, vendors, and reports.
Repeatability
The owner must prompt, upload, check, and organize results each time.
The app keeps the same invoice-to-review-to-report path for every building.
Trust check
The owner must manually compare the answer against the uploaded file.
The original invoice remains linked beside the maintenance record.
Best fit
Use chat tools for one-off questions.
Use Steward when invoices should become durable building history.
Honest reason to pick them
General chat tools are flexible, fast to try, and useful for summarizing or comparing uploaded files.
Steward does not replace
General-purpose research, writing, spreadsheet analysis, or one-off document summarization.
See the report
See the sample maintenance report that anchors the comparison.
View report