INDUSTRY FIELD GUIDE
Remodeling change-order records for AI workflow evaluation
A remodeling change order can record who identified an unforeseen condition, which scope changed and who approved the revised work.
NAICS 236118 · Residential Remodelers
A remodeling change order can record who identified an unforeseen condition, which scope changed and who approved the revised work. Appen publicly describes interest in approval and escalation records for AI training. Its enterprise program is evidence for the type of operational data a buyer may request. Confirm fit for the specific workflow and source. Appen enterprise data
Show the difference between a request and an approved change
Use a fictional renovation with an original scope, one field observation and two versions of a change order. Label the affected task, the policy or contract reference, the decision owner and the point at which the approval is recorded. Create a case where a homeowner’s message requests a change but the required authorization is missing. A useful evaluation checks whether an assistant flags the gap and routes it to the responsible person.
Keep a summary of cost and schedule effects separate from the source documents. A reviewer should be able to point to the record that supports each conclusion. Use invented figures and names for the first example.
Review the contract boundary before any real export
Customer agreements, subcontractor records, photos and architect drawings can have different rights. Keep addresses, floor plans, access information and payment details outside the sample. For authorized historical records, agree on field-level redaction, retention and the actual use. Avoid portraying the dataset as permission to approve changes or perform work.
Send one fabricated change request, its evidence and the expected handoff. Describe a dataset
Original Fiund exercise
A homeowner request still needs the recorded decision owner
An entirely fictional remodel has an original task, a reported condition and two change-order versions. The practice rule requires approval by the named decision owner before a change is marked authorized.
| Record | Source | What it records |
|---|---|---|
| RC1 | Practice scope and rule | Task T4 covers panel replacement. Rule A names project lead Morgan as change approver. |
| RC2 | Observation and message | Reviewer reports a hidden mismatch. Homeowner message requests an added trim change; no Morgan approval attached. |
| RC3 | Change-order history | Version 1 proposes +3 practice cost units and +1 day. Version 2 proposes +4 and +2 days; both approval fields blank. |
Question for the model
What requested scope and proposed effects are documented, and what should the assistant do before presenting the added trim work as approved?
Show the reference answer and checks
RC2 documents the condition report and requested trim change. RC3 supplies two proposed cost and schedule summaries, with version 2 proposing +4 units and +2 days. Neither version records the approval required by RC1. The assistant should flag the authorization gap and route it to Morgan under the fictional rule, while identifying the proposed figures as estimates rather than accepted commitments or completed work.
- Treating a homeowner request as the approval required by the stated project rule.
- Combining version 1 and version 2 effects instead of preserving their alternative proposed scopes.
Fields to preserve
- Original and changed task
- Makes the scope difference inspectable.
- Decision owner and approval record
- Shows who can resolve the fictional authorization gap.
- Versioned cost and schedule effects
- Keeps summaries tied to the proposal that generated them.
Test another case
Record Morgan's approval for version 1 after version 2 was drafted. Ask which version is authorized rather than assuming the latest draft was approved.
Use invented people, values and rules. Exclude real contracts, addresses, access details, customer communications, payment information and architect drawings.
Discuss a contribution
Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.