NIVELOCategory
Category
Nivelo vs generic AI estimators
Category framing — not a competitor smear sheet. What you get when estimates are built for Phoenix and both sides of the job.
| Dimension | Nivelo | Generic AI estimator |
|---|---|---|
| Input | Real contractor mess — notes, PDFs, photos, spreadsheets | Often rigid templates or clean forms only |
| Pricing calibration | Estimates adjust using federal producer-price and Phoenix wage indexes (FRED/BLS). | National averages or model guesswork with no disclosed calibration path |
| Trades | All trades (founder painting credential is not a product limit) | Often single-trade or spreadsheet-first |
| Homeowner side | Free scan-before-you-sign quote review | Usually contractor-only |
| Arizona licensing | Trust Hub ROC lookup (trust/compliance — not estimate math) | Rarely included |
| Export | PDF + QuickBooks Desktop (.iif) | PDF or CSV only, if any |
We do not claim ROC is used in pricing. We do not invent fair-price dollar tables. We do claim the careful line: Estimates adjust using federal producer-price and Phoenix wage indexes (FRED/BLS).