Live from the API
Project record, straight from the database.
The same project data shown on the public site, served here for internal use — filterable and ready to extend with editing tools.
By status
All projects
| Name | Dept | Status | Value |
|---|
AI · Cost prediction
Estimate a starting project value.
A regression model trained on JMBC's own historical projects. Treat the result as a reference point for early discussion, not a submitted tender figure.
Project inputs
AI · P&L analysis
Review margins and flags for a fiscal year.
Computed from the finance_records table. Admin / partner access only. Ratios are general contractor benchmarks — calibrate with your accountant.
Select fiscal year
AI · BOQ review
Upload a Bill of Quantities for a rate check.
CSV or XLSX with item_no, description, unit, quantity, rate columns. Flags internal rate outliers and checks against an editable benchmark table — always reviewed by a human estimator before use.
Drop a .csv or .xlsx file here, or click to choose one
Benchmark rate ranges in this demo are illustrative placeholders — see backend/app/ai/benchmark_rates.py.