Northfold Cladding Ltd.NORTHFOLD CLADDING · AI ADMINAccount

How it learns

The agents get better at your business the more you use them. Nothing here is a black box: every adjustment comes from your own jobs, your own wins and losses, and your own edits.

Estimator
Finished jobs learned from
0
actual hours vs. estimate
Average miss per job, starting rates
0 %
estimated vs. actual hours
Average miss per job, learned rates
0 %
same jobs, re-estimated
1 · Your crew's real productivity
Insulated metal panel18.5 → 18.5
sq ft per man-hour · 0 jobs · average miss 0 % with the starting rate, 0 % learned
1718.520start
Rate the Estimator usesWhat the crew actually did
Aluminum composite (ACM), full assembly5.5 → 5.5
sq ft per man-hour · 0 jobs · average miss 0 % with the starting rate, 0 % learned
45.57start
Rate the Estimator usesWhat the crew actually did
Standing seam, full assembly6 → 6
sq ft per man-hour · 0 jobs · average miss 0 % with the starting rate, 0 % learned
567start
Rate the Estimator usesWhat the crew actually did
AD300 panel, install only7 → 7
sq ft per man-hour · 0 jobs · average miss 0 % with the starting rate, 0 % learned
678start
Rate the Estimator usesWhat the crew actually did
Metal siding12 → 12
sq ft per man-hour · 0 jobs · average miss 0 % with the starting rate, 0 % learned
111213start
Rate the Estimator usesWhat the crew actually did
Fiber cement9 → 9
sq ft per man-hour · 0 jobs · average miss 0 % with the starting rate, 0 % learned
8910start
Rate the Estimator usesWhat the crew actually did

How: after each job the rate moves toward what the crew actually did. Your starting rate counts as 3 jobs' worth of evidence, so one unusual job (bad weather, a slow GC) can't swing your pricing on its own. You can always switch back to your own rates on any estimate.

2 · Which bids you win
SystemQuotedWonWin rate
Insulated metal panel00NaN %
Aluminum composite (ACM), full assembly00NaN %
Standing seam, full assembly00NaN %
AD300 panel, install only00NaN %
Metal siding00NaN %
Fiber cement00NaN %
DistanceQuotedWonWin rate
Within 60 km000 %
60–150 km000 %
Over 150 km000 %

The Bid Scout uses this to rank new bids, and the Estimator flags a price that sits where you usually lose.

3 · How you write

    Every figure on this page comes from Northfold Cladding's own finished jobs, quotes and edits. Nothing here is adjusted by hand.