NullaNULLA/Help Centre
ModulesQA
MODULE 04

How to review AI mapping

Review the AI assessment before using the results.

AI mapping review
5 ITEMS
Steel — rebar 500N
Mapped · Steel
OK
Concrete C40
Mapped · Cement
OK
Aluminium frames
Low confidence · Metals
Review
Mortar bedding
Low confidence · Cement
Review
Sealants
Unmapped · Polymers
Edit

Steps

6 steps
  1. 1
    Open project details
    Go to the project you want to review.
  2. 2
    Inspect original line items
    Read the source description as it appeared in the BOQ.
  3. 3
    Review material mapping
    Check the material category Nulla assigned to each item.
  4. 4
    Verify quantity & units
    Confirm the quantity and unit conversion are correct.
  5. 5
    Examine assumptions
    Look at any defaults Nulla applied to fill missing data.
  6. 6
    Edit and rerun
    Correct any incorrect items and rerun them to update results.

Notes & tips

What to focus on first
Review the items that matter most: high-carbon materials, high-quantity items, low-confidence items, items with unclear units, and excluded items.
Quick check
Make sure major materials are mapped correctly before moving to scenarios or export.
Common issue: The AI selected the wrong material
Edit the classification, then rerun the affected item.
Common issue: The result looks too high or too low
Check the unit, quantity, conversion logic and emission factor.