How it works

Four passes between your photos and an estimate.

Mensuria is a pipeline, not a chat box. Vision reads the loss, the model drafts against a verified code base, deterministic checks demote anything it can't prove, and a senior-adjuster review hands you a clean draft to approve. Here is exactly what happens at each stage.

No card · 5 real claims free
01
Vision reads the photos
Materials, damage, measurements
02
Draft against verified codes
Xactimate line items, grounded
03
Deterministic grounding QA
Ungrounded lines demoted
04
Senior QA + your approval
Reviewed, then you export
01Stage one

Vision reads the photos.

Every photo from the walkthrough is analyzed for three things at once: the materials in frame, the damage and its category, and any measurements it can read off the scene. Drywall versus plaster, a 24-inch water line, a 36-foot wall run — each observation is recorded with a confidence level before a single line item exists.

  • Materials. Surfaces, finishes, and assemblies — down to baseboard profile and drywall thickness.
  • Damage. Type, category, and extent — Cat-3 water, char depth, hail bruising, wind uplift.
  • Measurements. Affected runs and areas read from the scene, kept as evidence for later quantities.
Laundry Room · 6 photosvision pass
P1
P2
P3
P4
P5
P6
MaterialDrywall, 1/2"high
MaterialBaseboard 2 1/4"high
DamageCat-3 water line @ ~24"high
DamageWet insulation behind wallmed
MeasureWall run ~36 LFmed
MaterialFlooring — unclearlow
14 observations · 11 high · 2 med · 1 low
Stage two02

Drafts line items against a verified code base.

Now the model writes Xactimate-ready lines — but it can only choose from a verified selector base, not from open-ended invention. Every quantity is tied back to a specific vision observation, so an 80 SF extraction line traces to the Cat-3 water finding, and a 36 LF flood cut traces to the wall run it measured. Codes it isn't sure about are surfaced for confirmation — never guessed.

  • Verified codes only. Selectors are drawn from a known-good base — the model can't mint a code that doesn't exist.
  • Grounded quantities. Each amount points back to the photo and observation that justify it.
  • Room-grouped output. Lines are organized the way you'd key them — by room, by trade, in order.
Draft · Laundry Roomverified base
CodeQtyDescription
WTR/EXTS80 SFWater extraction — Cat 3
WTR/DRYWLF36 LFFlood cut drywall, to 2ft
WTR/INS72 SFTear out wet insulation
DRY/1/272 SFDrywall — hang, tape, float
FNC/B36 LFBaseboard 2 1/4" — R&R
+ 26 more lines · each tied to an observation
31 lines drafted · 0 selectors invented
03Stage three

Deterministic grounding QA.

This pass isn't another model guessing — it's deterministic rulesthat check each drafted line against the photo evidence behind it. If a line has solid photo support, it stays high-confidence. If the support is thin, it's demoted. If there's no grounding at all, it's flagged as an open question instead of riding along silently. Nothing ungrounded ever gets a green light.

Pass
Photo-backed lines stay high
Demote
Thin support drops to low
Flag
No support becomes a question
Grounding QA · deterministic31 lines checked
WTR/EXTSGrounded
2 photos · matches Cat-3 line
DRY/1/2Grounded
1 photo · wall area confirmed
FNC/BDemoted → low
No photo shows baseboard removal
FCW/Flagged
Flooring type not visible — confirm
27 grounded · 3 demoted · 1 flagged
Stage four04

Senior-adjuster review, then your approval gate.

A second AI pass reads the draft the way a senior adjuster would — hunting for missing items, wrong units, and over-scoping. It leaves notes, not edits: add the dryer detach & reset, confirm the subfloor extent, re-check the air-mover days. Then it's yours. You open the scope editor, see every photo behind every line, resolve the flags, and only then does Approve & export unlock.

Add dryer detach & reset
Demo documented behind both appliances — line is missing.
Confirm subfloor extent
Rot visible ~3 ft behind washer; current scope stops short.
Re-check air-mover days
9 DA scoped vs. ~12 expected for this square footage.
Flags resolvedApprove & export
mensuria.com / claims / CLM-2041
Approve & export
M. Alvarez · Water
State Farm · 118 Birch Ln, Montauk NY
In review
31 line items● 19 high● 4 low0 demoted
Laundry Room
WTR/EXTS80 SFWater extraction — Category 32 photos ✓
WTR/DRYWLF36 LFFlood cut drywall, up to 2ft
WTR/INS72 SFTear out & bag wet insulation
WTR/GRM72 SFApply anti-microbial agent
WTR/WTRDHM3 DADehumidifier (per 24 hr)
DRY/1/272 SFDrywall — hang, tape, float, sand
FNC/B36 LFBaseboard 2 1/4" — R&R — confirm
Hallway
WTR/EXTS72 SFWater extraction — Category 3
WTR/DRYWLF36 LFFlood cut drywall, up to 2ft
WTR/GRM72 SFApply anti-microbial agent
FCW/72 SFHardwood install — confirm code
+ 20 more lines · open questions (3)

Xactimate worksheet

A clean keying worksheet — codes, quantities, descriptions, grouped by room — ready to paste or key straight in.

CSV export

The full scope as structured data for your own spreadsheet, template, or downstream tooling.

Print / PDF

A formatted, shareable copy of the approved scope — your name on the estimate, every line.

The line that doesn't move

What you control.

The pipeline does the keying. You keep the judgment. Mensuria is built so the adjuster is always the last word — never the AI.

Every quantity is editable

Click any line to change the code, unit, or amount. Your edits become the source of truth — the AI never overwrites you.

Resolve or acknowledge flags

Each low-confidence line and open question is yours to clear. Fix it, or acknowledge it on the record — nothing slips by silently.

Approval is a hard gate

Export stays locked until every flag is resolved or acknowledged. There is no path to a finished estimate that skips your review.

You are the adjuster of record

Mensuria drafts and reviews; you sign off. Your name goes on the estimate, on every line, every time.

0
selectors fabricated
100%
lines traced to a photo
~2 min
photos to first draft
2
AI review passes before you

Run a claim through it.

Bring your own loss. Watch the four passes turn your photos into a draft you'd sign.

No card · 5 real claims free