20 industries · practical evaluation tasks

Choose a takeoff test for your industry

Bring the objects your team counts, the documents you use to interpret them and a scope question you need to resolve. Compare software on that work.

Industry atlas grouping each discipline by source documents, target objects, and distinct review needs
Different trades require different source packages, object definitions, and review decisions.
Source evidenceEstimator decisionTraceable handoff

Our current Takeoff development and evaluation focus spans 20 industries and 62 defined tasks. We use these tasks to specify the objects an AI agent should identify, the quantities an estimator should review and the references needed to interpret them.

A training or evaluation target does not establish recognition accuracy on your files. Ask our team to confirm available document support and demonstrate the configured workflow for your scope. Apply the same test to competing products.

Supporting trade review matrix view for A takeoff evidence atlas across built-environment trades
A takeoff evidence atlas across built-environment trades: trade review matrixA supporting trade review matrix view for A takeoff evidence atlas across built-environment trades.

Building trades

Structural steel & metal fabrication

Identify beams, columns and connection marks. Read member tags and section sizes, then measure member lengths from a dimensional source.

Bring these documents
Framing plans, member schedules and connection details.
Mistake to catch
Counting a member schedule row as another installed beam, or taking a length from a schematic connection detail.
Run this demo test
Pick a beam with a repeated member mark. Ask the reviewer to link its installed location to the section size and revision. For a weight calculation, require the section-weight source and the length basis.

Fire protection

Identify sprinkler heads, valves and fire devices. Trace pipe by diameter and system; reconcile head types and zones.

Bring these documents
Floor plans, legends, risers and device schedules.
Mistake to catch
Adding a repeated riser reference to the floor-plan head count, or overlooking a unique valve shown on the riser.
Run this demo test
Use a plan and riser with one repeated head reference and one unique in-scope valve. Ask for a count by item type and the reason for each inclusion. Keep hydraulic design and code review with the responsible specialist.

Fire protection estimating workflow

HVAC

Identify equipment, diffusers, grilles and dampers. Measure duct and mechanical piping by size and system.

Bring these documents
Mechanical plans, equipment schedules, details and specifications.
Mistake to catch
Matching an equipment tag while missing a revised size or accessory requirement in the schedule.
Run this demo test
Change one scheduled equipment attribute without moving its plan symbol. Ask the estimator to identify the affected item and review its accessories and estimate mapping.

HVAC estimating workflow

Electrical contracting

Identify lights, receptacles, switches and panels. Reconcile fixture types, circuits and feeder references; measure routes from installation documents.

Bring these documents
Electrical plans, fixture schedules, panel schedules and service or one-line drawings.
Mistake to catch
Counting a representative device in a service detail as another installation, or treating its schematic line as cable length.
Run this demo test
Trace one fixture from its plan location to its type and service context. Remove a supporting panel document and ask the reviewer to record the missing information before accepting the related scope.

Electrical estimating workflow

Plumbing

Identify fixtures, drains, valves and equipment. Trace supply, waste and vent piping by diameter and service.

Bring these documents
Plumbing floor plans, risers, fixture schedules and details.
Mistake to catch
Counting the same fixture on the plan and riser, or accepting fixture attributes without the required schedule.
Run this demo test
Match one installed fixture across the plan and riser. Count unique in-scope riser components under their own identities. Leave a missing fixture schedule open as an exception.

Plumbing estimating workflow

Roofing

Identify roof planes, materials and penetrations. Measure roof area, perimeter, ridges, valleys and flashing.

Bring these documents
Roof plans, sections, slope information and roof assembly details.
Mistake to catch
Using projected plan area as sloped roof surface area, or hiding an ordering allowance inside the measured quantity.
Run this demo test
Choose a sloped plane and one penetration. Show the area method, slope source, deductions and purchasing allowance as separate entries. Use the project's measurement rules for those adjustments.

Flooring

Identify rooms and finish codes. Measure finish areas, base lengths and transitions.

Bring these documents
Floor plans, room finish schedules and transition details.
Mistake to catch
Measuring the right room under the wrong finish code, or applying the same ordering allowance to different materials.
Run this demo test
Change a room's finish in the schedule. Ask the reviewer to locate its area, update the material assignment and retain a separate record of the purchasing assumptions.

Interior fit-out

Identify doors, windows, casework and furniture. Measure partitions, ceilings and finish extents; reconcile room names and opening marks.

Bring these documents
Plans, reflected ceiling plans, door schedules and room finish schedules.
Mistake to catch
Counting a scheduled door as an extra opening, or including an alternate finish package in the base bid.
Run this demo test
Pick a door with plan and schedule references, then add an alternate finish. Ask the estimator to show one opening identity and separate base and alternate quantities.

Project and site coordination

Commercial construction

Classify sheets by discipline. Identify repeated components and quantify changes across trade packages.

Bring these documents
The drawing register, trade plans, scope descriptions and addenda.
Mistake to catch
Adding two subcontract quantities for the same component, or missing a scope transfer after an addendum.
Run this demo test
Choose a component that two packages mention. Assign its quantity owner and record the other package's exclusion. Revise the assignment and inspect both package totals.

Construction takeoff workflow

Site, civil & geospatial

Identify inlets, manholes, hydrants and site symbols. Trace utilities and routes; measure paving and grading-zone areas.

Bring these documents
Site plans, survey references, utility schedules and elevation surfaces where the scope requires them.
Mistake to catch
Mixing coordinate systems or units, or deriving earthwork volume from a flat area without an elevation basis.
Run this demo test
Check a known route dimension and its coordinate system. For a volume request, show the surfaces and calculation assumptions or record the missing inputs.

Systems and critical facilities

Building automation

Identify sensors, controllers and panels. Trace networks and reconcile point names, equipment references and controller IDs.

Bring these documents
Controls plans, points lists, sequences and network schematics.
Mistake to catch
Treating points-list rows as physical devices. A designer can assign several points to one controller or define a software point.
Run this demo test
Select a controller with physical and software points. Ask for separate device and point counts, with references to the sequence requirements and unresolved scope.

Related MEP estimating workflow

Data centers

Identify racks, PDUs, UPS units and cooling equipment. Trace power, fiber and cooling paths with their A/B system designations.

Bring these documents
Equipment layouts, schedules, one-lines and distribution plans.
Mistake to catch
Merging distinct A/B system items, or counting the same rack from its layout and schedule.
Run this demo test
Trace one rack to its power and cooling requirements. Retain the asset ID and path designations, then show which connections need further review. Keep engineering acceptance with the project team.

Medical facilities

Identify clinical equipment, medical-gas outlets and service devices. Reconcile room codes, equipment IDs and service needs.

Bring these documents
Room layouts, equipment schedules and infrastructure or service drawings.
Mistake to catch
Counting room-list equipment and plan symbols as separate assets, or losing a service requirement during the handoff.
Run this demo test
Follow one clinical asset from the room plan to its equipment entry and required services. Record missing connections as open questions for the responsible specialist; quantity review does not replace regulatory review.

Equipment and configured layouts

Industrial equipment

Identify machines, skids, conveyors and support equipment. Measure footprints and service zones; locate utility tie-ins.

Bring these documents
Equipment layouts, schedules, vendor details and utility plans.
Mistake to catch
Counting a clearance zone as a purchased item, or omitting an accessory that the equipment schedule requires.
Run this demo test
Select one machine with a service zone and two tie-ins. Ask for separate equipment, spatial and connection records, then follow its accessories into the intended estimate.

Modular furniture

Identify workstations, panels, storage and kit types. Measure runs and reconcile product codes with configured bills of materials.

Bring these documents
Room layouts, workstation schedules, product configurations and component BOMs.
Mistake to catch
Ordering a complete kit and its component list together, which duplicates the same commercial scope.
Run this demo test
Use two workstation kits with five components each. Choose a kit or component purchasing basis and inspect the order for duplicate scope. Change one workstation configuration and repeat the check.

Warehouse automation

Identify conveyors, drives, sensors and stations. Trace conveyor and network paths; measure operating and service zones.

Bring these documents
Layouts, equipment lists, section BOMs and controls drawings.
Mistake to catch
Counting a logical conveyor section as an extra physical unit, or using an operating envelope as purchased conveyor length.
Run this demo test
Select a conveyor section with a drive and sensors. Reconcile its ID to the component BOM and show the dimensional basis for its length apart from its service zone.

Process and specialized facilities

Oil and gas

Identify valves, instruments and process equipment. Reconcile line numbers and equipment tags across process documents.

Bring these documents
P&IDs, line lists, equipment lists and dimensional installation drawings.
Mistake to catch
Measuring a schematic P&ID line as installed pipe length, or merging two items that have similar symbols and different tags.
Run this demo test
Match a valve tag and line number to the relevant lists. Request a pipe length and require the dimensional source, such as an isometric, before accepting it.

Power generation

Identify generators, transformers, switchgear and instruments. Reconcile system tags, circuits and one-line references.

Bring these documents
Equipment layouts, one-lines, P&IDs, schedules and installation drawings.
Mistake to catch
Counting a one-line representation as another installed asset, or deriving cable length from a schematic connection.
Run this demo test
Follow one transformer across the layout, schedule and one-line. Show a single equipment identity and the installation source needed for its associated route measurements.

Aerospace facilities

Identify specialized equipment and support utilities. Measure high-bay areas, service clearances and equipment zones.

Bring these documents
Facility layouts, equipment schedules, utility plans and vendor requirements.
Mistake to catch
Treating service clearance as installed material scope, or omitting a utility connection from the equipment package.
Run this demo test
Select equipment with a clearance zone and a utility requirement. Ask the reviewer to show the installed item, the space reservation and the connection responsibility as distinct records.

Semiconductor fabs

Identify process tools and support equipment. Reconcile tool IDs, line tags and utility requirements across hookup matrices.

Bring these documents
Tool layouts, tool lists, gas/chemical/exhaust/cooling drawings and hookup matrices.
Mistake to catch
Counting a utility-matrix row as an extra process tool, or assuming a requirement row defines a complete physical hookup assembly.
Run this demo test
Use three tool IDs with two utility requirements each. Ask for three installed tools and six linked requirements, then inspect missing hookup details before accepting connection scope.

Use one project to compare the full workflow

Prepare a small package with a quantity source, a reference document and an addendum. Write down the expected quantities and scope with an estimator before the demo. Include an ambiguity such as a repeated symbol, an absent schedule or a changed equipment requirement.

Record missed items and duplicate scope apart from wrong classifications. Track your preparation and correction time. After the revision, inspect the accepted quantity and the estimate or quote handoff.

Use the AI takeoff quality checklist for the common checks and the takeoff software comparison to select vendors. An architectural floor-plan example leaves specialist document types open for evaluation.

Your project, your acceptance criteria

Test your industry's documents

Bring a representative source package and the items you need to quantify. We will use it to define the identification, review and handoff work for your trial.

Start an industry workflow trial