AI-Assisted Takeoff Tools for Millwork, Casework, Cabinetry and Joinery

A practical comparison for estimators in the USA, Canada, UK and Australia

Disclosure. This guide includes TakeoffBot.ai because we built it. We aim for a fair comparison and focus on what actually helps Division 06 and joinery takeoffs.

Quick Answer

For Division 06 and joinery or fit-out packages, the best AI-assisted takeoff tool is the one that finds scope fast, then lets an estimator verify, edit, and export a traceable quantity list for pricing.

Most general takeoff software is good at measuring what you already found. The bigger time sink in millwork is scope discovery. That means finding every cabinet, elevation callout, finish note, and schedule row spread across a big drawing set.

Terminology by region

  • USA and Canada: millwork, casework, cabinetry, Division 06
  • UK: joinery, interior fit-out, packages, schedules, often QS style reporting
  • Australia: joinery, fitout, shopfitting, usually metric workflows

What AI can and cannot do in 2026

  • AI is strong at: scanning drawings, spotting repeating patterns, surfacing likely scope areas, and producing a fast first-pass ROM.
  • AI still struggles with: blurry scans, bespoke details, inconsistent symbols, and conflicting notes across sheets.
  • Best practice: treat AI as a draft generator and require estimator approval before pricing.

At-a-glance comparison

Tool Where it helps most AI level Best fit regions or teams
TakeoffBot.ai Division 06 scope discovery and ROM prep with estimator review High USA, Canada, and expanding
Bluebeam Revu PDF markup, measurement, revision comparison, pattern search Medium USA, Canada, UK, Australia
Togal.AI AI detection and labeling for faster takeoffs on repetitive elements High USA, Canada, broader
Autodesk Takeoff 2D takeoffs and 3D quantities within Autodesk ACC Medium Global
STACK Cloud takeoff and estimating workflows Medium USA, Canada
PlanSwift Desktop takeoff and estimating with assemblies and templates Low to medium USA, UK
On-Screen Takeoff (OST) Team-scale takeoff workflows with AI-assisted modules Medium USA, Canada
RIB CostX QS style 2D and 3D takeoff with live-linked estimating workbooks Medium UK, Australia, global
Cubit Estimating Integrated estimating and takeoff with strong AU presence Low to medium Australia

Tip. If you already live in Bluebeam, the fastest improvement is often adding an AI assistant to reduce scope hunting time, while keeping Bluebeam for markups and validation.

How to choose

1

What is your biggest bottleneck: scope discovery, measurement, or pricing?

2

Does the output stay traceable by sheet, detail, and schedule row?

3

Can it handle your units and terminology: imperial and metric, millwork and joinery?

4

How fast can a new estimator become productive: templates versus out of the box?

5

What happens on addenda day: can you rerun only changed sheets and compare deltas?

Recommended stacks by shop type

These are common combinations that work well in the field.

Small shop, 1-2 estimators

Tools
  • Bluebeam plus Excel plus an AI scope assistant. Low disruption.
  • Optional PlanSwift if you already have assemblies and templates.
Goal

Faster scope discovery and traceable export. Not a full process overhaul.

Mid-size team, 3-10 estimators

Tools
  • Bluebeam for validation, plus a cloud suite such as STACK or OST for collaboration.
  • Add an AI scope layer to reduce missed elevations and schedules.
Goal

Standardized outputs so anyone can pick up a takeoff mid-stream.

UK and Australia workflows (reporting-heavy)

Tools
  • CostX or Cubit for reporting, plus Bluebeam for PDF control.
  • Add an AI scope layer when packages are large and schedule-driven.
Goal

Maintain audit trail while reducing scope hunting time.

Regional considerations

These differences affect tool fit more than most marketing.

  • Terminology changes: Millwork and casework in North America. Joinery and fit-out in the UK and Australia.
  • Units can be mixed in North America. UK and Australia are usually fully metric.
  • Deliverables differ: UK and Australia often expect QS style reports or BOQs. Many North American shops want a quantity list that feeds Excel pricing.
  • Interior fit-out packages can split scope across multiple consultant sets. Cross-referencing schedules matters.

Tool deep dives

Click any tool to expand details. Each section covers best fit, strengths, limitations, and a fast trial test.

1

TakeoffBot.ai

Division 06 AI-assisted scope discovery
High AI USA, Canada

Best for

Commercial millwork, casework, cabinetry, and joinery packages where scope is scattered across elevations and schedules.

Strengths

  • Purpose-built for Division 06 workflows where scope discovery is first.
  • PDF upload, AI pre-tags likely scope, estimator review, export CSV or ROM.
  • Designed to sit alongside Bluebeam and Excel rather than replace them.
  • Fits shops following AWI or AWMAC-style workflows, and can map terminology for other regions.

Limitations to expect

  • You still need an estimator to interpret intent, resolve conflicts, and apply pricing rules.
  • Non-standard drawings or very low-quality scans can reduce detection quality.

Fast trial test (30-60 minutes)

  • Run one real past bid set with known scope.
  • Time how long it takes to find all casework elevations and finish schedules and get to a first export.
  • Compare the miss rate against your baseline Bluebeam-only workflow.
2

Bluebeam Revu

PDF-first workflow
Medium AI USA, Canada, UK, AU

Best for

Markup, measurement, revision comparison, and document control on PDF drawing sets.

Strengths

  • Reliable for measurement and annotation across trades.
  • VisualSearch helps find repeating symbols or objects. Auto Align helps compare revisions faster.
  • Works across regions because it is PDF-centric.

Limitations to expect

  • Not millwork-specific. It will not understand that one schedule row drives multiple elevations.
  • Pattern search helps, but you still do manual scope interpretation and grouping.

Fast trial test (30-60 minutes)

  • Pick one elevation sheet and one finish schedule. Test how quickly you can find similar cabinet tags across the set.
  • Overlay and compare a revised sheet to estimate rework time on addenda day.
3

Togal.AI

AI takeoff platform
High AI USA, Canada, broader

Best for

Teams looking for AI detection and labeling to reduce manual clicks on repetitive scopes.

Strengths

  • AI detection can speed up takeoffs when drawings are consistent and elements repeat.
  • Cloud collaboration can help multi-estimator teams.

Limitations to expect

  • Not focused on Division 06. Cabinetry and joinery details plus schedules may still require manual work.
  • You must review outputs carefully before pricing.

Fast trial test (30-60 minutes)

  • Try it on a plan set with repeating rooms or unitized layouts.
  • Measure cleanup time until the output is trustworthy enough to export.
4

Autodesk Takeoff

Autodesk Construction Cloud
Medium AI Global

Best for

Companies already standardized on Autodesk ACC who want integrated 2D takeoffs and 3D quantity workflows.

Strengths

  • Unified environment for takeoff packages and quantities.
  • Useful when project data is already organized in Autodesk ACC.

Limitations to expect

  • Not a Division 06 specialist. Cabinetry and joinery interpretation remains manual.
  • Works best when project organization and naming are disciplined.

Fast trial test (30-60 minutes)

  • Test creating a takeoff package and exporting quantities.
  • Check whether the output structure fits your pricing spreadsheet without heavy mapping.
5

STACK

Cloud takeoff and estimating
Medium AI USA, Canada

Best for

Shops that want cloud takeoff and estimating in one place with templates and collaboration.

Strengths

  • End-to-end bid workflow in a single platform.
  • Good for standard estimating processes with repeatable templates.

Limitations to expect

  • Cabinetry and millwork often require deeper customization to match how your shop prices.
  • Template upkeep is part of the cost.

Fast trial test (30-60 minutes)

  • Recreate one past bid using your templates.
  • Track time to first complete estimate and number of manual adjustments needed.
6

PlanSwift

Desktop takeoff and estimating
Low-Medium AI USA, UK

Best for

Estimators who prefer desktop workflows and are willing to invest in assemblies and templates.

Strengths

  • Powerful customization via assemblies, formulas, and Excel integration.
  • Can be very fast once templates are mature.

Limitations to expect

  • Setup cost is real. Bespoke cabinetry and joinery can require significant template work.
  • Collaboration is more manual than cloud-first tools.

Fast trial test (30-60 minutes)

  • Import a bid set you know well.
  • Compare template setup effort versus takeoff speed once configured.
7

On-Screen Takeoff (OST)

Team-scale takeoff workflows
Medium AI USA, Canada

Best for

Larger teams needing a standardized takeoff process and integrated estimating workflow.

Strengths

  • Structured workflow can scale across multiple estimators.
  • Often paired with AI-assisted modules to accelerate repetitive tasks.

Limitations to expect

  • Trade specialization varies by configuration. Division 06 still depends on your setup.
  • May be heavier than needed for smaller shops.

Fast trial test (30-60 minutes)

  • Test a multi-bid workflow. Set up a job, assign work, and merge outputs.
  • Check how revisions and addenda are handled in your process.
8

RIB CostX

UK and Australia-friendly QS platform
Medium AI UK, Australia, global

Best for

Quantity surveyors and estimating teams who need strong takeoff plus estimating workbooks and professional reporting.

Strengths

  • 2D and 3D takeoff plus live-linked estimating workbooks.
  • Strong fit for QS-style outputs and BOQ-oriented workflows.

Limitations to expect

  • Less trade-specific. You still need a joinery scope interpretation layer.
  • May feel heavyweight if you only need fast Division 06 exports to Excel.

Fast trial test (30-60 minutes)

  • Test a fit-out package and generate the report format your clients expect.
  • Measure time to update after a revision.
9

Cubit Estimating

Australia
Low-Medium AI Australia

Best for

Australian estimating teams wanting integrated takeoff and estimating in one workflow.

Strengths

  • Integrated estimating and takeoff can reduce tool switching.
  • Good fit for metric-first workflows and local market familiarity.

Limitations to expect

  • Not inherently AI millwork. Cabinetry and joinery interpretation remains on the estimator.
  • Template and price list upkeep still matters.

Fast trial test (30-60 minutes)

  • Trial it on a real joinery package with schedules.
  • Measure how much manual mapping you need to get outputs into your pricing format.

A practical workflow that works in most shops

If you want a low-risk upgrade path, keep your current workflow and add AI where it saves the most time.

  1. Use AI to draft scope across the whole PDF set including schedules.
  2. Validate the high-risk sheets first. Finish schedules, elevations, typical details, addenda.
  3. Use Bluebeam for markups, measurements, and revision comparisons.
  4. Export a traceable quantity list to Excel for pricing rules, alternates, and allowances.
  5. Baseline your revision, then treat addenda as a delta workflow.

The future of AI in millwork estimating

  • Tighter links between takeoff outputs and ERP or CNC workflows. Less re-keying, fewer handoffs.
  • More schedule-aware takeoffs. Tools that treat schedules as first-class inputs.
  • Better revision intelligence. Faster what-changed summaries for specialty scopes.

FAQ

What is AI-assisted takeoff software?

AI-assisted takeoff uses machine learning to find, label, or pre-measure items on drawings. It produces a draft takeoff that an estimator reviews before pricing.

Is AI takeoff accurate enough for millwork and cabinetry?

It can be accurate for first-pass scope discovery, but you should always review outputs. Millwork and joinery rely on schedules, notes, and bespoke details that still need human interpretation.

Will AI replace estimators?

No. The practical value is speed and consistency. AI reduces scope hunting time so estimators can focus on pricing, risk, and constructability.

What should exports include?

At minimum, item name, quantity, unit, and a location reference such as sheet, detail, or schedule. Traceable exports reduce rework and make addenda updates faster.

How should I test tools quickly?

Use one real past job. Time two tasks only: scope discovery and revision handling.

Do these tools work in the UK and Australia?

Yes, but validate terminology, units, and reporting expectations. QS-style reports differ from trade quantity lists.

What does ROM mean in estimating?

ROM means rough order of magnitude. It is an early budget estimate used for go or no-go decisions before full pricing.

About the author

Tom Morin is a commercial millwork estimator and co-founder of TakeoffBot.ai. He has priced Division 06 packages for public and private projects and focuses on workflows that keep estimator judgment in control.

Product pages referenced

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