Guide · Choosing a takeoff tool

AI takeoff software, compared

What each of these tools actually does, taken from its own documentation and dated. Written for an estimator with a shortlist and a bid calendar, not for a buyer who wants a feature matrix.

Last reviewed . Every claim in the table below links to that vendor’s own documentation, read on that date. Software changes without telling us. If something below no longer matches what is on your screen, tell us and we will fix it.

The short version

Two different products are sold under one heading. One kind is a takeoff platform: you upload the set to it, the takeoff lives in its project, and the quantities come back out as an export. The other kind works inside the tool you already own and leaves the file where it is.

Nearly every argument about features is downstream of that one choice. Settle it first, and the shortlist gets much shorter.

How to read the table

Four columns, chosen because they are what an estimator actually decides on and because each one can be checked against a vendor’s own documentation. Where you work. What gets measured. Whether the markups are native to a file you already own. How you drive it.

There is no price column and no operating-system column, on purpose.

ToolWhere you workWhat it measuresMarkups nativeHow you drive it
Bluebeam RevuIn Revu, on your own PDF set. Bluebeam Max adds an AI connection in Revu 21.9 and later.You measure: area, length and count. Visual Search finds every instance of a symbol you select, and the results can be turned into count markups.Yes. Revu markups in your own file.By hand. On a Max plan, also by prompting an AI model through the Bluebeam MCP server.
Togal.AIIts own application. Also offered inside eTakeoff Dimension.Areas: footprint, net area, gross area, doors area. Lines: wall centreline, wall perimeter, doors centreline. Counts: doors, plumbing fixtures, furniture, appliances. On elevations their docs point you at the manual tools instead.In a Togal project.Set the scale, press the Togal button, wait ten to fifteen seconds, then review and reclassify.
KreoA browser. Cloud, on Windows or Mac.Auto Measure detects and measures rooms, walls, doors, windows and custom areas. Scale recognition is automatic. Their docs say it reads native PDF and CAD vector data rather than rasterised images.In a Kreo project.Click inside a shape and the boundary is detected. Caddie AI answers questions about the drawings in words.
STACKA browser. Cloud.Nine measurement types. Area, linear and count, plus surface area, pitched area, pitched linear, linear with drop, and Volume 2D and 3D for cubic yardage. Most return a secondary measurement as well as a primary one.In a STACK project.By hand. You pick the measurement type first, and it decides the unit that comes out.
Autodesk TakeoffAutodesk Construction Cloud, in a browser. 2D sheets and 3D models.From a 2D sheet: area, linear and count, plus Symbol Detection, which locates every symbol resembling one you point at. From a model: quantities off the objects themselves. Scale has to be set on a sheet before you can take off on it.In an Autodesk Takeoff project.By hand with the viewer tools, with Symbol Detection sitting under the Count tool.
Caliente AIThe Bluebeam Revu you already have open. Not a plugin.Our AI model reads the sheet and does the measuring: areas, lengths and counts. It reads quantities back off the sheet as well, so you can reconcile a scope.Yes. Native, editable Revu markups, drawn to your scale, in the same Markups list.You talk to it. “Slab area on A-101.”

Rows are ordered by what an estimator on Revu meets first, not alphabetically. Every cell about another tool is sourced under that tool below.

Tool by tool

Bluebeam Revu, and Bluebeam Max

The incumbent answer, and the tool most people reading this already own. Revu has found and counted repeated symbols since long before any of this was called AI: Visual Search takes an instance of a symbol you select and finds the rest, and Apply Count Measurement to Checked turns those results into count markups. Bluebeam notes you may need to lower the sensitivity on a PDF made from a scan, because of stray pixels and background noise.

Bluebeam Max is the newer part, and it is worth being precise about what it covers, because this is the question an estimator on Revu is really asking. It connects an AI model to Revu through the Bluebeam MCP server, on Revu 21.9 and later, and Bluebeam publishes the function list. Grouped, it covers document information, markup management, state and workflow, search, colour, Studio, document editing and custom columns. The Measurements group contains one function, set_page_scale.

So a model connected this way reads the document, searches its text, sets the page scale, and adds, edits and deletes markups. Quantity takeoff does not appear in the published list.

Sources, read 24 August 2026: Bluebeam: Use Visual search and Count Measurements to calculate quantities · Bluebeam: Visual search overview · Bluebeam: Revu and MCP

Togal.AI

The most specific documentation of the lot, and the most useful for working out whether it fits your scope. You set the drawing scale, press the Togal button, and processing takes ten to fifteen seconds depending on drawing size. What comes back is grouped three ways: areas as footprint, net area, gross area and doors area; lines as wall centreline, wall perimeter and doors centreline; counts as doors, plumbing fixtures, furniture and appliances.

Their own best-practice note is the honest part, and it is the sort of thing worth reading before you buy anything on this page: treat the result as a starting point, then reclassify and edit where needed.

Worth knowing where the button stops. For elevation views, Togal’s documentation points you at the manual tools rather than the automated run: trace area polygons and use the Cut tool to remove window areas. If your scope lives on elevations, that is the workflow you are buying.

Sources, read 24 August 2026: Togal: The Togal button, Togal automated takeoff · Togal: How to use Togal for elevations · Togal: Area, linear and count classifications

Kreo

Their own summary is a fair one: a cloud-based AI takeoff and estimating platform where you upload drawings, measure with AI-powered and manual tools, build estimates and generate reports, from any browser on Windows or Mac. Auto Measure automatically detects and measures rooms, walls, doors, windows and custom areas. One-Click Area lets you click inside a shape and have the AI detect the boundary, with positive and negative points to refine it. Scale recognition is automatic.

Two things are worth pulling out for anyone comparing on how a tool is driven. Caddie AI is the conversational part: you ask questions about specifications, dimensions, materials or schedules and it keeps context across sheets. And Kreo states that it reads native PDF and CAD vector data rather than rasterised images, so measurements are accurate to the original file. If your sets arrive as scans, that is the sentence to ask them about.

Sources, read 24 August 2026: Kreo: What is Kreo Software? · Kreo: Auto Measure 2.0

STACK

A cloud takeoff and estimating platform, and the one that puts the most weight on picking the right measurement type up front, because the type is what decides the unit that comes out. There are nine. Area, Linear and Count are the three everyone expects. The other six are the reason to look properly: Surface Area for painted walls, wallpaper and drywall, Pitched Area and Pitched Linear for a sloped roof measured from an aerial view, Linear with Drop for wire that drops down to an outlet, and Volume 2D and Volume 3D for cubic yardage on a slab, a parking lot, a footing or a wall.

Most types hand back a secondary measurement as well as the primary one, which is the part that saves a second pass. An Area takeoff returns the square footage and the linear footage of its perimeter. A Volume 3D takeoff returns cubic yardage, square footage and perimeter. Every type also returns an Each count.

Sources, read 24 August 2026: STACK: Takeoff Measurement Types

Autodesk Takeoff

Part of Autodesk Construction Cloud, and the one on this list that is not only a 2D tool. You can take off from 2D sheets and from 3D models in the same project. Autodesk is firm about the prerequisite, and words it plainly: before you can perform takeoff on a sheet, you must specify its scale. Either pick one from the toolbar or calibrate against a known distance, and on a vector PDF you have to snap to two points while you do it.

On a sheet the tools are Area, Linear and Count, with Combine and Cutout for tidying overlapping areas. Sitting under the Count tool is Symbol Detection, which automatically locates all symbols on a 2D sheet that resemble a symbol you specify. That is the same job Revu does with Visual Search, in a different product.

The model side is a different job from measuring a PDF, and it is where this one pulls away from the rest of the list: the quantity comes off the objects themselves rather than off a drawing of them.

Sources, read 24 August 2026: Autodesk: Performing Quantity Takeoff · Autodesk: Viewer Tools · Autodesk: Set Scale or Calibrate

Whether it asks before it writes

This is the question estimators ask about AI and drawings more than any other, and it is missing from the table above for a reason worth stating: it only arises for the two tools that write into a file you already own. A takeoff platform builds the takeoff in its own project, so nothing of yours is being changed, and the question there is a different one about export and round-tripping.

For Max, Bluebeam puts the answer in the hands of the AI client rather than Revu. Their documentation says most AI models let you toggle specific Bluebeam MCP skills on or off, and can be configured to ask your permission before running tools or executing commands.

The platforms answer a related question instead, which is what happens after the AI has run. Togal is the clearest about it: their best-practice note says to treat the automated result as a starting point, then reclassify and edit where needed. That is the right expectation to carry into any tool on this page.

Caliente asks before it writes, and destructive actions wait for your OK. The estimator stays in command of every number.

Sources, read 24 August 2026: Bluebeam: Revu and MCP · Togal: The Togal button, Togal automated takeoff

Also in this category

These come up on shortlists too. One line each, taken from a single page of each vendor’s own, so hold them to a lower bar than the table above.

  • Beam AI

    Closer to a service than a tool you drive. Their site describes a completed takeoff delivered as a bid-ready file, reviewed by their own QA team, on a stated turnaround of 24 to 72 hours.

  • eTakeoff Dimension

    A takeoff application whose basic Trace tools are Area, Count, Length and Perimeter. It also offers Togal.AI from inside it, so two names on a shortlist may not be the choice they look like.

  • Countfire

    Built around one job. You identify a symbol once and it counts every instance across all the drawings in the project. Aimed at electrical.

  • Groundplan

    Cloud takeoff with count, length and area tools, plus a Count Assist add-on that automates counting symbols on large plans.

  • PataBid Quantify

    Cloud estimating for electrical and MEP. Rapid Count uses pattern recognition to identify and count symbols across the drawings.

  • Procore Estimating

    Takeoff inside Procore. Auto Count matches a symbol you select, and Automated Area Takeoff uses machine learning to detect areas, documented for floor plans, concrete and roofing.

All read 24 August 2026.

Questions people ask

Does Bluebeam Revu count symbols on its own?

Yes. VisualSearch in Revu takes an instance of a symbol you select and finds the rest on the sheet or across the set, and you can turn the results into count markups. It works from the appearance of the symbol, so it does better on a clean vector set than on a scanned one.

Which of these work inside Bluebeam Revu?

Two. Bluebeam Max connects an AI model to Revu through the Bluebeam MCP server, on Revu 21.9 and later. Caliente drives the Revu you already have open and writes native markups into the same file. The rest are their own applications: the set goes to them, the takeoff lives in their project, and the quantities come back as an export.

Do I have to replace the takeoff software I already use?

That is the first thing to settle, and it is a bigger decision than any feature on this page. A cloud takeoff platform is where the takeoff lives, so the set goes there and the quantities come back out of it. A tool that works inside Revu leaves the file, the markups and the Markups list where they already are. Decide which of those two you want before you start comparing features, because it is the part that is expensive to reverse.

How accurate is an AI takeoff?

Any figure on this subject is the vendor’s own and none of them are measured on your set, so treat them as a starting point rather than an answer. The question that actually decides it is what happens when a measurement is wrong: whether you can see what was measured, correct it in place, and run it again. Test that on a set of your own, with a scope you already know the number for.

The row you are reading this on

Caliente AI

Caliente AI is a copilot for takeoff. Our AI model reads your drawings and does the measuring, right inside the tools you already use. It works in Bluebeam Revu today, with PlanSwift and Autodesk Revit next. It asks before it writes, and every markup it draws is native and editable.

All other product and company names on this page are the trademarks of their respective owners.