Last updated: August 2026
In construction, a takeoff is the measured count of every quantity on a drawing set: how many doors, how many square metres of slab, how many metres of cable tray. AI takeoff software promises to do that counting and measuring for you, reading the plans and returning quantities in minutes instead of hours. Some tools genuinely do this with machine learning. Others are the same on-screen digitizer estimators have used for years, with an “Auto” button and an “AI” label added. This guide grades the real ones honestly and shows a quantity surveyor or estimator where the technology earns its keep and where you still have to check every number.
It sits alongside our wider guides to AI tools for quantity surveyors and AI tools for civil engineers. Here we stay narrow: measuring and counting quantities from drawings.
Short answer: The genuinely AI-native tools that auto-measure and auto-count directly from drawings are Togal.AI, Kreo, Beam AI, and Countfire (Countfire specialises in symbol counting). Kreo and RIB CostX fit quantity surveyors best. Tools like STACK, Autodesk Takeoff, Bluebeam, PlanSwift, and On-Screen Takeoff are strong digitizers with automation layered on, not AI-first. Whatever you use, the estimator still verifies every quantity before it reaches a bid: AI measures geometry, it does not decide scope.
What “AI takeoff” actually means
Three different things get sold under the same phrase, and knowing which one you are buying saves a lot of disappointment.
- AI auto-measure. The tool reads a drawing and measures areas, lengths, and rooms on its own, ideally from vector PDFs or CAD exports. This is the newest capability and the one Togal.AI and Kreo are built around.
- AI auto-count. The tool finds and counts repeated symbols, such as receptacles, sprinkler heads, or doors, across a whole multi-page set. This is the most reliable use of the technology, and Countfire specialises in it.
- Traditional digitizer with automation. The established on-screen takeoff tools where you draw the measurements, now with helpful “Auto” features bolted on and marketed as AI. Useful and mature, but you are still driving.
All three have a place. The point is to match the tool to your work and to know that even the best of them produces a draft an estimator must check.

The best AI takeoff software
The table grades each tool’s AI honestly, from A (true machine-learning auto-measure or auto-count) to C (a traditional digitizer with automation). Pricing shifts often and most vendors quote by demo, so check the official site for current numbers.
| Tool | Best for | AI grade | Free trial |
|---|---|---|---|
| Togal.AI | AI-native auto-measure | A | Demo-led |
| Kreo | Quantity surveyors and BIM | A | Yes |
| Beam AI | Done-for-you takeoffs | A | Demo-led |
| Countfire | Symbol counting | A- | Yes |
| STACK | All-round cloud takeoff | B+ | Yes |
| Autodesk Takeoff | 2D and BIM in one | B- | Trial |
| RIB CostX | Professional QS and BOQs | C+ | Demo-led |
| Bluebeam Revu | PDF markup workflows | B- | Trial |
| PlanSwift | Trades on a budget | C+ | Yes |
| On-Screen Takeoff | Established US estimators | B- | Demo-led |
1. Togal.AI
Togal.AI is the flagship AI-native tool. It auto-detects, measures, and counts spaces and elements straight from drawings, and its Togal.CHAT feature lets you query a plan in plain language. The company markets figures such as up to 98 percent accuracy and takeoffs several times faster; treat those as vendor claims and prove them on your own plans during a demo. Access is demo-led rather than a public free tier.
2. Kreo
Kreo is the strongest fit for quantity surveyors on this list. Its cloud tool reads PDF, CAD, image, and BIM files and offers Auto Measure, Auto Count, and one-click area takeoff, then turns measurements into costs. It is the one AI-native option here with a genuine free trial, which makes it easy to test against a real bid before committing.
3. Beam AI
Beam AI, found at ibeam.ai, takes a done-for-you approach: it extracts material quantities from plans and specifications and returns QA-checked takeoffs, with the vendor citing turnaround inside 24 to 72 hours across many trades. It is a service model as much as a self-serve tool. Note the name: this is ibeam.ai, a construction tool, not the separate agentic-AI company at beam.ai.
4. Countfire
Countfire does one thing well: it automatically counts symbols across many PDF pages at once, with checks to catch misses. For electrical, lighting, fire, security, and data estimators whose work is dominated by counting devices, that narrow focus is a strength rather than a limitation.
5. STACK, Autodesk Takeoff, and the digitizers
The rest are mature takeoff platforms with real automation rather than AI-first design. STACK adds genuine AI features such as its FloorPlan detection and symbol auto-count on top of a solid cloud digitizer. Autodesk Takeoff, part of Autodesk Construction Cloud, links 2D and BIM quantities for firms already in that ecosystem. RIB CostX is a professional quantity surveying tool whose measurements live-link to spreadsheet workbooks for BOQs, which is why cost consultants rely on it. Bluebeam Revu centres on PDF markup, with its stronger AI features, including a Claude integration, gated behind its Max tier. PlanSwift and ConstructConnect’s On-Screen Takeoff are long-standing digitizers whose “Auto” suites speed up repetitive work but keep a human in the driving seat.
Togal.AI vs Kreo: which should you pick?
These two AI-native tools come up together constantly, and they suit different buyers. Togal.AI leans toward general contractors and estimators who want fast auto-measure and a natural-language chat over the plans, and it is sold demo-first. Kreo is the better fit for quantity surveyors and anyone working with BIM, because it carries measurements through to costs and BOQ-style outputs, and it offers a free trial so you can test it without a sales call. If you run bids as a QS, start with Kreo; if you are a GC chasing speed on repetitive plans, trial Togal.AI. Either way, run the same real project through both and compare the drafts against your own manual check.
Best free trials to start with
You can test several of these without a purchase. Kreo offers a free trial, Countfire and PlanSwift both offer trials, and STACK provides a free account to get started. The AI-native done-for-you tools, Togal.AI and Beam AI, along with the enterprise quantity surveying tool CostX, are demo-first. Whichever you trial, use one of your own recent drawing sets rather than the vendor’s polished sample, because the real test is how the tool handles your plans, your symbols, and your scale.
The time pressure is real. McKinsey mapped 150 workflows across the built environment and found that AI has the potential to automate around 39 percent of nonphysical work in construction, in a sector whose productivity rose only about 10 percent between 2000 and 2022 (Construction Dive, citing McKinsey, July 2026). Faster takeoff is one of the clearest places that potential turns into hours saved.
Where AI takeoff helps, and where to double-check
The wins are real. Auto-counting repeated symbols across a full set in seconds is the highest-return, most reliable use. Auto-measuring areas and lengths works well on clean, vector-based PDFs and CAD exports. On repetitive, standardised plans, a small team can run far more bids than before.
The cautions are just as real, and they are where an estimator’s judgment stays essential:
- Scanned or messy PDFs. Poor-quality raster scans, dense annotations, and overlapping services degrade accuracy sharply, and those sets are the norm, not the exception.
- Scale and calibration. If the scale is set wrong, every quantity is wrong. Spot-check measurements against a known dimension before you trust the output.
- Non-standard symbols. A legend the model has not seen can be missed or miscounted, so review the symbol list the tool detected.
- Accuracy varies by drawing. Vendor best-case figures come from clean vector plans. On complex commercial sets an experienced estimator can still match or beat the tool, so treat the AI draft as a starting point.
- Quantity is not a costed bid. AI measures geometry. It does not decide scope, inclusions and exclusions, wastage, or contract interpretation. That remains the quantity surveyor’s job.
If you are still weighing the category as a whole, our look at whether AI CAD tools are worth it covers the same buy-or-wait question for design software.

Frequently asked questions
What is the best AI takeoff software?
There is no single winner. For AI-native auto-measure, Togal.AI and Kreo lead, with Beam AI strong for done-for-you takeoffs and Countfire best for symbol counting. Quantity surveyors tend to prefer Kreo and RIB CostX because they carry quantities through to costs. Match the tool to your trade, your plan types, and your preference for self-serve or a delivered service.
How accurate is AI takeoff software?
On clean, vector-based drawings, vendors report accuracy in the high nineties, and symbol counting is especially reliable. On scanned or complex commercial sets, accuracy drops and varies, and an experienced estimator can still match the tool. Treat every AI takeoff as a draft to be verified, not a final quantity.
Are there free AI takeoff tools?
Several offer trials or free accounts. Kreo has a free trial, Countfire and PlanSwift offer trials, and STACK gives a free account. The AI-native done-for-you tools, Togal.AI and Beam AI, and the enterprise tool CostX are demo-first. Test any of them on your own drawings, since free tiers and trial limits change often.
Can AI takeoff replace a quantity surveyor?
No. AI measures and counts geometry from drawings, which is only part of a takeoff. It does not decide scope, inclusions and exclusions, wastage allowances, or how to read a contract, and it still makes errors that must be caught. It is a tool that lets a quantity surveyor produce more, faster, not a replacement for one.
Does AI takeoff work on scanned PDFs?
It works best on vector PDFs and CAD exports. Scanned or low-quality raster drawings, dense markups, and overlapping services reduce accuracy noticeably, so those sets need closer checking. If most of your plans are scans, trial a tool on exactly that kind of drawing before you rely on it.
Sources
- Togal.AI
- Kreo takeoff and estimating
- Beam AI (ibeam.ai)
- Countfire symbol counting
- STACK takeoff and estimating
- Autodesk Takeoff
- RIB CostX
- Construction Dive: McKinsey on AI in construction (July 2026)
Written by the CognitiveFuture editorial team. We compile tool capabilities from official product documentation and vendor statements, and we label vendor-reported figures as such. We do not independently benchmark every tool. Product features and pricing change quickly, so confirm current details on each official site before you buy.