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Cupix vs Doxel

Two progress tracking tools that both start from 360° video and a BIM model, sold in different shapes. Cupix is a 4D digital twin platform that turns 360° video into measurable 3D models and unifies laser scans, drone orthophotos and BIM, with automatic progress sold as its SiteInsights add-on. Doxel is a progress tracking product built around measuring work-in-place against BIM, with production rates, schedule mapping and earned value tracking. Desk research from vendor pages read Oct 29, 2026; not tested, no winner.

DESK RESEARCH, NOT TESTED. Compiled from vendors' public websites (accessed Cupix Oct 30, 2026; Doxel Oct 29, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Cupix (360° digital twin; no public prices (quote / sales)) vs Doxel (Progress tracking; no public prices (quote / sales)). Facts last checked Cupix Oct 30, 2026; Doxel Oct 29, 2026. No winner declared; not tested.

Side by side

Cupix vs Doxel: vendor-published facts side by side
Sheet rowCupixDoxel
Category360° digital twinProgress tracking
AI role (our label)AI features added to established productAI-first
What it does4D digital twin platform whose "spatial AI" turns 360° video into measurable 3D models over time, plus a SiteInsights AI progress add-on. Customers use it to digitize sites, reduce visits, track changes and validate work, and it unifies laser scans, drone orthophotos and BIM; it is also used in oil & gas, manufacturing and government. SiteInsights uses computer vision and geometry to detect changes between 360° captures against BIM and the schedule, needs a BIM model, and its 4.0 release (Jun 2026) added an AI S-curve forecast and an Oracle Primavera Cloud integration. It names integrations with BIM 360, Autodesk Forma, Procore, Revizto, Oracle and ArcGIS, and lists SOC 2 Type II, ISO 27001 and CSA STAR. Re-checked Oct 19, 2026: unchanged; the SiteInsights page names Oracle P6 and Microsoft Project among compatible scheduling platforms. Re-checked Oct 20, 2026: the homepage now says Cupix is trusted by 70% of the ENR Top 30 general contractors, has captured over 20,000 project sites since 2023 and verifies more than 1 million as-built BIM elements a day (vendor claims, not verified), and lists industries from data centers, healthcare and airports to linear infrastructure, oil and gas and maritime. Its integrations heading names Procore, but the sentence under it lists only BIM 360, Autodesk Forma, Revizto, Oracle and ArcGIS, so confirm the Procore connection with the vendor. Re-checked Oct 22, 2026: homepage and SiteInsights page unchanged in substance (360° video turned into measurable 3D models; laser scans, drone orthophotos and BIM in one platform; SiteInsights needs a BIM model, detects changes between captures with computer vision and geometry, filters by trade, level and work area, forecasts completion dates from the past rate of work, works with Oracle P6 and Microsoft Project, and takes 4-6 weeks to set up with the customer success team). The homepage served to us also carried Korean-language sections and lorem ipsum placeholder text, and its second integrations block now lists BIM 360, ACC, Revizto and ArcGIS. The security page still lists SOC 2 Type II and ISO 27001. ENR, site-count and case-study figures remain vendor claims and are not used. Re-checked Oct 24, 2026: homepage unchanged in substance (360° video turned into measurable 3D models; SiteInsights add-on analyzes completion by work area, trade and BIM category). The integrations heading still names Procore while the sentences under it list Autodesk BIM 360, Autodesk Forma or ACC, Revizto, Oracle and ArcGIS, and lorem ipsum placeholder text is still on the page served to us. Re-checked Oct 26, 2026: homepage unchanged in substance (360° video into a 3D/4D digital twin, SiteInsights progress add-on; integrations listed as BIM 360, Autodesk Forma, Revizto, Oracle and ArcGIS under a heading naming Procore); the page still carries some placeholder text, which we do not use. The menu now also lists CupixField, AssetAtlas, Compass and Cupix MCP, BIM Deviation Analysis and Point Cloud pages (not read this pass). Re-checked Oct 27, 2026 (read for a compare): SiteInsights page unchanged in substance (needs a BIM model for automatic progress; setup with customer success in 4-6 weeks; Oracle P6 and Microsoft Project compatible; completion forecasts from past rate of work). The active-user figure and customer quote are vendor material not used here. Re-checked Oct 29, 2026: homepage and SiteInsights page unchanged in substance (360° video turned into measurable 3D models; SiteInsights uses computer vision and geometry to detect changes between 360° captures, needs a BIM model for automatic progress, takes 4-6 weeks to set up, works with Oracle P6 and Microsoft Project, and forecasts completion from the past rate of work). Integration headings still name Procore while the sentences under them list BIM 360, Autodesk Forma or ACC, Revizto, Oracle and ArcGIS, and placeholder text is still on the homepage (noted only). Active-user figures and quotes are vendor material and not used.Automated progress tracking: computer vision measures work-in-place by trade, system, and stage against the plan from hard-hat 360 camera walks. You send BIM, walk the site with a 360 camera mounted to a hard hat, and Doxel measures the work in place. Product features listed include a rules-of-credit engine for % complete, progress by zone/trade/system, schedule mapping with language models, drone imagery for early phases, earned-value / pay-app support, and portfolio views. Vendor claims 11% faster project delivery, 16% reduction in monthly costs, and 95% less time tracking progress, with setup in less than 2 weeks (vendor claims, not verified). Re-checked Oct 21, 2026: homepage unchanged in substance (hard-hat 360 camera walks, computer vision measuring work-in-place by trade, system and stage, setup in less than 2 weeks with no VDC work for your team). The 11%, 16% and 95% figures are still shown and remain vendor claims. Re-checked Oct 22, 2026: the homepage headline now reads Physical Intelligence for Construction, with the same send-BIM, hard-hat 360 walk and computer-vision steps; the product page adds an Utilities Underground Tracking tab (progress from underground to finished buildout using drone imagery), and the site menu now lists solutions by stakeholder (owners, project executives, superintendents, BIM and VDC) and by industry (data centers, health care, life sciences, manufacturing, semiconductors, oil and gas) plus a Touchplan partnership page. The 11%, 16% and 95% figures remain vendor claims and are not used. Re-checked Oct 23, 2026: the homepage still headlines Physical Intelligence for Construction; the product page is unchanged in substance (360° video compared to BIM to quantify work-in-place, a rules-of-credit engine for percent complete, language-model schedule mapping, drone-based tracking from underground to finished buildout, and earned value tracking). Vendor percentages and customer quotes are not used. Re-checked Oct 24, 2026: unchanged in substance (360° video compared with BIM, rules-of-credit engine, language-model schedule mapping, drone-based tracking, earned value tracking). Vendor percentages and customer quotes are not used. Re-checked Oct 25, 2026: homepage unchanged in substance (automated progress tracking comparing plan with actual by component, system and schedule, delay forecasts from historic production rates, out-of-sequence work flagged, portfolio view; Send us the BIM). Customer quotes are not used. Re-checked Oct 26, 2026: homepage and product page unchanged in substance (Physical Intelligence for Construction headline; send the BIM, walk the site with a hard-hat 360 camera, computer vision measures work-in-place; rules-of-credit engine for percent complete; 3D progress view, production rates, schedule mapping described as powered by language models, drone-based tracking from dirt work, Utilities Underground Tracking and earned-value budget tracking). Delivery-speed, cost and time-saving percentages and customer quotes are vendor claims and not used. Re-checked Oct 27, 2026: homepage and pricing page unchanged in substance (automated progress tracking by component, system and schedule; delay forecasts from historic production rates; out-of-sequence work flagged; portfolio view; send the BIM, no VDC work). Customer quotes are not used. Re-checked Oct 29, 2026: homepage and product page unchanged in substance (Physical Intelligence for Construction; 360° video compared with BIM to quantify work-in-place; rules-of-credit engine; 3D progress view, production rates, language-model schedule mapping, drone-based tracking from dirt work, Utilities Underground Tracking and earned-value budget tracking). Vendor percentages and customer quotes are not used.
Who it's forGeneral contractors, owners and operators.Executives, superintendents, and project teams on active jobs.
Pricing (as publicly stated)Custom quote / no public prices (re-checked Oct 17, 2026): the pricing link redirects to Cupix's contact sales page, which also offers a free start for capturing a project. The SiteInsights FAQ says its pricing takes into account total project value, square footage and other factors. Confirm current pricing with the vendor. Re-checked Oct 20, 2026: unchanged; /pricing still opens the contact-sales page, which offers a free start for capturing a project, and shows no figures. Re-checked Oct 22, 2026: unchanged; /pricing still opens a contact-sales page (Start for free with Cupix) with no figures, and the SiteInsights FAQ still says pricing takes into account total project value, square footage and other factors. Re-checked Oct 24, 2026: unchanged; /pricing still opens a contact-sales page (Start for free with Cupix) with no figures. Re-checked Oct 26, 2026: still no prices; /pricing now redirects to a contact-sales page (Contact our sales team) that also offers a free start to capture a project. Re-checked Oct 27, 2026: unchanged; /pricing still goes to a contact-sales page (Contact our sales team; Start for free with Cupix) with no figures. Re-checked Oct 29, 2026: unchanged; /pricing still goes to a contact-sales page (Contact our sales team; Start for free with Cupix) with no figures, and the SiteInsights FAQ still says pricing takes into account total project value, square footage and other factors. Re-read Oct 30, 2026 for a compare: unchanged; /pricing still goes to a contact-sales page (Contact our sales team; Start for free with Cupix) with no figures, and the SiteInsights FAQ still says pricing takes into account total project value, square footage and other factors.Not publicly listed. Pricing FAQ (re-checked Oct 16 and Oct 19, 2026) still says cost depends on the capabilities you need and the amount of construction you do or the size of the jobsite, and that Doxel generally charges by the square foot. The page also says users are unlimited (not charged by the seat) and that Doxel can be used on a single jobsite. Quotes on request; no prices shown. Earlier note (Oct 15, 2026): Not publicly listed. Pricing FAQ says cost depends on the capabilities needed and the amount of construction (or jobsite size), and that Doxel generally charges by the square foot; quotes on request. Re-checked Oct 21, 2026: the pricing page still says Doxel does not charge by the seat, integrates with P6, Procore and Autodesk, and offers a demo or an instant quick quote; the FAQ answers did not expand in our read, so the per-square-foot basis was not re-confirmed today. Re-checked Oct 22, 2026: no price change. The pricing FAQ was readable today and again says Doxel generally charges by the square foot, with cost depending on the capabilities needed and the amount of construction or jobsite size; users are unlimited, a single jobsite is fine, and setup is under 2 weeks. Re-checked Oct 23, 2026: no price change (generally charged by the square foot, depending on capabilities and the amount of construction or jobsite size; unlimited users; a single jobsite is fine; up and running in under 2 weeks). Re-checked Oct 24, 2026: no price change (generally by the square foot; unlimited users; under 2 weeks to get running). Re-checked Oct 25, 2026: no price change (generally charged by the square foot, depending on capabilities and amount of construction or jobsite size; unlimited users, not charged by the seat; single jobsite allowed; up and running in under 2 weeks; demo or instant quick quote). Re-checked Oct 26, 2026: no price change (generally charged by the square foot, depending on capabilities and the amount of construction or jobsite size; unlimited users; single jobsite allowed; integrates with P6, Procore and Autodesk; under 2 weeks to get running). Re-checked Oct 27, 2026: no price change (generally charged by the square foot, depending on capabilities and the amount of construction or jobsite size; unlimited users; single jobsite allowed; under 2 weeks to get running; demo or quick quote). Re-checked Oct 28, 2026: no price change (generally charged by the square foot, depending on capabilities and the amount of construction or jobsite size; not charged by the seat; demo or quick quote). Re-checked Oct 29, 2026: no price change (generally charged by the square foot, depending on capabilities and the amount of construction or jobsite size; unlimited users, not charged by the seat; single jobsite allowed; integrates with P6, Procore and Autodesk; under 2 weeks to get running; demo or quick quote).
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Vendor links
Sources

Facts last checked: Cupix Oct 30, 2026; Doxel Oct 29, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • How progress is measured: Cupix says SiteInsights uses computer vision and geometry to detect changes between 360° captures against BIM and the schedule, and needs a BIM model for automatic progress. Doxel says it compares 360° video to BIM to quantify work-in-place and converts field work into percent complete with a rules-of-credit engine.
  • Scope: Cupix's core product is a digital twin used to digitize sites, reduce visits, track changes and validate work, bringing laser scans, drone orthophotos and BIM into one platform, with progress layered on through SiteInsights. Doxel's product page is organized around progress: a 3D progress view, reality capture with side-by-side photo history, production rates by zone, trade or system, schedule mapping it says is powered by language models, drone-based tracking from dirt work through Utilities Underground Tracking, and earned-value budget tracking.
  • Schedules and integrations: Cupix says SiteInsights works with Oracle P6 and Microsoft Project, forecasts completion from the past rate of work, and its 4.0 release (Jun 2026) added an Oracle Primavera Cloud integration; its integration sentences list BIM 360, Autodesk Forma or ACC, Revizto, Oracle and ArcGIS (a heading also names Procore, so confirm that connection). Doxel's pricing page says it integrates with P6, Procore and Autodesk.
  • Setup: Cupix says SiteInsights takes 4-6 weeks to set up with its customer success team. Doxel says it is running in under 2 weeks with no VDC work for your team.
  • Pricing (checked Oct 29, 2026): neither publishes prices. Cupix's /pricing goes to a contact-sales page that also offers a free start for capturing a project, and its SiteInsights FAQ says pricing takes into account total project value, square footage and other factors. Doxel's pricing FAQ says it generally charges by the square foot, depending on capabilities and the amount of construction or jobsite size, with unlimited users and single-jobsite use allowed. See each tool page for detail.
  • AI tags: we tag Doxel AI-first and Cupix AI features added to an established product.
  • Not used here: Cupix's ENR, site-count, element and active-user figures, Doxel's delivery, cost and time percentages, and both vendors' customer quotes (vendor material). Neither tool has been tested by Means & Methods Lab.

Paraphrased from the sources listed above. Vendor claims are reported as claims.

What users say

The facts above come from vendor websites. Whether either tool is any good for your work is something only people who use them can say. These are member reviews, all ratings shown, never edited or removed for being negative.

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Questions to ask in your review

  • How each tool's percent-complete reads compare with your superintendent's on the same areas
  • Whether you need a full digital twin with scans and drone data (Cupix) or a progress-focused product (Doxel)
  • What each costs for your project value and square footage
  • What did you use it for, on what kind of work and project size?
  • How long did setup and training take, and who on your team did it?
  • What does it cost you in practice, compared with what the sales call said?

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