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Facts: desk research, not tested · Reviews: members' opinions

Struction vs Structured AI

Two AI tools with similar names that read drawing sets for different people. Struction is built for general contractors and estimators: cited project chat, takeoff, scopes of work and scope gaps for bidding. Structured AI is built for architects and engineers: QA/QC, code and coordination checks on a set before it is issued. Not like-for-like. Struction publishes per-user prices; Structured AI does not. Desk research from vendor pages read Oct 27, 2026; not tested, no winner.

DESK RESEARCH, NOT TESTED. Compiled from vendors' public websites (accessed Oct 27, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Struction (AI document Q&A & takeoff; vendor publishes prices) vs Structured AI (AI drawing QA; no public prices (quote / sales)). Facts last checked Oct 27, 2026. No winner declared; not tested.

Side by side

Struction vs Structured AI: vendor-published facts side by side
Sheet rowStructionStructured AI
CategoryAI document Q&A & takeoffAI drawing QA
AI role (our label)AI-firstAI-first
What it doesAI that answers questions, traces, counts and scopes across drawings, specs, addenda and model elements, citing the contract documents. Free tier listed. Re-checked Oct 19, 2026: the site says one project can be uploaded free when signing up with a work email and that it will not train on project data; Enterprise GC lists chat model choice across Google, Anthropic and OpenAI, and a Specialty Contractors plan is listed for Late Summer 2026 with early access on request. Re-checked Oct 21, 2026: the site still offers one free project upload with a work email and says it will not train on project data. The pricing page has been restructured into Base, Plus and Pro memberships that can be mixed on one team (see Pricing); Plus adds traceable chat, RFI creation, risk register generation and artifacts, and Pro adds scope of work generation, addenda comparisons and change analysis, 3D model search, scope gap discovery, a BuildingConnected integration and On-Screen Takeoff preset import. The Specialty Contractors plan and chat model choice noted Oct 19 no longer appear on the pricing page. Re-checked Oct 23, 2026 (rendered in a headless browser): the homepage was rewritten around five actions (ask, trace, count, scope, see): project chat with every answer cited to its sheet, markup tools plus linked callouts, details and spec references, manual, assisted and automated takeoff with each count tied to a scope item, scopes of work written as exportable bid forms per discipline, and risks, clashes and scope gaps with severity and source alongside a federated model view for every estimator. It still offers one free project upload with a work email and says it will not train on project data, and adds a Dispatch email newsletter. The docs say Struction writes a first-draft scope of work for each trade, taking about an hour for a typical project (vendor statement). The FAQ still says it is for general contractors today with subcontractor plans arriving Summer 2026, a date that has passed; confirm with the vendor. Re-checked Oct 25, 2026 (pricing page rendered in a headless browser): unchanged in substance (Base, Plus and Pro memberships that can be mixed on one team; Enterprise for teams of more than 10 users). Re-checked Oct 27, 2026 (homepage and pricing rendered in a headless browser; also read for a compare): unchanged in substance (ask, trace, count, scope and see; answers cited to the sheet; one free project upload with a work email; it says it will not train on project data). The homepage headline now positions Struction against Bluebeam (vendor marketing, not used).AI drawing review for architects and engineers that flags errors, code issues and clashes across sheets, disciplines and revisions. Re-read Oct 17, 2026: it lists QA/QC and code compliance checks with deterministic pass, fail or verify results, drawing set chat with sourced answers, custom checks in plain English, automatic cross-discipline overlays for clash checks, and a Revit add-in that runs checks on live model elements and writes approved fixes back. Findings arrive as Bluebeam markups with two-way Studio sync; sources include Autodesk Construction Cloud, Procore, SharePoint and Google Drive. It says project data never trains its models. Its homepage links an ENR report on a $4.2M raise and Syska Hennessy partnership (vendor statement). Re-checked Oct 19, 2026: homepage, features, integrations and security pages unchanged in substance; the homepage adds an agent that explains a finding, its root cause and other places it appears, pixel-aligned sheet and discipline overlays, and permission-aware access (the AI sees only what each user may see), and the security page says its core models are trained on curated public datasets and construction standards, not customer project data (vendor statement). Homepage review-time, confirmation-rate and field-issue figures are vendor claims and not used here. Re-checked Oct 21, 2026: homepage, features and security pages unchanged in substance. The integrations page now also lists Microsoft Outlook and Gmail (transmittals, RFI responses and attachments reconciled against the set), Microsoft Word (specifications) and Microsoft Excel (door schedules, equipment registers and takeoff sheets cross-checked against the drawings), alongside Revit, ACC, Procore, Bluebeam, SharePoint and Google Drive. Re-checked Oct 23, 2026: homepage, integrations and security pages unchanged in substance (drawing set chat, pixel-aligned overlays, an agent that explains a finding and its root cause, findings cited to sheet and detail; integrations still list Revit, Autodesk Construction Cloud, Procore, Bluebeam, SharePoint, Google Drive, Outlook, Gmail, Word and Excel; the security page still says project data never trains its models). The navigation lists FAQ, User Guide, Blog and Events pages; the FAQ we read gives no pricing. Re-checked Oct 25, 2026: homepage, features, integrations and security pages unchanged in substance (AI drawing review for architects and engineers; deterministic QA/QC and code checks cited to sheet and location, drawing set chat, automatic overlays for clash checks, Revit add-in; integrations still list Revit, Autodesk Construction Cloud, Procore, Bluebeam, SharePoint, Google Drive, Outlook, Gmail, Word and Excel; project data never trains its models). The homepage describes an intro call and live demo followed by a pilot on the buyer's own drawing sets. Review-time, confirmation-rate and field-issue figures are vendor claims and not used. Re-checked Oct 27, 2026 (also read for a compare): homepage, features, integrations and security pages unchanged in substance (AI drawing review for architects and engineers; findings as Bluebeam markups; Revit add-in; integrations still list Revit, Autodesk Construction Cloud, Procore, Bluebeam, SharePoint, Google Drive, Outlook, Gmail, Word and Excel; project data never trains its models).
Who it's forContractors and estimators.Architects and engineers.
Pricing (as publicly stated)Earlier listing (pricing page, checked Oct 16, 2026; unchanged on Oct 19, 2026): Free $0 (no credit card); Struction $50/month billed monthly (cancel anytime); Struction for GC's $500 per user/month, up to 10 users (adds unlimited projects, scope of work generation, team sharing, RFI/risk/scope gap discovery); Enterprise GC custom, usage-based with unlimited users. Confirm current terms with the vendor. Re-checked Oct 21, 2026: changed. Base $0 (uploads, 2D project map and search, manual and automated takeoff, comments; no AI chat), Plus $50 per user per month and Pro $500 per user per month, each billed monthly; teams of more than 10 users sign up for Enterprise through sales, which changes how the organization pays without upgrading everyone to Pro. Re-checked Oct 23, 2026: unchanged (Base $0 with no AI chat; Plus $50 and Pro $500 per user per month, billed monthly; memberships can be mixed on one team; teams of more than 10 users go to Enterprise through sales, which does not upgrade everyone to Pro). Re-checked Oct 25, 2026 (rendered page): unchanged (Base $0 with no AI chat; Plus $50 and Pro $500 per user per month, billed monthly; memberships can be mixed on one team; teams of more than 10 users go to Enterprise through sales, which does not upgrade everyone to Pro). Re-checked Oct 27, 2026 (rendered page): unchanged (Base $0 with no AI chat; Plus $50 and Pro $500 per user per month, billed monthly; memberships can be mixed on one team; teams of more than 10 users go to Enterprise through sales). A plain request still returns an older cached layout with Free, Struction $50 and Struction for GC's $500 tiers; the rendered page is used.No public prices found (re-checked Oct 17 and Oct 19, 2026): the vendor site has no pricing or plans link in its navigation or footer, and /pricing returns a not-found page. The site's call to action is "Book a Demo", followed by a pilot on your own drawing sets with checks built to your standards. Confirm current pricing with the vendor. Re-checked Oct 21, 2026: unchanged (no prices; /pricing still not found; Book a Demo, then a pilot). Re-checked Oct 23, 2026: unchanged (no prices; /pricing still not found; Book a Demo, then a pilot). Re-checked Oct 25, 2026: unchanged (no prices published; /pricing returns a not-found page; Book a Demo). Re-checked Oct 27, 2026: unchanged (no prices published; /pricing returns a not-found page; Book a Demo).
User reviewsNo reviews yet. Read or writeNo reviews yet. Read or write
Vendor links
Sources

Facts last checked: Oct 27, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • What each sells (vendor wording): Struction's homepage is organized around five actions (ask, trace, count, scope, see): project chat that cites the sheet for every answer, markups and linked callouts, details and spec references, manual, assisted and automated takeoff with each count tied to a scope item, scopes of work written as exportable bid forms per discipline, and risks, clashes and scope gaps with a federated model view. Structured AI calls itself an AI drawing review platform for architects and engineers that catches errors, code issues and coordination clashes across every sheet, discipline and revision before they reach the field.
  • Where each sits in the job: Struction works on the bid side, turning the contract documents into quantities, scopes and RFIs for the estimating team. Structured AI works on the design side, as a second check on a drawing set before sign-off, with findings returned as Bluebeam markups and a Revit add-in that runs checks on model elements.
  • How the AI is described: Struction says everything it produces traces back to the contract documents (sheet, spec section, model element). Structured AI describes QA/QC and code checks cited to sheet and location, drawing set chat and automatic overlays for clash checks.
  • Integrations (vendor statements): Struction's Pro tier lists a BuildingConnected integration and On-Screen Takeoff preset import. Structured AI's integrations page lists Revit, Autodesk Construction Cloud, Procore, Bluebeam, SharePoint, Google Drive, Outlook, Gmail, Word and Excel.
  • Project data: both say they do not train on your project data (Struction on its homepage; Structured AI on its security page).
  • Pricing (checked Oct 27, 2026, Struction page rendered in a headless browser): Struction lists Base $0 (no AI chat), Plus $50 per user per month and Pro $500 per user per month, billed monthly, with memberships mixed on one team and Enterprise through sales for more than 10 users. Structured AI publishes no prices (/pricing returns a not-found page; Book a Demo). See each tool page for detail.
  • Not used here: Structured AI's review-time and field-issue figures and its funding announcement, and Struction's homepage comparisons with other markup tools (vendor claims).

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.

Used either of these? Share your take

Good or bad, an honest review from an estimator, PM or super helps the next team more than another vendor demo. You post under a handle; your email is never shown.

Questions to ask in your review

  • Whether you need help bidding a set (quantities, scopes, gaps) or checking a set before it is issued
  • How each handles your sheet count, revisions and file sources
  • What Structured AI costs, and which Struction membership each person on your team would need
  • 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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