Structured AI

What Structured AI does

Structured AI is an early-stage software company that builds AI agents to automate quality assurance and quality control (QA/QC) on construction documents, serving architecture, engineering, and construction (AEC) firms. The platform applies custom computer vision models, optical character recognition, and multimodal large language models to parse 2D PDF drawings and identify code-compliance errors, cross-discipline clashes, coordination conflicts, and submittal issues that would otherwise require manual review by engineers. Its Document Agents scored 84.7% on the AEC-Bench benchmark across 196 tasks and led every complexity category, including 75.0% on submittal review versus 23.1% for the next-best competitor. Core products include automated QA/QC compliance checks against IBC, ADA, NEC, NFPA, and ASHRAE standards; 2D clash detection across architectural, structural, MEP, and civil disciplines; a Document Chat interface for natural-language queries against drawing sets; a no-code Custom Agent Builder; a native Revit Add-In that queries live BIM geometry; and modules for revision comparison, code browsing, takeoffs, and symbol detection.

The company was founded in 2024 in London by three Oxford University graduates — Raymond Zhao (CEO), Brandon Smith (CTO, formerly Technical Innovation Lead at Syska Hennessy), and Isabel Greenslade — and relocated to New York City in May 2026. Structured AI joined Y Combinator's Fall 2025 batch and closed a $4.2 million seed round in June 2026 led by FCVC with participation from Y Combinator, 20VC, Cherry Ventures, Zero Prime Ventures, Transpose Platform, and Sequoia Scout, bringing total funding to approximately $5 million. Named enterprise customers include Syska Hennessy Group, Auld & White Constructors, GPD Group, 4Creeks, SJB, and Kleinknecht Electric Company.

The business model is enterprise SaaS sold via direct sales with custom pricing, typically structured as annual subscriptions billed per seat or per project volume following a demo-to-pilot conversion cycle. Distribution is workflow-embedded through integrations with Autodesk Revit, Autodesk Construction Cloud, Procore, Bluebeam, and Microsoft and Google productivity suites, with detected issues pushed directly as RFIs or observations into project management platforms. The company holds SOC 2 Type 2 certification and supports on-premise deployment for enterprise security requirements. Public agencies such as the NYC School Construction Authority represent an emerging vertical beyond private AEC firms.

Name

Structured AI

Legal name

Structured AI

Website

https://getstructured.ai

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

11–50 employees

Short description

Structured AI builds AI agents that automate QA/QC review of construction drawings for architecture, engineering, and construction firms, using computer vision and multimodal LLMs to detect code violations and cross-discipline clashes directly from 2D PDFs.

Ownership category

akta.pro rank

Product category

Construction Document Review Software

NAICS

Software Publishers (5132), Software Publishers (513210)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

akta.pro secondary industries

Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies) (HDAEANAE), Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL), AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA)

Keywords

• Construction drawing review
• Automated QA/QC
• Code compliance checking
• Clash detection software
• Construction document analysis

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

1. SaaS Subscription: Cloud-based SaaS platform with annual subscription pricing. Revenue generated through software licensing for AI-powered drawing review, QA/QC checks, and compliance verification services. Enterprise clients are billed per seat or per project volume.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels7 records

Core offering

Structured AI provides a cloud-based SaaS platform that uses AI agents to perform automated QA/QC, code compliance checking, and 2D clash detection directly on construction drawing PDFs. The platform is targeted at architecture, engineering, and construction (AEC) firms and operates without requiring BIM models, integrating with tools such as Revit, Bluebeam, Procore, and Autodesk Construction Cloud.

Product overview

Structured AI offers a unified AI-powered quality assurance platform for the construction industry, centered on automated drawing review and QA/QC workflows. The core platform operates directly on 2D PDF construction documents without requiring BIM models. Key products include: QA/QC Compliance Checks (automated compliance checking against codes), Document Chat (conversational querying of drawing sets), Custom Checks (self-service agent building in plain English), Clash Detection (AI-powered 2D cross-discipline conflict identification), and a Revit Add-In (direct BIM model querying). Supporting modules include Version Comparison, Control Comparison, Code and Compliance Browser, Annotations, Takeoffs, Scale Measurement, Symbol Detection, Cross-References, and Issue Access. The Document Agents technology powers the platform, achieving 84.7% on the AEC-Bench benchmark. The platform integrates with Autodesk Revit, Procore, Autodesk Construction Cloud, Bluebeam, Microsoft Office, Google Drive, SharePoint, Gmail, and Outlook.

Differentiator

Problem solved

Functional benefit

Products and services

• Construction AI QA/QC Platform (Document Agents) Unified AI-powered quality assurance SaaS platform for the construction industry that performs automated drawing review, code compliance verification, and cross-discipline clash detection directly on 2D PDF construction documents. Built for enterprise AEC firms and powered by Document Agents that scored 84.7% on the AEC-Bench benchmark.

Quantifiable outcome

• 30% of design engineer time reclaimed from repetitive QA/QC tasks
• +4 more outcomes

Named customers6 records

Segments7 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration10 records

AI capability9 records

Feature8 records

Partnerships

Four partnerships are on record, tiered major and core.

• Syska Hennessy GroupmajorTechnology or IntegrationFeatured customer and named in press coverage of $4.2M seed round. CTO Robert Ioanna quoted: 'Top 1% of professionals I've worked with, their AI solutions and proactive communication have transformed our Innovation Program.' Company featured in ENR coverage alongside Syska partnership.
• Autodesk (Revit, Construction Cloud)coreTechnology or IntegrationDeep integration partnership. Revit Add-in provides direct BIM model querying for QA/QC. Autodesk Construction Cloud integration connects drawing analysis to project management workflows.
• ProcoremajorTechnology or IntegrationIntegration with Procore construction management platform. Detected issues push directly as RFIs or observations into Procore project management.
• BluebeammajorTechnology or IntegrationIntegration with Bluebeam PDF markup and collaboration tools used extensively in AEC for document review.

Scale indicators6 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Document Crunch: Document Crunch uses AI to review construction contracts and project documents for risk and compliance. Comparable as an emerging AI document-review platform serving AEC firms with adjacent document workflows.
• Togal.AI: Togal.AI applies computer vision and LLMs to construction drawings to automate quantity takeoff and estimating from 2D plans. Directly comparable in drawing-AI capability and AEC customer base, though focused on pre-construction estimating rather than QA/QC.
• Avvir: Avvir provides AI-driven QA/QC and progress monitoring for BIM and construction projects, including clash detection and model-versus-built inspection. Directly overlaps with Structured AI's drawing QA/QC function, particularly for firms operating in BIM-centric workflows.

Broad incumbents

• Autodesk (Construction Cloud & Revit): Autodesk operates Revit, Autodesk Construction Cloud, and an expanding Autodesk AI initiative targeting AEC document review and QA. Sits both as integration partner and broadest incumbent competitor with deeply installed AEC software footprint.
• Procore: Procore is the dominant construction management platform and an integration partner for Structured AI. As Procore expands Procore AI capabilities into document review and RFIs, it shifts from channel partner to adjacent competitor.
• Bluebeam: Bluebeam (now part of Nemetschek) provides the de facto PDF markup and review tooling across AEC firms and is an integration partner. Its Studio and Markup tools embed review workflows, positioning it as a potential adjacent competitor as it layers in AI.
• Bentley Systems: Bentley Systems provides infrastructure engineering and construction software (OpenUtilities, SYNCHRO, ProjectWise) and is investing in AI for asset and design review. Broad incumbent in the same AEC software category, particularly for civil and infrastructure projects.

Emerging players

• OpenSpace: OpenSpace provides AI-powered reality capture and field tracking for construction sites, with automated progress and issue detection. Emerging AEC AI peer that competes for the same enterprise customer's 'AI for construction' budget.
• Buildots: Buildots applies computer vision to site-capture imagery for automated progress tracking and deviation detection on construction projects. Emerging player in construction AI with overlapping customer base but different primary modality (imagery vs. 2D PDF drawings).
• Arcol: Arcol (formerly Archetype) builds AI tools for architectural and engineering design automation, including building code checks and drawing generation. Emerging player targeting similar AEC practitioners with adjacent AI-driven design review capabilities.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks5 records

Key highlights7 records

Customer concentration

• Xx.com/getstructuredai
• LinkedInlinkedin.com/company/getstructured-ai

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds2 records

Investors9 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Structured AI