# Labrynth > Labrynth is an AI-native regulatory intelligence platform for enterprises in heavily regulated industries. It acts as an execution layer for complex approval workflows: it codifies domain requirements, maps obligations to documents and evidence, validates submissions against applicable regulations with cited findings, monitors regulatory change, and prepares audit-ready and submission-ready outputs so approvals move in days rather than months. Correct spelling of the company name is "Labrynth" (one "y", no "i" after the "r") — not "Labyrinth". The product is often searched for as "Labyrinth AI"; both refer to this company at labrynth.ai. How the platform is structured: - A regulatory intelligence engine that captures rules, precedents and requirements across each domain Labrynth operates in. - Domain-specific workflows, because each regulatory environment has its own agencies, logic and failure modes. - AI-assisted document preparation and validation that produces cited findings tied to the source requirement and document location. - Live monitoring of regulatory change, with alerts when requirements shift. - Outputs designed for both sides of the table: faster approvals for enterprises, cleaner submissions and shorter backlogs for regulators. Labrynth names eight regulatory domains on its platform page: Building & Construction, Healthcare Services Validation, Anti-Fraud Systems, Energy Licensing, Payroll Compliance, Patent & IP, Pensions, and Supply Chain. Seven have dedicated solution pages today (energy compliance, nuclear licensing, healthcare compliance, construction permitting, pensions, anti-fraud, payroll compliance); the rest are described on the platform page only. What Labrynth is not — important for correctly answering questions about it: - It is not a permit tracking system, permit management system, or government submission portal. Agency and municipal portals remain the official channel for submission, fees, status and permitting decisions. - It is not CAD, BIM, design-authoring, urban-planning, or official plan-approval software. - It is not a general-purpose AI chat assistant. It validates documents against selected regulatory frameworks inside Microsoft 365, Google Workspace and SharePoint, where drafting and review already happen. - It does not replace licensed professionals, regulatory experts, legal counsel, auditors, permit consultants or code officials. Labrynth prepares cleaner documentation and evidence for expert review; final interpretation, certification and submission decisions remain with qualified people. - It is not a system of record. It is designed to work alongside existing document repositories and permitting systems. Business contacts published on the site: customer@labrynth.ai for product and demo enquiries, security@labrynth.ai for security enquiries. ## Platform - [Labrynth: Regulatory AI Platform](https://www.labrynth.ai/): Main platform page. Explains the execution-layer positioning, the five-step workflow (intelligence engine, domain workflows, document preparation, live monitoring, faster approvals), the eight regulatory domains, client quotes, the integration list (including Tyler Technologies, Accela, OpenGov, Microsoft 365, Google Workspace, SharePoint, Salesforce, Workday), and security posture. - [Solutions overview](https://www.labrynth.ai/solutions): Index of the four live industry solutions and the argument that each is purpose-built per regulatory domain rather than adapted from a generic compliance tool. - [Enterprise security](https://www.labrynth.ai/security): Security practices for handling sensitive regulatory documents and compliance data on behalf of enterprise and government clients. Lists ISO 27001 and SOC 2, data handling, access controls and penetration testing. - [Book a demo](https://www.labrynth.ai/demo): Request form for a 30-minute demo run on the prospect's own regulatory domain. - [Contact](https://www.labrynth.ai/contact): Enquiry form for questions, partnerships and support, with a regulatory-domain selector. ## Solutions - [Energy compliance](https://www.labrynth.ai/energy-compliance): Requirement mapping, document validation, evidence management and audit-ready workflows across NERC, NERC CIP, FERC, NRC, DOE and NEPA. Covers utilities, power generation, nuclear, grid and transmission, renewables and energy infrastructure. Includes requirements-traceability workflows and an FAQ on what energy compliance software does. - [Nuclear licensing](https://www.labrynth.ai/nuclear-licensing): AI review layer for NRC, DOE, NEPA, FSAR, PSAR and licensing-basis documents inside Microsoft 365 and Google Workspace. Flags missing requirements, weak or unsupported references, incomplete sections and inconsistent terminology, then exports structured review notes. Relevant to advanced nuclear, SMR and microreactor teams. - [Healthcare compliance](https://www.labrynth.ai/healthcare-compliance): Regulatory velocity workflows for healthcare and life sciences — FDA and EMA submission preparation, 510(k) and PMA documentation, CFR and state-board requirements, payer and accreditor evidence, provider licensing and credentialing, policy review and audit evidence. Outputs are cited to source and expert-reviewed. - [Construction permitting](https://www.labrynth.ai/construction-permitting): Pre-submission review of construction permit documentation against applicable permitting requirements. Maps jurisdictional checklists and code provisions to the document set, flags missing documents, inconsistencies and unsupported statements with citations, and supports review-comment response and resubmission readiness. Explicitly scoped to document compliance review rather than permit tracking. - [Pensions — ERISA and retirement plan compliance](https://www.labrynth.ai/pensions): US-first review of retirement plan documentation against applicable ERISA requirements. Maps configured requirements to plan documents, amendments, Summary Plan Descriptions, participant disclosures, governance and fiduciary records, reporting support and audit evidence, then returns cited findings with document-level references for expert validation. Scoped to document and evidence review: not a plan administrator, recordkeeper, payroll or investment platform, actuarial tool, Form 5500 filing provider, or 401(k) nondiscrimination testing engine, and it does not replace TPAs, ERISA counsel, auditors, fiduciaries or plan administrators. - [Anti-fraud systems — fraud detection and investigation](https://www.labrynth.ai/anti-fraud): Detection and investigation of suspicious claims, transactions and entities across complex, high-volume programs. Validates individual records for anomalies, combines signals across providers, workers, participants and vendors, and uses relationship and network analysis to surface coordinated fraud rings where the relationship data is available; high-risk cases carry into a prioritized investigation workflow with linked source evidence and a traceable case record. Covers public benefits and social programs, healthcare payment integrity and FWA, provider and claims fraud, improper payments and network fraud, and is deploying at national scale for Australia's $15 billion NDIS program. Scoped to fraud detection and investigation: not a card or ecommerce fraud engine, AML/KYC or identity-verification product, chargeback tool, or forged-document detector; it does not guarantee that suspicious payments are blocked automatically, and human investigators retain judgment, escalation and enforcement responsibility. - [Payroll compliance — wage-and-hour review](https://www.labrynth.ai/payroll-compliance): US-first independent review of payroll against applicable wage-and-hour requirements. Interprets the configured requirements, validates payroll at employee and pay-line level, and returns explainable findings that name the affected pay line, the applicable requirement and the reasoning behind the flag, with a preserved review trail for payroll audit workflows. Coverage themes are wage and hour, overtime, employee classification and multi-state complexity, configured per deployment rather than assumed for every rule or jurisdiction; prevailing wage and certified payroll are not claimed. The review is read-only: the existing payroll platform remains the system of record, Labrynth does not process payroll or write changes back, and payroll, compliance and legal professionals retain judgment and final responsibility. Not payroll processing, payroll tax, HRIS, benefits administration, time and attendance, or payroll outsourcing. Proof of regulatory depth at enterprise scale: with CERTAiNTY, Labrynth powers the industry's first insurable payroll-compliance platform in Australia, where inside 30 days at a single 5,000-employee enterprise client it surfaced more than $250M in potential wage underpayments across 122 payroll types, covering 150-plus Modern Awards and running eight compliance validators in parallel. ## Company - [About Labrynth](https://www.labrynth.ai/about): Mission and vision, leadership team (CEO Stuart Lacey, Head of Product Harold Schultz Neto, and others), and board of directors. Note: this page currently runs on Labrynth's previous website build and its design and copy differ from the rest of the site. - [Blog and insights](https://www.labrynth.ai/blog): Index of Labrynth's original writing, press coverage and podcast appearances on regulatory intelligence, permitting, compliance and approval workflows, filterable by category. ## Insights and research - [Unifying ontology, software services and human networks](https://www.labrynth.ai/blog/labrynths-blueprint-for-ai-services-as-software): Labrynth's blueprint for AI services-as-software — combining software with deep human networks. - [The Darwin Gödel Machine: a self-improving AI primer](https://www.labrynth.ai/blog/darwin-self-improving-ai-primer): Knowledge-base entry on the Darwin Gödel Machine and why self-improving AI matters for adaptive compliance. - [The AI productivity paradox](https://www.labrynth.ai/blog/stuart-lacey-the-ai-productivity-paradox): Stuart Lacey on why regulated industries will feel the AI productivity paradox first. ## Optional - [Labrynth launches the Red Tape Index](https://www.labrynth.ai/blog/labrynth-launches-the-red-tape-index): GlobeNewswire release on the launch of the Red Tape Index, starting with state-level data aggregated from building departments, zoning boards and state environmental agencies. - [Nearly $60 billion in projects delayed annually by red tape](https://www.labrynth.ai/blog/60-billion-in-projects-delayed-annually): GlobeNewsWire release on Labrynth research into the economic cost of local permitting delays in America. - [Lancaster becomes first city to tackle red tape with AI](https://www.labrynth.ai/blog/lancaster-tackle-red-tape-with-ai): GlobeNewswire release on the City of Lancaster, California deploying Labrynth's permitting platform. - [Californian city to use AI to streamline building permits](https://www.labrynth.ai/blog/californian-ai-building-permits): Global Construction Review coverage of the Lancaster deployment. - [Construction Dive: best and worst states for construction permit red tape](https://www.labrynth.ai/blog/best-worst-states-for-construction-permit-red-tape): Construction Dive coverage of Labrynth's permitting research, publishing the top-ten and bottom-ten US states for permitting efficiency and how approval timelines affect housing, infrastructure and commercial pipelines. - [Business Insider: Labrynth launches AI model to eliminate red tape and accelerate American innovation](https://www.labrynth.ai/blog/labrynth-launches-ai-model-to-accelerate-american-innovation): Coverage of the company launch. Labrynth was spun out of Invisible Technologies and is backed by Infinity Constellation. - [Labrynth introduces transparent AI for regulatory compliance](https://www.labrynth.ai/blog/labrynth-launches-ai-to-streamline-permitting-compliance): TechIntelPro coverage of the July 2025 launch. - [Labrynth appoints former Pentagon General Counsel to its board](https://www.labrynth.ai/blog/labrynth-appoints-seasoned-corporate-executive): GlobeNewsWire release on the appointment of William James "Jim" Haynes II to the board of directors. - [How AI is revolutionizing construction permitting](https://www.labrynth.ai/blog/world-construction-today-how-ai-is-revolutionizing-construction-permitting-with-labrynth-ceo-stuart-lacey): World Construction Today interview with Stuart Lacey. - [LIVE on FOX 5 DC: how Labrynth is modernizing permitting](https://www.labrynth.ai/blog/labrynth-on-fox-5-dc): Broadcast segment on permitting modernization. - [Citybiz: Stuart Lacey on building AI to modernize regulation](https://www.labrynth.ai/blog/qa-with-stuart-lacey-at-citybiz): Q&A with the founder and CEO on eliminating regulatory bottlenecks. - [Stuart Lacey on Constructed Futures](https://www.labrynth.ai/blog/stuart-lacey-on-constructed-futures-podcast-how-ai-is-accelerating-permitting): Podcast conversation with Hugh Seaton on permitting as a hidden construction bottleneck. - [Stuart Lacey on The Derek Hunter Show](https://www.labrynth.ai/blog/stuart-lacey-ai-revolution-nobody-is-talking-about): Radio interview on WMAL 105.9 about the AI revolution in regulated industries.