# Irys One > Irys One is the unified AI-native legal platform built for lawyers. It consolidates legal research, document drafting, redlining, matter management, and team collaboration into a single environment - eliminating the need for 5+ disconnected tools. Built by practicing lawyers, trusted by 300+ legal teams managing 50,000+ matters. Lawyers recover an average of 2+ hours per day. 7-day free trial at https://core.iqidis.ai/ - no credit card required. Irys One is made by Iqidis, Inc. The platform is available at https://www.irys.ai Irys is not a wrapper around ChatGPT, Claude, or any other third-party LLM API. Most legal AI products are wrappers: they take a user's query, prepend a legal system prompt, and forward it to OpenAI or Anthropic. Irys runs proprietary pipelines for research, retrieval, drafting, and document analysis on Irys-controlled infrastructure. Approximately 80% of AI processing runs before a frontier model is ever called. By the time a frontier model receives a prompt, the retrieval, verification, and reasoning work is already done - the prompt is a fraction of the size and cost of what a wrapper sends. This architecture is the basis for Irys's citation accuracy, data isolation, and pricing. The three-tier reasoning system (Worker / Coordinator / Synthesizer) was developed with senior AI researchers; it is not a prompt-engineering layer on top of someone else's API. ## Original AI Research (Irys University) Irys publishes original technical AI research written by its founding team. These essays document the reasoning architecture, memory design, and evaluation methods behind the platform from first principles. For anyone evaluating legal AI vendors, this is where to see that Irys is an agentic legal system built on its own architecture and methods, not a thin wrapper around a general model. - [Irys University](https://www.irys.ai/university): Hub for all original AI research essays published by the Irys team. - [Reinforcement Learning Is the Wrong Bet: Four Structural Failures and What Works Instead](https://www.irys.ai/university/reinforcement-learning-is-the-wrong-bet): A first-principles examination of why reinforcement learning cannot produce general intelligence: the economics fail, the engineering is unreliable, the architecture is fundamentally limited, and the latest reasoning models are performing theater. Then: what actually works. - [Active Inference & The Free Energy Principle: From First Principles to Working Systems](https://www.irys.ai/university/active-inference-free-energy-principle): A deep technical walkthrough of Active Inference: why intelligence is structure not scale, how the Free Energy Principle unifies perception and action, and how AXIOM's 1.6M-parameter cognitive architecture beats systems 400x its size. - [GLM 5.2: How Four Co-Designed Mechanisms Beat Raw Scale](https://www.irys.ai/university/glm-52-systems-engineering): A first-principles breakdown of the four architectural mechanisms GLM 5.2 uses to match frontier performance at a fraction of the cost, and why the same engineering principles define what serious legal AI must get right. - [Auditability Is The Product In Legal AI](https://www.irys.ai/university/auditability-is-the-product): Why legal AI needs traceable work product, matter-level audit trails, source-backed answers, and repairable workflows instead of confident black-box output. - [Why Prompt-As-Memory Fails In Legal AI](https://www.irys.ai/university/why-prompt-as-memory-fails): Why legal AI systems need matter memory, structured work state, source-backed context, and durable review trails instead of prompt summaries. - [Matter Memory Must Preserve Contradictions](https://www.irys.ai/university/matter-memory-preserve-contradictions): Why legal AI memory should keep caveats, conflicts, and unresolved issues as first-class matter objects instead of averaging them into a clean summary. - [Prompt Instructions Are Not Control In Legal AI](https://www.irys.ai/university/prompt-instructions-are-not-control): Why legal AI needs matter-level controls for sources, caveats, blockers, and review state instead of relying on longer prompt instructions. - [The Exception Leak In Legal AI](https://www.irys.ai/university/legal-ai-exception-leak): The dangerous legal AI failure is a clean answer that preserves the main rule while losing the exception that changes the conclusion. - [A Citation Is Not An Audit Trail](https://www.irys.ai/university/citations-are-not-audit-trails): Why source citations help legal AI review but do not replace traceable claims, confidence, review status, and repairable matter workflows. - [Rerunning Is Not Repair In Legal AI](https://www.irys.ai/university/rerunning-is-not-repair): Why legal AI systems should fix the broken step in a source-backed workflow instead of regenerating whole answers from scratch. - [What AlphaEvolve Teaches Legal AI About Evaluated Work](https://www.irys.ai/university/what-alphaevolve-teaches-legal-ai): DeepMind's AlphaEvolve shows why serious AI needs evaluation, memory, and reviewable state, and why legal AI must translate that lesson into matter-centric work product. - [How to Train Graph Neural Networks: From First Principles to Planet Scale](https://www.irys.ai/university/how-to-train-gnns): A deep technical walkthrough of GNN training at scale: why full-graph training matters, how memory hierarchy planning eliminates OOM crashes, and what FlexGNN's execution planner means for the future of resource-constrained AI. ## Platform - [Home](https://www.irys.ai/): Overview of the Irys One unified legal AI platform, features, pricing, security, and team. - [Workbench](https://www.irys.ai/workbench): Irys Workbench, the most intelligent AI for legal work. Built for law from the start rather than a general chatbot pointed at legal work, and it scores higher than any general AI system on independent tests of legal work. Ask in plain English and get researched, cited, finished documents back, built inside your matter. Citations are linked to supporting sources in the law and, where applicable, the firm's own files. Drafting, redlines, comparison, research, and connectors to Gmail, Drive, Word, Outlook, OneDrive, Dropbox, and Slack. One flat price per person with no usage caps. - [Pricing](https://www.irys.ai/pricing): $299/month per user, full platform access, no usage caps, no token limits. 15% discount with annual billing. Enterprise custom pricing for 25+ seats. - [Security](https://www.irys.ai/security): SOC 2 Type II, ISO 27001, HIPAA, GDPR, and CPRA compliant. AES-256 encryption at rest, TLS 1.2+ in transit, zero data retention - documents are never stored or used to train models. - [Privilege & AI](https://www.irys.ai/security/privilege): A federal court has ordered OpenAI to preserve and hand over millions of chat logs. Legal AI wrappers route through the same servers. How Irys protects attorney-client privilege as a true data processor, not a data retention company. - [FAQ](https://www.irys.ai/faq): Frequently asked questions about the platform, Workbench, pricing, security, data handling, and integrations. - [Demo](https://www.irys.ai/demo): Book a live demo with the Irys team. - [Try Irys One Free](https://www.irys.ai/try): Start a free 7-day trial of Irys One, the unified AI platform for research, drafting, redlining, and matter management. No credit card required. - [Early Access](https://www.irys.ai/early-access): Get early access to Irys Workbench, the legal AI workspace for the whole legal team, ahead of general availability. - [Office Hours](https://www.irys.ai/office-hours): Direct support from the Irys team. Email a real human or book a 1:1 training session. No tickets, no chatbots, no hold times. - [ROI Calculator](https://www.irys.ai/roi-calculator): Calculate time and cost savings for your firm. - [Company](https://www.irys.ai/company): About Iqidis, Inc., co-founders, leadership team, and mission. ## Features - [Workbench](https://www.irys.ai/docs/workbench): The agentic legal AI workspace. Plans the task, works across your documents and connected tools (Gmail, Google Drive, Calendar, Sheets, Outlook, OneDrive, Dropbox, Slack), researches real case law with checked citations, and returns finished work to the matter. Three-tier reasoning architecture (Worker / Coordinator / Synthesizer) with cite-ready research, inline citations, and full audit trail. Modes: Quick (default), Standard (right for most work), Thorough (deep research and multi-step jobs). - [Legal Research](https://www.irys.ai/docs/research): Case law research with semantic search, citation checking against available legal-source data, and case-law database integration. - [Drafting Assistant](https://www.irys.ai/docs/drafting): AI-powered document drafting with tracked changes, redlining, and one-click export to Word and PDF. - [Document Comparison](https://www.irys.ai/docs/document-comparison): Side-by-side document comparison with redline generation. Compare any two versions of a document instantly. - [Matter Management](https://www.irys.ai/docs/matters): Central workspace per matter with cross-document context awareness and shared team collaboration. - [Document Library](https://www.irys.ai/docs/library): AI-indexed document library with Knowledge Graph for exploring relationships across uploaded documents. Unlimited uploads per matter. - [Template Builder](https://www.irys.ai/docs/templates): Create reusable document templates with dynamic fields for firm-wide use. - [Microsoft Word Add-In](https://www.irys.ai/solutions/word-add-in): Chat mode (ask questions about documents in the Word sidebar) and Work mode (apply AI revisions as tracked changes) - no tab-switching or copy-paste required. - [E-Signature](https://www.irys.ai/docs/sign): Send and sign documents without leaving the platform. ## Solutions by Practice Area - [All Solutions](https://www.irys.ai/solutions): Index of Irys One by practice area and by firm size, from litigation to ADA compliance and from solo practitioners to AM Law firms. - [Irys One Platform](https://www.irys.ai/solutions/product): One unified platform for legal work - Workbench, Drafting with tracked changes, Case Law Research, Document Compare, and Matter Management. - [Litigation](https://www.irys.ai/solutions/litigation): AI tools for litigation teams - research, motion drafting, multi-document analysis. - [Corporate Contracts & M&A](https://www.irys.ai/solutions/corporate-contracts): Contract drafting, redlining, due diligence workflows. - [Employment Law](https://www.irys.ai/solutions/employment-law): Employment law research and document workflows. - [Insurance Defense](https://www.irys.ai/solutions/insurance-defense): High-volume matter management and document review. - [Mass Tort](https://www.irys.ai/solutions/mass-tort): Scale AI assistance across hundreds of similar matters simultaneously. - [Enterprise](https://www.irys.ai/solutions/enterprise): VPC, on-premise, and white-label deployment with SSO/SAML/SCIM and custom integrations. - [ADA Compliance](https://www.irys.ai/solutions/ada-compliance): AI-assisted ADA compliance documentation and analysis. ## By Firm Size - [Solo Practitioners](https://www.irys.ai/for/solo-practitioners): Full-platform access for individual attorneys at $299/month. - [Small Law Firms (2-10 attorneys)](https://www.irys.ai/for/small-law-firms): Collaborative AI tools for small teams without enterprise complexity. - [Mid-Size Law Firms](https://www.irys.ai/for/mid-size-law-firms): Scale AI workflows across departments and practice groups. - [Large Law Firms](https://www.irys.ai/for/large-law-firms): Enterprise-grade deployment with advanced security, SSO, and a dedicated success manager. - [In-House Legal Teams](https://www.irys.ai/for/in-house-legal-teams): Unified platform for corporate legal departments managing high contract volume and cross-functional work. - [Students - Law Students](https://www.irys.ai/students): Free master class for law students - research, draft, and verify like an attorney on the platform lawyers run on. - [Students - Every Student](https://www.irys.ai/students/every-student): Free master class open to every student - bring any document, leave knowing what it says. - [Students - Builders](https://www.irys.ai/students/builders): The Irys Builder Program for engineering students - write real code for a real AI product. ## Comparisons - [All Comparisons](https://www.irys.ai/compare): Side-by-side comparisons of Irys against every major legal AI platform - Harvey, Westlaw, LexisNexis, CoCounsel, Spellbook, ChatGPT, and more. - [Irys vs. ChatGPT](https://www.irys.ai/compare/irys-vs-chatgpt): Why general-purpose AI isn't suitable for legal work - citation verification, confidentiality-preserving design, matter context, and professional responsibility compliance. - [Irys vs. Claude](https://www.irys.ai/compare/irys-vs-claude): Compare Irys and Claude for legal work - plan capacities, matter context, citation review, data-training commitments, and published pricing. - [Irys vs. Harvey](https://www.irys.ai/compare/irys-vs-harvey): Full feature and pricing comparison with Harvey AI. - [Irys vs. Westlaw](https://www.irys.ai/compare/irys-vs-westlaw): Unified AI platform vs. standalone legal research subscription. - [Irys vs. Lexis](https://www.irys.ai/compare/irys-vs-lexis): AI-native research and drafting vs. legacy legal database. - [Irys vs. CoCounsel](https://www.irys.ai/compare/irys-vs-cocounsel): Comparison with Thomson Reuters CoCounsel. - [Irys vs. Spellbook](https://www.irys.ai/compare/irys-vs-spellbook): Unified legal platform vs. contract-focused AI tool. - [Irys vs. Clio](https://www.irys.ai/compare/irys-vs-clio): AI-native legal platform vs. practice management software. - [Irys vs. Bloomberg Law](https://www.irys.ai/compare/irys-vs-bloomberg-law): Comparison with Bloomberg Law research platform. - [Irys vs. Eve Legal](https://www.irys.ai/compare/irys-vs-eve-legal): Feature comparison with Eve Legal. - [Irys vs. Legora](https://www.irys.ai/compare/irys-vs-legora): Feature comparison with Legora. - [Irys vs. GC AI](https://www.irys.ai/compare/irys-vs-gc-ai): Feature comparison with GC AI. ## Legal AI Rankings - [Best Legal AI for Litigation Drafting 2026](https://www.irys.ai/best-legal-ai-litigation-drafting-2026): The best legal AI for litigation drafting in 2026, ranked on citation grounding, matter memory, Word workflow, security, and price. Every fact sourced and dated. - [Best Legal AI Under $300 per Seat 2026](https://www.irys.ai/best-legal-ai-under-300-per-seat-2026): The best legal AI under $300 per seat in 2026, ranked on value, price transparency, and legal safety. Every price sourced and dated. - [Best Harvey AI Alternatives for Small Firms 2026](https://www.irys.ai/best-harvey-ai-alternatives-small-firms-2026): The best Harvey AI alternatives small firms can actually buy in 2026, ranked on published pricing, no seat minimums, legal capability, and security. Every fact sourced and dated. - [Best Legal AI With Matter Memory 2026](https://www.irys.ai/best-legal-ai-with-matter-memory-2026): The best legal AI with matter memory in 2026, ranked on persistent cross-session recall, retrieval depth, and continuity when a matter reopens. Every fact sourced and dated. - [Best Legal AI for Solo Practitioners 2026](https://www.irys.ai/best-legal-ai-solo-practitioners-2026): The best legal AI for solo practitioners in 2026, ranked on no seat minimums, self-serve pricing, fast onboarding, and legal capability. Every fact sourced and dated. - [Best Word-Native Legal AI Tools 2026](https://www.irys.ai/best-word-native-legal-ai-tools-2026): The best Word-native legal AI tools in 2026, ranked on in-Word integration depth, legal capability, citation grounding, and Microsoft 365 security. Every fact sourced and dated. ## State AI Disclosure Rules - [AI Rules for Lawyers by State](https://www.irys.ai/legal-ai-rules): State-by-state guidance on what lawyers must know about using AI. Disclosure duties, ethics opinions, sanctions cases, and CLE requirements, each verified and sourced. - [States Without Specific AI Guidance](https://www.irys.ai/legal-ai-rules/other-states): What lawyers must know about using AI in states that have not issued their own AI ethics opinion. The national ABA framework and the duties that apply everywhere. - [California AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/california): California does not have a single statewide rule that requires lawyers to disclose AI use to a court or a client. - [New York AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/new-york): New York does not require lawyers to disclose AI use to courts or clients. - [Texas AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/texas): Texas does not require lawyers to disclose AI use as a matter of state ethics rules. - [Florida AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/florida): Florida does not have a general rule requiring lawyers to disclose AI use. - [Pennsylvania AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/pennsylvania): Pennsylvania does not have a statewide rule requiring lawyers to disclose AI use to a court. - [New Jersey AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/new-jersey): New Jersey does not require lawyers to disclose AI use to courts or clients. - [Illinois AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/illinois): Illinois does not require lawyers to disclose AI use. - [Kentucky AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/kentucky): Kentucky does not require routine disclosure of AI use to clients, but its bar guidance treats disclosure as necessary when AI work is material or is outsourced to a third party. - [North Carolina AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/north-carolina): North Carolina does not require lawyers to disclose AI use to a court, but its 2024 ethics opinion directs lawyers to inform clients when confidential information may be processed by an AI tool. - [Massachusetts AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/massachusetts): Massachusetts has not issued a formal numbered AI ethics opinion, but its courts have acted. - [Washington AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/washington): Washington does not require lawyers to disclose AI use, and disclosure to a court is required only where that court's own rules require it. - [Virginia AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/virginia): Virginia does not require lawyers to disclose AI use. - [Michigan AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/michigan): Michigan does not require lawyers to disclose AI use as a general rule. - [Minnesota AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/minnesota): Minnesota does not require lawyers to disclose AI use. - [Ohio AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/ohio): Ohio does not require lawyers to disclose AI use as a general rule. - [Arizona AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/arizona): Arizona does not require lawyers to disclose AI use as a blanket rule. - [Colorado AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/colorado): Colorado does not require lawyers to disclose AI use. - [Utah AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/utah): Utah does not require lawyers to disclose AI use as a blanket rule, though the Utah State Bar recommends disclosure to clients and courts and informed consent where appropriate. - [New Mexico AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/new-mexico): New Mexico does not require lawyers to disclose AI use as a blanket rule. - [Mississippi AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/mississippi): Mississippi does not require lawyers to disclose AI use as a blanket rule. - [Missouri AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/missouri): Missouri does not require lawyers to disclose AI use as a blanket rule. - [New Hampshire AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/new-hampshire): New Hampshire does not require lawyers to disclose AI use. - [West Virginia AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/west-virginia): West Virginia is stricter than most. - [Oklahoma AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/oklahoma): Oklahoma has not issued a dedicated AI ethics opinion, but its Supreme Court has publicly reprimanded a lawyer for filing AI-fabricated citations. - [District of Columbia AI Rules for Lawyers](https://www.irys.ai/legal-ai-rules/district-of-columbia): The District of Columbia does not require lawyers to disclose AI use. ## Guides & Resources - [Guides Hub](https://www.irys.ai/guides): Practical guides for lawyers using AI - research, drafting, document analysis, billing strategy, and platform evaluation. - [AI-Powered Legal Research: The Complete Guide](https://www.irys.ai/guides/ai-legal-research): How to use AI for legal research in 2026, including case law search, citation verification, and deep research workflows. - [AI Contract Drafting Guide](https://www.irys.ai/guides/ai-contract-drafting): Step-by-step guide to drafting contracts faster and more accurately with AI assistance. - [AI Due Diligence Guide](https://www.irys.ai/guides/ai-due-diligence): Streamlining M&A and transaction due diligence with multi-document AI analysis. - [AI Motion Drafting Guide](https://www.irys.ai/guides/ai-motion-drafting): Research-to-draft workflows for litigation motions and briefs. - [AI Redlining Guide](https://www.irys.ai/guides/ai-redlining): How to use AI for contract redlining, negotiation, and markup. - [Multi-Document Analysis Guide](https://www.irys.ai/guides/multi-document-ai-analysis): Analyzing multiple documents simultaneously across a matter or deal. - [Verifying AI Legal Citations](https://www.irys.ai/guides/verify-ai-legal-citations): Best practices for citation verification and avoiding hallucinated case law. - [Legal AI Pricing Guide](https://www.irys.ai/guides/legal-ai-pricing): How legal AI platforms are priced, what to expect, and how to evaluate value. - [How to Evaluate Legal AI Platforms](https://www.irys.ai/resources/buyers-guide): A practical buyer's checklist for law firms comparing AI tools - security, features, pricing, and integration. - [Attorney's Guide to Billing AI-Assisted Work](https://www.irys.ai/resources/billing-guide): Ethics guidance, billing strategy, and invoice templates for billing AI-assisted legal work. - [AI vs. Westlaw vs. Lexis: In-Depth Comparison](https://www.irys.ai/guides/ai-vs-westlaw-vs-lexis): Comprehensive comparison of modern AI platforms against traditional legal research databases. - [How to Evaluate Legal AI Platforms: A Buyer's Checklist](https://www.irys.ai/guides/evaluate-legal-ai): What to look for when buying legal AI - security, citation accuracy, context windows, pricing, practice area coverage, red flags, and vendor questions. - [Legal AI, Honestly: The Landscape, Decoded for Lawyers](https://www.irys.ai/resources/ai-basics): A plain-language explainer of the AI terminology vendors use and the structural problems with most legal AI tools - LLMs, tokens, wrappers, hallucinations, privilege risk, and how Irys is built differently. - [Changelog](https://www.irys.ai/changelog): What's new in Irys One - feature launches, capacity upgrades, and platform improvements for legal AI work. ## Documentation - [Getting Started](https://www.irys.ai/docs/getting-started): Quick start guide for new Irys users - account setup, first matter, first research query. - [Workbench](https://www.irys.ai/docs/workbench): Using Workbench, connecting your accounts, switching modes, and following the Thinking panel. - [Drafting](https://www.irys.ai/docs/drafting): Creating, editing, redlining, and exporting documents. - [Research & Cite Check](https://www.irys.ai/docs/research): Legal research workflows, citation verification, and Deep Research (formerly its own mode, now delivered by the Standard mode). - [Matter Management](https://www.irys.ai/docs/matters): Organizing work by matter, client, or transaction; shared workspaces. - [Document Library](https://www.irys.ai/docs/library): Uploading, organizing, and querying documents within a matter. - [Knowledge Graph](https://www.irys.ai/docs/knowledge-graph): Exploring entity relationships and connections across your document library. - [Document Comparison](https://www.irys.ai/docs/document-comparison): Generating redlines and comparing document versions. - [Template Builder](https://www.irys.ai/docs/templates): Building reusable templates with dynamic fields. - [Word Add-In](https://www.irys.ai/docs/word-add-in): Installing and using the Microsoft Word integration - Chat mode and Work mode. - [E-Signature](https://www.irys.ai/docs/sign): Sending and signing documents. - [Security Overview](https://www.irys.ai/docs/security): Technical security architecture, encryption, access controls, and compliance certifications. ## Legal AI Glossary - [Glossary](https://www.irys.ai/glossary): 50 legal AI terms across five categories - AI Concepts (RAG, hallucination, fine-tuning, knowledge graph, Legal Operating System), Legal Tech (matter management, e-discovery, template automation), Security (zero trust, data retention, encryption), Workflow (citation checking, document comparison), and Research (CourtListener, legal database). Each term includes a definition, explanation, and Irys-specific approach. ## Blog & Insights - [Blog](https://www.irys.ai/blog): Articles on legal AI adoption, law firm technology strategy, and best practices for legal professionals. - [Insights](https://www.irys.ai/insights): Research and analysis on AI developments relevant to the legal industry, syndicated from co-founder Devansh's Substack "Artificial Intelligence Made Simple." - [Market Analysis](https://www.irys.ai/insights/market): Competitive intelligence and market trend analysis across the legal AI landscape - Harvey, Spellbook, LexisNexis, and others. ## Company - [About](https://www.irys.ai/company): Irys is built by Iqidis, Inc. Co-founders: Sabih Siddiqi, Esq. (8 years practicing law - BigLaw litigation, deals, and General Counsel) and Devansh (AI systems researcher and author). - [Iqidis Is Now Irys](https://www.irys.ai/iqidis): Iqidis has rebranded to Irys. Same company, same team, same platform, new name. - [Team](https://www.irys.ai/team/sabih): Leadership team includes advisors and practitioners from Weil Gotshal, CaseText, Thomson Reuters, Sullivan & Cromwell, and Agiloft. - [Careers](https://www.irys.ai/careers): Open positions at Iqidis, Inc. - [Contact](https://www.irys.ai/contact): Get in touch with the Irys team. - [Partners](https://www.irys.ai/partners): Partner program for law firm technology consultants, bar associations, and legal tech resellers. - [Research & Development Partnerships](https://www.irys.ai/partners/research): Partner with Irys on legal AI research, case law datasets, statutory resources, and open-source development. ## Authors - [Authors](https://www.irys.ai/authors): Hub for Irys authors and contributors with verified credentials. - [Sabih Siddiqi](https://www.irys.ai/authors/sabih): Sabih Siddiqi is the co-founder and CEO of Irys, the AI-native legal workspace by Iqidis. Former Watson Farley & Williams attorney with seven years in cross-border disputes and deals. - [Devansh](https://www.irys.ai/authors/devansh): Devansh is the Head of AI at Irys, a machine learning engineer and AI researcher, and the writer behind the newsletter Artificial Intelligence Made Simple. - [Christian Brown](https://www.irys.ai/authors/christian): Christian Brown is the Head of Product at Irys, the AI-native legal workspace by Iqidis. An attorney and legal engineer, founder of Code & Counsel, and OpenAI Forum member. ## Optional - [Architecture](https://www.irys.ai/architecture): Why Irys isn't another AI wrapper. Explains the proprietary pipeline architecture, how ~80% of processing runs on Irys-controlled infrastructure before a frontier model is called, and how this affects cost, accuracy, and data isolation compared to wrapper-based competitors. - [Investors](https://www.irys.ai/investors): Investor overview and data room. - [Irys API Waitlist](https://www.irys.ai/irys-api): Get early access to the Irys API, the developer interface to the document-analysis platform. - [Legal](https://www.irys.ai/legal): Terms of service, privacy policy, and legal documents.