AI and product innovation Archives - VRƵ Institute https://blogs.thomsonreuters.com/en-us/innovation-topics/ai-and-product-innovation/ VRƵ Institute is a blog from VRƵ, the intelligence, technology and human expertise you need to find trusted answers. Tue, 16 Jun 2026 12:59:37 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 The future of indirect tax compliance is touchless /en-us/posts/innovation/the-future-of-indirect-tax-compliance-is-touchless/ Tue, 16 Jun 2026 12:59:37 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=71386 Governments around the world are overhauling how they collect and verify tax. Digital reporting requirements, mandatory e-invoicing, and real-time data submissions are becoming standard practice,not just in Europe, but across Latin America, Asia-Pacific, and beyond. The pace is accelerating.

The European Union’s new package of reforms to theValue-AddedTax in the Digital Age (ViDA),is one such example,representingboth a fundamental compliance change as well as a major technological transformation. July 2030 marks the point when cross-border e-invoicing and digital reporting must be working at scale across all EU member states. However, the pressure on businesses is already here. Many member states have begun introducing e-invoicing mandates, creating a patchwork of national requirements that are different from one another yet all moving towards the same end goal.

For multinational companies, this creates a growing coordination problem. Finance and tax teams must reconcile data from multiple internal systems, interpret rules that vary significantly by country, and meet filing deadlines thatdon’tleave much room for error. A mistakedoesn’tjust mean rework,it can mean audits, penalties, and reputational risk.

Until recently, most teams have managed this through a combination of spreadsheets, manual processes, and hard-won institutional knowledge. That approach is reaching its limits, and the time cost is real. For many finance and tax teams, indirect tax compliance consumes weeks of resource every period, gathering data, chasing exceptions, and reconciling figures across systems under the pressure of immovable deadlines.

The compliance landscape is also changing shape. Real-time reporting through e-invoicing and periodic indirect tax compliance are no longer separate workflows. With agentic AI, they converge bringing together e-invoicing, reconciliations, and compliance preparation into a single, integrated automated workflow, closing the gap that has long been a source of risk and rework.

Where AI fits in

The promise of AI in complianceisn’tto replace human judgment,it’sto remove the volume of repetitive, low-value work that currently consumes most of the time. Pulling data from different systems, checking for inconsistencies, flagging mismatches before they become filing errors: these are tasks thatdon’trequireexpertiseto execute, but consume the time of people who have it. The shorthand for what that looks like in practice is touchless compliance,a process that moveslargely onits own, with human attention focused on review and exceptions rather than data wrangling.That capability is powered by CoCounsel, VRƵ AI technology that has already surpassed one million professionalsworldwide, andnow brought to the complexity of global indirect tax compliance.

ONESOURCE Indirect Compliance powered by CoCounsel is built around that ideaand isgenerally availablestarting July 3.Itcan importdatafrom any company’s financial system,transactionalrecords, and where available, drafts provided by tax authorities themselves. It alsoworks toidentifyand resolve issues before deadlines arrive. Rather than a scramble at period-end, the goal is a steady, auditable process that reaches a review-ready state with time to spare.


“Getting new countries on board could take weeks, sometimes months. Having ONESOURCE Indirect Compliance powered by CoCounsel will help us identify changes to mappings, guide us through configuration, and streamline the whole process. These changes will genuinely be transformative for a global operation like ours.”

— Kevin Escott,Executive Director, Corporate Functions Technology, JLL


Trust is the harder problem

Automating compliance is technically achievable. The harder challenge is making automation that practitioners actually trust, especially when their name is on the filing. ONESOURCE Indirect Compliance powered by CoCounsel is built to meet that standard because it incorporates Fiduciary-Grade AI™, where itsoutputs are transparent, verifiable, and defensible in high-stakes environments.Touchless compliance is only valuable if the trail it leaves behind isoneyou’dbe comfortable defending.

What comes next

Digital tax reporting requirements are still in its early stages globally. The countries that have moved fastest (for example: Brazil, Poland, and France) are being watched closely by others. More government mandates are coming, and the window for manual workarounds is narrowing.

The organizations best positioned forwhat’sahead are the ones building structured, auditable compliance processes now–before the next wave of requirements lands.

Visit our websitefor more informationon ONESOURCE Indirect Compliance powered by CoCounsel.

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May’s CoCounsel Legal Releases /en-us/posts/innovation/mays-cocounsel-legal-releases/ Mon, 08 Jun 2026 21:10:10 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=71272 May continues the momentum across CoCounsel Legal, with releases that bring more agentic capability,andfurtherproductivity,intoalawyer’sworkflow.Together, these innovationsdemonstrateour commitment to agentic AI rooted in deep legalexpertise,leveragingyour data and workflows to elevate the way modern legal teams work.

Agentic AI, Grounded in Expertise

Earlier in April we announced the next generation ofCoCounsel Legalwhichmany customers arenowusing inBeta.Built on AnthropicAgentSDK, thenext generation of CoCounsel Legal is a fully customizable agentic AI platform that allows law firms and legal departments to connect their own data, configure their own workflows, and build AI capabilities that reflect how their organization actually practices law,all grounded in Westlaw and Practical Law, with every citation traceable and every output built to withstand professional scrutiny.

We are excited to put the next generation of CoCounsel Legal in the hands of more customers as the year progresses!

Web Search

CoCounsel’snew Web Search feature brings agentic web search summaries and Q&A directly into the platform, helping users quickly find nonlegal background, client context, regulatory shifts, and industry trends without ever leaving their workflow. In the U.S., results from expert-vetted, VRƵ-curated trusted sources are surfaced and prioritized first, so lawyers always know the weight of whatthey’rereading. For users in the UK, Australia, and Canada, every result includes direct source links for easy verification, keeping lawyers in control whileeliminatingthe friction of tab-switching. Customers can move seamlessly from web research into drafting, litigation prep, due diligence, or transaction work — all in one place. Just type @web to get started.

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Patent Claim Eligibility Analyzer

Patent Claim Eligibility Analyzer is a first-of-its-kindcustomerco-developmentproject with Sterne Kessler. The Patent Claim Eligibility Analyzer delivers structured, consistent results inapproximately 3–4 minutes — replacing what previouslyrequiredextensive, time-consuming manual prompting back and forth inside standard CoCounsel.

Read more here:Expertise Meets AI: Sterne Kessler and VRƵ Set New Standard for Patent Law – VRƵ Institute

Internal Investigation Workflow

The new CoCounsel Internal Investigations workflow is a guided, AI-powered experience that helps legal, compliance, and HR teams in the U.S.conduct investigations in a structured, consistent, and defensible manner. Froman initialintake prompt, the workflow assesses the incident, analyzes supporting evidence such as emails, chat transcripts, and documents,identifieskey facts, allegations, and potential policy violations, and generates a structured, editable preliminary investigation report. It accelerates time to insight, improves the consistency and defensibility of outputs, and reduces reliance on outside counsel for early-stage work.


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Practical Law Deep Research in CoCounsel

Practical Law Deep Research is now available directly inside the CoCounsel web application for U.S. users. Lawyers can access the full Practical Law Deep Research capability — planning research steps, retrieving the most relevant guidance and templates, and producing a clear, supported research report — without leaving CoCounsel. Search & Summarize remains available on the Practical Law platform for users who prefer that experience.

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Litigation Document Analyzer: Arguments and Counterarguments

Litigation Document Analyzer in Canada now uses generative AI to summarize the document, analyze the arguments presented, and generate plausible counterarguments. It also surfaces relevant case law to support those counterarguments, helping usersanticipateopposing positions. With these new insights, users can make targeted improvements to their litigation documents and approach their matter feeling even more prepared.

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Westlaw Deep Research inSupio

Joint subscribers ofSupioand Westlaw Advantage in the US can now jumpstart legal research directly insideSupio. After asking a legal research question, attorneys receive a structured, citation-backed report grounded in Westlaw content and powered by agentic AI — carrying VRƵexpertisedirectly into the workflow. Lawyers can go from case facts to relevant authority faster,validatepositions earlier, and move forward with more confidence.


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Capabilities Rooted in Your Own Knowledge and Workflows

Import Your Complex Playbook into CoCounsel for Microsoft Word

A firm’s playbook already exists, often spanning hundreds of pages developed over months of work. Now, U.S. customers no longer need to rebuild it from the ground up. Instead of recreating aplaybook clause byclause through manual copy and paste, firms can import their existing playbook directly into CoCounsel for Microsoft Word.

By uploading their document, CoCounsel intelligently reads and structures the content—preserving preferred clauses, negotiation guidance, escalation pathways, scenario guidance, fallback clauses, and tabular content as-is. The result is the elimination of manual, error-prone work, allowing the firm’s institutional knowledge to be operational in minutes.

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Built for How You Work

DeepJudge Search Integration

JointDeepJudgeand CoCounsel Legal subscribers can now bring their firm’s full intelligence layer into the same workflow as CoCounsel Legal’s research, drafting, and analysis tools. Whether an attorney is on the CoCounsel website, in Westlaw, or in Practical Law, they can openDeepJudge’snative search inside the CoCounsel chat, locate the most relevant firm documents, and bring them straight into their workflow — while existing user permissions and ethical walls carry through unchanged. The result is less context switching, faster time to first draft, and higher-confidence outputs grounded in proven firm work product.

Concise Answers on Westlaw Advantage and Practical Law (UK)

Deep Research on Westlaw Advantage UK and Practical LawPremiumUK will now have options for both concise and expanded responses. Concise answers give legal professionals more control over the depth of research they wish to conduct, opting for a shorter, more synthesized response when a quick answer iswhat’sneeded. Expanded answers continue to deliver in-depth research reports for complex, multi-step questions. Users can choose the level of detail that fits the task and move forward with confidence, faster.


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Administrative Enhancements: Bulk Edit User Permissions and Side Navigation Redesign

System administrators can now select all users in the organization and apply permission changes in a single bulk edit action, instead of selecting users page by page. If a bulk update is not fully successful, the admin is notified of how many user updates failed. This reduces the manual effortrequiredto manage permissions, helping admins roll out, adjust, or restrict access to CoCounsel capabilities more efficiently — especially in larger organizations. Alongside this, the CoCounsel Legal side navigation bar has been redesigned so core features remain front and center, while secondary options — including Region Settings, Admin, Support, and Plugins — are now organized under the account menu, making the most-used features even easier to find.


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Litifyand SmokeballDocumentConnectors

Document connectors toLitifyandSmokeballletjoint customers bulk import matter files directly into CoCounsel Legal. With those documents available alongside trusted Westlaw and Practical Law guidance, lawyers can turn matter content into higher-quality work product faster — drafting motions, preparing for depositions, comparing versions, and building work product grounded in the actual matter record, instead of uploading files one by one.

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Explore These New CoCounsel Legal Features Today

Sign in to CoCounsel Legal today to enhance the speed and effectiveness of your research, drafting, and document review workflows. Or explore training options at the .

To learn more about CoCounsel Legal, visit our website:

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VRƵ AI-Powered Trade Research Tool Passes Every U.S. Customs Exam Administered in the Last Three Years /en-us/posts/innovation/thomson-reuters-ai-powered-trade-research-tool-passes-every-u-s-customs-exam-administered-in-the-last-three-years/ Mon, 25 May 2026 17:15:09 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=71082 ONESOURCE Global Trade Research AI, a new CoCounsel-powered AI research tool demonstrated its accuracy by passing all six publicly available U.S. Customs Broker License Exams (CBLE) administered over the last three years – 18 total runs, spanning April 2023 through October 2025 – with a mean score above 84%, including through two years of significant tariff and regulatory change.

The exam is widely regarded as one of the hardest professional licensing exams in the United States, with pass rates typically ranging from 30% to as low as 2%. Candidates must navigate thousands of pages of CBP regulations, directives, rulings, and procedures, as well as The Harmonized Tariff Schedule which includes 99 chapters covering every tradable product.

The results reflect VRƵ commitment to Fiduciary-Grade AITM – built to meet a higher standard than general productivity tools, to stand up to scrutiny and with outputs that are reliable and verifiable.

Embedded within the existing ONESOURCE Global Trade Management platform, Global Trade Research AI represents a significant development in trade compliance technology. Demonstrating advanced regulatory reasoning, document-based reasoning at scale, and complex synthesis of multiple sources to help with trade-based research tasks. Unlike general-purpose AI tools, the system is trained on over 100,000 pages of authoritative government sources, including Federal Register notices, CBP CSMS messages, and executive orders.

Meeting Strategic Demands in Trade Compliance
The launch comes as trade departments experience unprecedented elevation within their organizations. According to VRƵ 2026 , 43% of trade professionals report increased budgets for hiring, while 37% report more frequent involvement in executive decision-making.

“Trade teams are being asked to become strategic partners rather than operational functionaries,” said Ray Grove, head of product, Global Tax and Trade, VRƵ. “They need tools that can provide instant, accurate regulatory intelligence to support real-time business decisions.”

The shift reflects broader changes in how organizations view trade compliance. More than three-quarters of legal trade professionals (76%) believe current U.S. tariff approaches represent a permanent change rather than temporary policy tools, according to the report.

And, it reflects growing enterprise adoption of specialized AI tools for professional services. Unlike consumer-focused AI applications, Global Trade Research AI is purpose-built for regulatory compliance workflows and trained exclusively on verified government sources rather than web-scraped content.

Technical Capabilities and Accuracy
Global Trade Research AI processes natural language queries such as “What are the current tariff rates for HTS 8708.29 from Mexico vs. China?” or “What FTA benefits apply to automotive parts from Mexico?” The system synthesizes information across multiple regulatory sources and provides cited responses within seconds.

Key technical features include:

  • Authoritative sourcing: Every response includes citations linking to primary government documents
  • Real-time updates: Knowledge base refreshes as regulations change, with average update times under one business day
  • Trade-specific intelligence: Understands HTS codes, duty drawback procedures, customs warehouse operations, and FTA rules
  • Integrated platform: Embedded directly within ONESOURCE Global Trade Management workflow
  • The system’s performance across 18 runs of the CBP licensing exam – spanning three years of changing tariff policy, demonstrates consistent ability to handle complex regulatory scenarios that typically require extensive professional training.

This is Fiduciary-Grade AI in practice: every answer is traceable, every source is authoritative, and the system is built to support decisions where being wrong carries real professional and financial consequence. Trade professionals can access Global Trade Research AI through their existing ONESOURCE Global Trade Management platform, maintaining workflow continuity while adding AI-powered research capabilities.

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VRƵ Standard for High Stakes AI /en-us/posts/innovation/thomson-reuters-standard-for-high-stakes-ai/ Wed, 13 May 2026 18:51:32 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=70936 Not all AI is used the same way, and it cannot be held to a single standard. AI used in industries carrying professional liability must meet a higher standard than general productivity tools. Where outputs influence legal judgments, financial disclosures, regulatory filings, or client advice, “almost right” is simply not good enough. In the moments that matter, results must be accurate, transparent and verifiable under real-world scrutiny.

Fiduciary‑Grade AI™ is VRƵ standard for how AI should work in high‑stakes professions. It’s AI designed for professionals with duties of care and regulatory oversight – drawing on our authoritative, domain‑specific content; protected by rigorous privacy and security safeguards; shaped by subject‑matter experts; and designed to produce transparent outputs that can be verified.

Almost Right is Not Good Enough

Before professionals operating in high-precision fields can fully embrace deeper AI integration into their everyday workflows, they need to know that the AI they are using stands up to scrutiny and that its outputs are reliable and verifiable.

For generations, professional trust has been defined by standards, certification, and fiduciary duty. When someone carries a designation like CPA in accounting or JD in legal, we understand both their qualifications and the obligations that govern how they must act. If we expect AI to start to take on more meaningful shares of human time, then as we assess a human’s fitness for purpose for a job, we must also validate an AI’s fitness for purpose.

High Stakes Professional Work Requires a Different Standard

In regulated professions that prioritize accuracy, accountability, and trust, AI must be built to a Fiduciary-Grade standard. That means real, factual, authoritative sources, traceable reasoning, and transparent outputs that are ready for human review and verification under professional and regulatory expectations.

As AI takes on more responsibility in completing professional work, it does not assume any additional accountability. That accountability remains entirely human. Professionals remain responsible for the judgments made, the advice delivered, and the outcomes that follow. Fiduciary- Grade AI is designed to support human judgment, not replace it, by producing work that can be examined, explained, and defended under real-world professional and regulatory scrutiny.

The Four Principles of Fiduciary-Grade AI

Fiduciary‑Grade AI is defined not just by what it produces, but by what it is allowed to access, retain, and rely upon in generating outputs that inform professional judgment.

AI grounded in authority; with access to the right context.
A Fiduciary-Grade AI system must derive its substantive outputs from authoritative, curated, and domain-specific content, not just information scraped from the open internet, while also operating with the full context required to complete professional work. Every material output must be traceable to a source that a qualified professional can independently locate, cite, verify, and trust. And only when AI agents can access, know, and act on the specific data, knowledge, systems, and tools can they complete the complex, multi-step tasks that professional work demands.

Data privacy and security are imperative.
Where privacy is paramount, Fiduciary‑Grade AI is built to protect it. Privacy and security must be structural features of the system’s architecture, not policy overlays or configurable options.

Built with human expertise, not just human oversight.
Professional workflows must be designed, tested, and continuously refined with meaningful involvement from credentialed subject matter experts in the relevant professional domain. When ambiguity or risk arises, the system must recognize its limits and bring professionals back in rather than generating an output that overstates its reliability, keeping accountability human and outcomes defensible. Fiduciary-Grade AI requires that customers have access to real-time human support to ensure transparency and trust.

Transparent, verifiable reasoning.
By clearly surfacing and referencing the sources it relies on, AI must be able to provide a reviewable trail of what the system did and what it relied on, sufficient to allow a qualified professional, and, where applicable, a regulator, court, or auditor – to evaluate the basis for the output and determine whether the result is reliable and defensible. Making each step in its planning, reasoning, and execution process visible to the user is vital to helping young professionals learn and grow.

This is the standard we build to at VRƵ, and the standard delivered through CoCounsel for legal, tax, audit, and compliance professionals. As AI moves deeper into regulated work, the defining question is no longer whether a system can generate an answer – it’s whether professionals can verify and stand behind the result.

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Starting the Work is Easy. Defending the Work is What Matters. /en-us/posts/innovation/starting-the-work-is-easy-defending-the-work-is-what-matters/ Tue, 12 May 2026 17:03:46 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=70901 Today, the legal industry is seeing a surge of AI announcements, including assistants, connectors, and embedded models that make it possible to start work faster and from more places than ever before. That shift is real, and it matters. But it is also leading to a fundamental misunderstanding of where value in this market will accrue.

In law, starting work has never been a constraint. Finishing it accurately, defensibly, and at a professional standard is. We are already seeing that distinction begin to shape how this market is evolving. While AI is expanding where work begins whether that’s in a general-purpose AI tool, an email, or inside a document workflow, it is not the system that can stand behind the result. In practice, the control point in legal AI is not the interface where work is initiated. It is the system where that work is validated, grounded, and completed.

AI can now draft, summarize, and analyze in seconds. This is changing how legal work begins. But legal work does not end with a draft. It ends when someone can put their name on it. That requires outputs to be grounded in authoritative sources, validated for accuracy, and traceable back to their origin. These are system-level requirements.

There is a growing narrative that AI will replace enterprise systems. What’s actually emerging is a separation of roles: AI is where work begins; professional systems are where it is executed, validated, and completed. AI assistants are becoming the place where work begins, while professional systems are where that work is executed, validated, and completed. These roles are complementary, but not equal. The layer where work begins is broad, fast-moving, and increasingly interchangeable. In practice, the layer where work is completed is where trust and accountability sit. It is also where meaningful differentiation shows up, because that is the layer responsible for producing outputs professionals can stand behind. Trust is built into the architecture, including the content, the validation, and the way outputs are produced.

As AI becomes embedded across more tools and environments, work can start almost anywhere. The question is where it resolves, and what system ensures it is right. Our expanded partnership with Anthropic, as outlined in our recent announcement, reflects how this is starting to take shape. , connecting that work directly into professional systems helps ensure it carries through to completion with the rigor required in professional settings. This is less about embedding a system into every interface and more about ensuring that wherever work begins, it can be completed in systems designed to stand behind the result.

The most advanced legal organizations are already operating this way. They use general-purpose AI to accelerate early thinking and exploration, and professional systems to complete high-stakes work. This is already happening in firms like . The pattern is not that AI replaces the system, but that the two now perform distinct and complementary roles. AI is not replacing the system. It is changing how work flows into it.

As this architecture evolves, the distinction between where work starts and where it finishes is becoming more important, not less. Work will begin everywhere, but it will not finish everywhere. When that validation layer is missing, the consequences are already visible, from hallucinated citations to filings that cannot withstand scrutiny. Systems that can validate it, ground it in authoritative content, and make it defensible in real professional contexts. The next generation of CoCounsel Legal, now in beta, reflects this shift, with customers increasingly relying on it to complete workflows end to end.

“The new version of CoCounsel is now one of the first tools I turn to when I want to get work done. Where I once used CoCounsel for specific tasks, I now start nearly everything with it.”
— Sterne, Kessler, Goldstein & Fox PLLC

The next phase of this market is unlikely to be defined by who helps professionals start work fastest. It will be defined by who enables them to finish it with confidence.

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VRƵ Takes Home Four Awards at ILTA Evolve 2026 /en-us/posts/innovation/thomson-reuters-takes-home-four-awards-at-ilta-evolve-2026/ Mon, 04 May 2026 13:08:54 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=70707 At ILTA Evolve 2026, the International Legal Technology Association (ILTA) recognized VRƵ withfourawards. The company took home the Solution Provider of the Year Award and the Trailblazer Award, both forCoCounselLegal,theVRƵAI legal platform.

Additionally,Rawia Ashraf, Head of Product,CoCounselTransactional & GCOs,was namedone of ILTA’s 2026 Influential Women in Legal Tech honorees, recognition that reflects her contributions at the intersection of AI and legal work.Samantha Delaney, Senior Solution Consultant, AI Specialistwas also recognized, winningthe Young Professionals to Watch Award.

Solution Provider of the Year

The Solution Provider of the Year Award recognizes technology providers that have demonstrated exceptional partnership and transformational impact within the legal industry. VRƵ earned this recognition for CoCounsel Legal, which has redefined what fiduciary-grade AI looks like in legal practice.

CoCounselLegal brings together legal research from Westlaw, practical guidance from Practical Law, and AI-powered document analysis and drafting, all within a single platform. One million professionals across 107 countries and territories have access toCoCounsel, the foundational technology underpinningCoCounselLegal.

The impact CoCounsel Legal is having across the legal industry speaks for itself. Legal professionals report dramatic efficiency gains, with tasks that once took eight or nine hours now completed in one to two hours.The quality of work has improved too, with lawyers gaining confidence in the thoroughness and accuracy ofitsoutputs.

There have beenbig benefits, given CoCounsel Legal can complete full workflows.

Firms are taking on more clients, expanding into new practice areas, and competing more effectively against larger, better-resourced competitors.Across the board,CoCounselLegal is not just saving time; it is fundamentally changing what legal teams are capable of.

Trailblazer Award

The Trailblazer Award, shared by VRƵ and, recognized the two organizations’ early adoption initiative as a model for responsible, enterprise-scale AI deployment.

Womble Bond Dickinson is a full-serviceinternationallaw firm, and in2025, theypartnered with VRƵ to roll outCoCounselLegalto 650timekeepers (including 457qualified lawyers)across all 7 of itsstaffedUK offices, aheadof its launch to the UK market.The initiative spanned a rigorous evaluation phase, a strategically constructed pilot group, and a rollout anchored by an executive-led training initiative.

The firm notes that its lawyers are consistently choosing to useCoCounselLegal every month, and that it is delivering real value across the organization.

Rawia Ashraf, Head of Product,CoCounselTransactional & GCOs,named one of ILTA’s 2026 Influential Women in Legal Tech Honorees

Rawia Ashraf was named one of ILTA’s 2026 Influential Women in Legal Tech honorees, recognition that reflects her broader contributionstolegal technology.Rawiahasbeen instrumental in accelerating responsible AI adoption and drivingmeasurable outcomes across the legal industry, and her work on CoCounselLegal exemplifies the kind of product innovation the honor is designed to celebrate.

Formerly anantitrust attorney focusing on civil and criminal antitrust litigationat Simpson Thacher & Bartlett,Rawiajoined VRƵ in 2013.Shewas responsible forleading the integration ofthe$650 million acquisition ofCasetextinto VRƵ. Additionally, she led the build and launch ofCoCounselDrafting as well as the development of the next generation ofCoCounselLegal, now in beta.

Samantha Delaney, Senior Solution Consultant, AI Specialist winsYoung Professionals to Watch Award

Samantha Delaneywonthe Young Professionalsto WatchAward, whichrecognizesrising young professionals in the legal technology industry.Her inclusion on this listisdueto herdemonstratedsteady growth, strong technical capability, and an insightful approach to supporting her colleagues and customers.

Samantha is currently alsoAdjunct Professor of AI and TechnologyatOsgoodeHall Law School, and prior to joining VRƵwas a Senior Innovation Advisor at Norton Rose Fulbright, driving strategic adoption of emerging technologies across thefirm.

Theseawardsreflect ThomsonReuterscontinued commitment to building AI that meets thehighest standards of the legal profession and the peopleleadingthat work.This work will continue with the launch ofthenext generation ofCoCounselLegalin September.

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Transformation at Scale: What One Million CoCounsel Users Really Means /en-us/posts/innovation/transformation-at-scale-what-one-million-cocounsel-users-really-means/ Tue, 24 Feb 2026 08:00:47 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=69568 CoCounsel recently reached one million users, and while that number matters,it’snot the story of rainbows and unicorns you might expect.

It is not simply a marker of adoption or growth. It is a sign of trust.One million professionals chose to trust VRƵ intransforminghow they work.They chose totest and learnto rely on something new, and to integrate AI into moments that matter. Each onerepresentsa small but meaningful act of transformation: a lawyer who found an hour back in their day, a tax professional who turned research into insight, a compliance officer who had the right information at exactly the right moment. Those moments are why we build.

But ifI’m beinghonest, one million is not enough.We are winning the professional AI market for legal, tax, and compliance—but we are not dominating it.Not yet. And the gap between those two things is what propels us forward.

Transformation Is aJourney,nota Headline

If you have ever tried to change something fundamental—a process, a company, or a mindset—you know transformation is rarely clean or linear. It is messy. It is slow. It is full of hard conversations and rainy days when true north is hard to find and progress feels elusive.

At VRƵ, we have experienced all of that. What we have learned is that progress compounds when you keep showing up, block out the noise, and stay anchored to the mission.

Over the past two years, we have been transforming from a historically content-driven company into an AI-powered technology company. That shift takes more than shipping features or adopting new tools. It requires unlearning deeply ingrained habits, questioning long-held assumptions, and building the courage to change how decisions get made.

My role as CTO is to see where change needs to happen, incite it, and steer it—while alsosettingthe guardrails and tripwires that keep us from going off the rails. Ourteams’role is to push against those boundaries and show us when they need to move. That tension between rigor and exploration is where innovation happens.

Creating Sparks of Change

We see that tensionmanifestsmost clearly in how change happens. Transformation does not come from large committees or perfect plans. It comes from small, empowered teams making focused progress.

Across VRƵ, those teams have been the catalysts of change. They moved quickly, tested boldly, learned fast, and shared what worked and what did not. Their work is often unglamorous and invisible, but it is the reason this transformation is real.

They are also the reason CoCounsel exists. They turned agentic AI from a bold idea into somethingnearly amillion professionals now use in their daily workflows.

Building Trust from the Inside Out

One of the most important lessons we learned early is that trust cannot be layered on after the fact.It has to be engineered into the system.

Two years ago, we launched AI Assisted Research—the first generative AI feature in Westlaw. We had a vision of what good looked like, but the reality taught us that defining ‘good’ in generative AI is an iterative process, not a one-time decision.

What felt strong in our research loops needed refinement when put to the test with real human feedback. Legal professionals expected both the precision they relied on and the fluency they were beginning to experience elsewhere. Each round of feedback sharpened our understanding. Each deployment taught us something new about where the bar needed to be.

Those months were challenging, but they were also formative. The conversations with customers and with each other—the honest ones about what was working and whatwasn’t—made our AI more reliable andreshapedhow we think about accountability in AI systems. We learned how to build solutions with high trust. And in building trust,slowbecame fast.

But over time, this focus on trust created trade-offs wehadn’tfullyanticipated. Every verification layer we added, every human review checkpoint, every conservative threshold—they made our AI trustworthy. But they also made us lessversatile,less ambitious. More precise, but less fluid. More reliable, but less delightful.

Weoptimizedfor never being wrong. Our users wanted us to alsooptimizefor being genuinely helpful.

From Vendor to Partner

Understanding that gap changed how we think about our relationship with customers. We do not want to be another vendor with a product. The world does not need more vendors.

What professionals want, and deserve, is a partner. A partner who listens, adapts, and is honest when something does not work. A partner who understands that trust is earned slowly and lost quickly.

This next phase of our transformation is about moving from transactional relationships to true partnerships. It is about building tools with our customers, not just for them, and meeting them where they are in their own transformation journeys.

Looking Ahead

One million usersproveswearetrusted. What itdoesn’tprove yet is thatwe’vebuilt the AI professionals genuinely want to use—not just the one they knowwon’tfail them.

That’swhat comes next.We’rekeeping the trustwe’veearned while closing the gap on experience. Being both precise and ambitious. Both reliable and delightful.

This is harder than whatwe’vedone so far. It means moving faster without cutting corners. Being bolder without being reckless. Matching the pace of consumer AI without abandoning professional standards.

Buthere’swhat I know: the teams who evolved AI Assisted Research into Westlaw Deep Research—the industry’s most advanced legal research system—and who built CoCounsel into something a million professionals rely on—they’renot done.We’renot done.

Learn more about CoCounsel

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The Professional AI Market Has a Clear Leader /en-us/posts/innovation/the-professional-ai-market-has-a-clear-leader/ Tue, 24 Feb 2026 07:59:12 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=69521 For the past two years, the AI conversation has been dominated by general-purpose models and horizontal tools. Everyone assumed that whoever builds the smartest LLM wins.

But professional workdoesn’twork that way.

When a lawyer needs to draft a court-ready brief, when a tax professional needs to navigate multi-jurisdictional compliance, when an auditor needs to assess risk across thousands of transactions—theydon’tneed the cleverest chatbot. They need AI that understands their work, their standards, and their accountability.

That’swhatwe’vebuilt. And the market is responding.

One million professionals have chosen CoCounsel. Not for pilots. Not for experiments. As core infrastructure for how they work. We serve leading enterprises across legal, risk, compliance, tax, accounting, audit and global trade in 107 countries and territories.

While competitors areshowcasingdemos,we’redelivering deployments. While startups are raising capital,we’regenerating revenue. While others are figuring out trust,we’vealready earned it.

The Four Pillars of Professional AI—And Why We Lead

VRƵ has been building technology and using AI for decades. But whatwe’vedone with generative AI over the past two years puts us in a category of our own.

Professional-grade AIrequiresfour essential components working together. VRƵ has all fourat scale:

We havethe technology. We work with every leading AI lab—Anthropic, OpenAI, Microsoft, AWS, Google—andwe’redeveloping our own AI model built specifically for professional work.We’renot dependent on a single vendor or locked into one approach. We can use the best technology for each specific workflow.

We have the content.Decades of curated, authoritative professional content thatcan’tbe replicated. Not web-scraped data—the actualsourcesprofessionals stake their reputations on.

We havetheexpertise. 4,500+ domain experts who understand what “good” looks like in legal, tax, and compliance work. They define quality standards,validateoutputs, and ensure our AI meets professional requirements.

We havethe tools. CoCounsel integrates directly into the professional workflows and platforms our customers already use—from WestlawandCheckpointto Microsoft 365.Our AI doesn’t sit outsidethework; it becomes part ofthework.

These four components working together let us build AI capabilities that others simplycan’t.

Westlaw Deep Researchon CoCounsel Legalcan analyze thousands of documents and synthesize complex legal findings because we combine frontier AI models with our authoritative content library and domainexpertiseto ensure accuracy. Ready to Reviewon CoCounsel Tax and Auditcan prepare complete 1040 tax returns—not suggestions or drafts, but finished, filed returns that meet IRS standards—because our tools integrate directly into professional workflows with the quality standards our experts define.

Having one or two of these components means you can build demos. Having all four means you can build products professionals trust with their reputations.

We Have Advantages That Accelerate Our Lead

Havingthe fouressential pillars is necessary. But twoadditionaladvantages strengthen our position:

We havethescale. One million professionals using our AI in productionteachesus things competitorscan’tlearn from pilots. Every edge case becomes common. Every rare failure happens daily. That feedback loop makes our AIbetter,faster.

We have the capital. VRƵ invests more than $200 million annually in productized AI andhas11 billion dollarsin capital capacity through 2028 to fund continued innovation and selective acquisitions.

But having all four pillars plus scale and capital only matters if professionalsactually trustyour AI with their work. And trust at this level—where reputations, client relationships, and regulatory compliance are on the line—requires a different approach than consumer AI.

Trustand Capability:Our Competitive Advantage

Here’swhat welearnedbuilding AI at scale: in professional work, you need both trust and breakthrough capability. One without the otherisn’tenough.

Consumer AIoptimizes forimpressive demos. Professional AI must deliver results you can stake your career on,whileactually transforminghow work gets done.

Two years ago, we launched AI Assisted Research,the first generative AI feature in Westlaw. We had a vision of what “good” looked like, butdeploying toreal legalprofessionals taught us that defining quality in AI is iterative, not one-time.

Those early months were challenging. Every conversation with customers, every piece of feedback, every deployment taught us something new about where the bar needed to be. We learned that professionals expect both the precisionthey’vealways relied on from VRƵ and thetransformational capabilitythey’reexperiencing with generativeAI.

We built for both. And we used what we learned to build something even better.

Every piece of feedback from AI Assisted Research informed how we developed Westlaw Deep Research—now the world’s leading AI legal research capability. Deep Researchdoesn’tjust answer legal questions; it analyzes thousands of documents, synthesizes complex findings acrossjurisdictions, and delivers court-ready analysis with the citations and reasoning professionals require.It’swhat happens when you combine frontier AI technology with authoritative content, domainexpertise, and real-world learning from a million professionals.

That same approach drives everything we build. CoCounsel delivers capabilities no one else can match–the most advanced legal research system in the world, and the first AI that can prepare a complete 1040 tax return. Not suggestions ordrafts, butfinished work that meets professional standards.

Thesearen’tincremental improvements.They’recapabilities that fundamentally changewhat’spossible in professional work.

And we deliver them with the trust professionals require:

  • Accuracy you can stake your reputation on– because we verify outputs against authoritative sources
  • Transparency you can explain to clients and regulators– because we show our reasoning and cite our sources
  • Security that guarantees your data stays yours– because we understand professional confidentialityisn’tnegotiable
  • Integration with professional workflows– because AI that sits outside your toolsdoesn’ttransform your work

This is what professional-grade AI means.Breakthrough capability with professional trust.And this is why one million professionals chose VRƵ.

We’reAccelerating—And Defining the Future

One million usersproveswe’rethe leader in professional AI. But leadershipisn’ta milestone—it’sa commitment to staying ahead.

We’readvancingdevelopmentof our vertically specialized language model designed specifically for legal, tax, and compliance work.We’reexpandingCoCounsel’sglobal footprint.We’rereleasing new workflow-specific capabilities throughout 2026 that will further separate us from competitors.

Becausehere’swhat we know: the real AI raceisn’tabout who builds the smartest general-purpose model.It’sabout who can deliver transformational ROI in high-stakes professional environments where trust is non-negotiable.

VRƵ isleadingthat race. We havethe technology,expertise, content, tools, scale, and capital. We have one million professionalswho’vechosen us as their AI partner. Andwe’rebuilding the best professional AI in the world.

Thisisn’tthe beginning of our AI journey—we’vebeen on it for decades. But it is the moment when the market recognizes whatwe’vebecome: a leading AI technology companythat’sdefining what professional-grade AI means.

One million professionals are already experiencing that future. Andwe’rejust getting started.

Learn more about CoCounsel.

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Ready to Review named a 2026 Top New Product by Accounting Today /en-us/posts/innovation/thomson-reuters-ready-to-review-named-a-2026-top-new-product-by-accounting-today/ Tue, 03 Feb 2026 14:20:44 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=69289 has recognized as a 2026 Top New Product in the publication’s Tax Tools category. They also awarded an Honorable Mention to . I’m proud to share this recognition because it reflects something I hear consistently from firm leaders: the need to deliver high-quality work with more consistency—under real capacity pressure.

Tax, Audit and Accounting has always been a profession built on rigor and responsibility. But the reality of running a modern practice is complexity keeps rising, timelines keep tightening, and client expectations keep evolving. Firms are being asked to do more, faster—without compromising quality.

VRƵ Ready to Review

Why this matters for firms

This recognition is not just about a new solution being introduced—it’s about what firms are prioritizing right now. Across the industry, leaders are focused on creating repeatable capacity—not just surviving busy season. They’re prioritizing workflows that are reliable year-round. That means reducing friction in the return process, improving consistency across teams, and ensuring professionals have the time to apply judgment where it matters most.

That’s the lens I bring to . It’s designed to support the parts of the tax return process that can slow teams down, so professionals can stay focused on the work of humans: review, judgment, accountability, and advising clients with confidence.

Restoring time for professional judgment

There’s a lot of discussion about automation and the future of work. What I see in firms today is more practical: talented professionals spending too much time on repetitive steps, and not enough time on review, coaching, and client conversations.

The opportunity here is to shift time back to the professional—so firms can:

  • Strengthen quality and consistency
  • Improve responsiveness to clients
  • And make the work more sustainable for teams

Honorable Mention: Ready to Advise

Accounting Today also gave an Honorable Mention to , which supports tax planning and advisory services.

That matters because once firms create more capacity, the next question is how to use it. Many firms are looking to grow advisory in a way that’s scalable and consistent – grounded in strong workflows and clear client outcomes.

Recognition like this is meaningful for us at VRƵ. But it’s even more meaningful because it reflects progress our customers can feel. When firms can rely on their technology to create more capacity and consistency in the work, they can serve clients with greater confidence. They can support their teams through peak demand, and make the practice more sustainable. That’s the kind of win we’re focused on: one that strengthens firms and the professionals who power them.

Elizabeth Beastrom is President, Tax, Audit & Accounting Professionals at VRƵ

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Transforming Busy Season: Introducing Ready to Review, VRƵ Agentic AI for 1040 Preparation /en-us/posts/innovation/introducing-ready-to-review-thomson-reuters-agentic-ai-for-1040-prep/ Mon, 15 Dec 2025 16:57:32 +0000 https://blogs.thomsonreuters.com/en-us/?post_type=innovation_post&p=68794 Over the last year, we’ve talked a lot about how AI will change the game for tax professionals. Today (December 15), that future becomes more real in a very practical way with the launch of .

Ready to Review is our new cloud-based, agentic AI tax workflow solution built on CoCounsel. For tax year 2025, it modernizes 1040 tax return preparation. It’s designed to take on the heavy, repetitive work of gathering client documents and preparing returns—so tax professionals can focus on what drew many of us to this profession in the first place: problem solving, critical thinking, and delivering great counsel to clients.

For too long, firms have been stuck in a pattern that everyone recognizes as unsustainable—ever more complex returns, tighter deadlines, and mounting pressure on teams already stretched thin. Busy season has become synonymous with burnout and staffing strain. AI alone won’t fix that. But AI put to work in the right way—through agentic AI deeply embedded into tax workflows—can fundamentally change the equation.

A Better Way Through Busy Season

The goal is not to replace professional judgment, but to clear away the manual, time-consuming tasks that prevent professionals from using that judgment to its fullest. Ready to Review gives firms a single, cloud-based, scalable platform that automates the gather and tax prep stages of theworkflow—helping firms manage more individual returns with existing staff whilemaintainingquality and control.

We’realready seeing the impact. Indiana-based CLH CPAs & Consultantsparticipatedin our early adopter program and sawthe potential fortransformative time savings. As Bob Lange, Partner at CLH, told us:“Reducing return preparation time byapproximately anhour on each simple 1040 is significant in terms of efficiency gains. For firms like ours, these time savings will be a game changer.”

I’vesaid before that I expect firms willultimately paireach CPA with at least one virtual agent. is a tangible step in that direction. It brings that 1:1 vision closer to reality by embedding Gather and Tax Preparer AI agents directly into the 1040 workflow in a waythat’sresponsible, auditable, and grounded in trusted VRƵ tax content and complianceexpertise.

The Next Step for 1040 Prep

As solutions like Ready to Review become part of the day-to-day fabric of tax work,we’llsee fewer 80-hourweeksand more time spent on the nuanced, client-focused work that truly differentiates firms.We’llmake room for new talent who are excited about a career that leans into analysis and advisory rather than pure grind.

Ready to Review is now generally available in the United States for 1040 use cases, and its launch marks an important milestone in our broader journey with agentic AI on the platform.It’sone more waywe’rehelping firms modernize in a way that is practical, grounded, and built for the realities of tax season.

Elizabeth Beastrom is President of Tax, Audit & Accounting Professionals at VRƵ

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