Robert Ambrogi Blog
Smokeball, the cloud-based practice management platform serving small to mid-sized law firms, and Thomson Reuters announced a strategic partnership today that will embed Thomson Reuters’ CoCounsel Legal AI into Smokeball’s practice management software — a combination the companies say brings together deep legal content and advanced AI capabilities with broad practice management functionality in a way that has not existed before in the small firm market.
The partnership represents a significant move in the convergence of practice management and legal research — something that the industry first saw last year with Clio’s acquisition of vLex. But rather than acquiring a legal research provider outright, Smokeball has opted for a partnership approach that allows both companies to focus on their core strengths.
Perhaps more importantly, it also represents another example of legal technology providers striving to unite the business and practice of law within a single platform. The integration will connect Smokeball’s practice management tools with CoCounsel Legal, Thomson Reuters’ agentic AI solution that provides legal research through its Deep Research capability, document analysis and drafting functionality.
“No other combination of technology in the small to mid-size law firm market brings together this depth of legal content and AI capability with this breadth of practice management functionality,” Smokeball said in its announcement.
Goal: One Seamless Interface
In an interview with LawSites ahead of the announcement, Smokeball U.S. President Ruchie Chadha said that the partnership is significant for bringing together the business and practice of law into a single, connected experience for small and mid-sized firms.
“Smokeball provides the operational backbone of the firm, from intake through billing, with Archie AI embedded directly into matters to surface insights, draft work, and answer questions based on the firm’s own data (in a secure environment),” she said. “Thomson Reuters, through CoCounsel Legal, brings best-in-class AI-assisted legal research, analysis, and drafting grounded in Westlaw and Practical Law.”
For law firms, the benefit is the ability to leverage AI across both their own matter data and trusted legal research in one place, Chadha said.
“In practice, that means moving seamlessly from managing a matter to researching, analyzing, and producing legal work, without switching between disconnected systems.”
How It Will Work
The initial integration, Chadha told me, will feature a real-time data connector allowing Smokeball users to push documents into CoCounsel Legal in bulk rather than uploading them individually.
“All of our customers will have the opportunity to have AI access all of their key matter details both in Smokeball and utilizing the legal research, analysis and drafting from CoCounsel,” Chadha said. “It really takes the ability to move the workflow through and reason and plan and execute on multi-layer steps of legal tasks.”
The integration with CoCounsel Legal will include Westlaw Advantage and Practical Law Dynamic Tool Set.
Initially, Thomson Reuters will launch a real-time data connector that syncs legal documents across platforms, allowing Smokeball users to push documents into CoCounsel Legal in bulk rather than uploading them one by one. Documents will flow directly from Smokeball into CoCounsel Legal, saving time and reducing the risk of errors or version mismatches.
The first phase of this integration is targeted for late spring or early summer, with deeper integration across additional Thomson Reuters products planned throughout the year.
The ultimate goal is to provide an experience where joint customers can access Thomson Reuters legal content, AI and know-how tools, combined with up-to-date matter facts and information in one seamless interface.
“Over time, our teams are working toward a more deeply integrated experience that combines Smokeball’s practice management capabilities with Thomson Reuters’ commanding legal research, document analysis, and drafting,” Chadha said.
To take advantage of the integration, users will have to be customers of both products.
Complementing, Not Replacing, Archie
Smokeball has been developing its own generative AI capabilities through Archie, its matter assistant that provides document summaries, matter-specific queries, file comparisons and document drafting — all within a ring-fenced security environment where client data is never shared or used to train external models.
Chadha emphasized that the Thomson Reuters partnership complements rather than competes with Archie. The key differentiator is the addition of CoCounsel’s authoritative legal research capabilities.
“The main difference is being able to access that back-end legal research, which is not something that Archie does,” Chadha explained. “This is authoritative legal research which Archie does not have. There is some overlapping capability, but they’re not at odds with each other. I would say it more enhances each other.”
A Partnership Built on Trust
Smokeball says that the partnership reflects its careful approach to selecting technology partners, particularly given the high-stakes nature of the legal work its customers handle.
“We’re always very thoughtful about who we partner with,” Chadha said. “Thomson Reuters has 150, 160 years of trusted data. Our goal is always to make sure that our firms are able to deliver outcomes for their clients. When those stakes are high and the type of law that most of our law firms do, you want to make sure your answers are trusted, the research is good, the data is good. Thomson would probably have been one of very few, if not the only company we would have partnered with on this aspect.”
In a statement announcing the partnership, Hunter Steele, Smokeball’s CEO, emphasized the operational angle: “By partnering with Thomson Reuters, we’re connecting the operational layer of running a practice with trusted legal content, analysis and drafting tools. Our clients will be able to get, do, research and bill their work in one place —powered by AI that understands both the mechanics of running a firm and the substance of legal work.”
Aaron Rademacher, general manager of small law firms at Thomson Reuters, framed the partnership as filling a market gap: “CoCounsel Legal is an agentic AI solution purpose-built for legal professionals, and we partnered with Smokeball because they provide a premium practice management software that’s already an essential part of the operating stack. Together, we’re creating a solution in the market that combines a premium business-of-law platform with industry-leading practice-of-law content and solutions — a combination that simply hasn’t existed until now.”
Addressing A Persistent Challenge
According to Chadha, there is already substantial overlap between the Smokeball and CoCounsel user bases, with several hundred — possibly more — Smokeball customers already subscribing to CoCounsel separately. The integration, she said, will eliminate the friction of working across disconnected systems for these users.
The announcement comes at an interesting moment in legal technology, as the small law market sees increased competition among platforms seeking to offer comprehensive products.
The Clio-vLex deal last year signaled that practice management vendors were looking to expand their platforms into deeper capabilities for AI and legal research. The Smokeball-Thomson Reuters partnership gets there a differnt way, through a partnership rather than through an acquisition.
For small and mid-sized firms, the partnership addresses a persistent challenge they face, that of accessing enterprise-grade legal research and AI capabilities comparable to those at larger firms, while also maintaining the operational efficiency of a modern practice management platform.
“We’re incredibly excited about what this represents,” Chadha said. “Thomson Reuters’ content has long been the gold standard in the industry and combining that with Smokeball’s platform and Archie creates a much more complete and practical AI experience for our law firms.
“It also aligns closely with what we stand behind at Smokeball: making it easier for attorneys to deliver the best outcomes for their clients, while reducing the burden on themselves and their staff.”