CALIFORNIA COURTS OF APPEAL Attorney Fees Amezcua v. The Superior Court of San Diego County (2026) _ Cal.App.5th _ , 2026 WL 1141733: The Court of Appeal granted a petition for writ of mandate that reversed in part the trial court’s order conditionally granting plaintiff’s motion for leave to amend her first amended complaint (in response to a demurrer) in her wrongful termination and wage and hour action, conditioned upon the payment by plaintiff of $25,000 in attorney fees to defendant (and real party in interest Massage Envy Franchising, LLC). The trial court relied sua sponte on Code of Civil Procedure section 473(a), finding that plaintiff had failed to adequately explain why she had not earlier amended her complaint to add substantive allegations against defendant and had acted contrary to the purpose of the meet-and-confer requirements. The Court of Appeal disagreed, and granted plaintiff’s writ petition and directed the trial court to strike the attorney fee payment condition from its order, holding that section 473 does not authorize fee-shifting as a condition of leave to amend and that, under the American rule codified in Code of Civil Procedure section 1021, courts may only award attorney fees pursuant to specific statutory authority or party agreement—neither of which was present here—and that the statutes permitting fee sanctions (sections 128.5 and 128.7) were not invoked and their procedural safeguards were not followed. (C.A. 4th, April 24, 2026.) Guinnane Construction Co., Inc. v. Chess (2026) _ Cal.App.5th _ , 2026 WL 836484: The Court of Appeal affirmed the trial court’s order denying plaintiff’s motion for attorney fees incurred in prosecuting a “tort of another” action against individual tortfeasors after it had already been awarded attorney fees in the underlying specific performance action against the defendants. The Court of Appeal affirmed, concluding that attorney fees incurred in an action against the tortfeasor to recover fees awarded under the underlying “tort of another doctrine” do not fall within any recognized exception to the general rule that each party must bear their own legal fees. (C.A. 1st, March 26, 2026.) Employment Monroe v. Cal. Public Employees’ Retirement System (2026) _ Cal.App.5th _ , 2026 WL 458134: The Court of Appeal affirmed the trial court’s order denying plaintiff’s petition for a writ of mandate seeking to overturn defendant’s denial of his disability retirement application. While under investigation for on-duty misconduct, plaintiff (a parole agent) applied for service retirement, pending a claim for disability retirement. His application was accepted, and he was thereafter found ineligible for a disability retirement because his departure was not related to a disability and occurred while he was under investigation for misconduct. Defendant’s CalPERS Board of Administration affirmed the denial because a prerequisite for a disability retirement was lacking: the right to return to service. The trial court denied plaintiff’s writ petition, agreeing that plaintiff was barred from applying for disability retirement benefits after he service retired while under investigation for on-duty misconduct. The Court of Appeal held that plaintiff’s service retirement while under investigation for misconduct constituted a complete severance of the employer-employee relationship, eliminating the necessary prerequisite for disability retirement—the right to potential reinstatement—and therefore rendered him ineligible for disability retirement benefits regardless of whether his departure was characterized as a service retirement or a termination for cause. (C.A. 2nd, filed February 28, 2026, published March 11, 2026.)

Most law firms are trying to apply a last-click attribution framework to a business development cycle that doesn’t work that way. A corporate prospect doesn’t see a blog post, click a CTA, and retain the firm the same afternoon. They encounter the firm’s name in a search result, read an attorney’s byline in a trade publication months later, hear the firm mentioned by a peer at a conference, and then reach out—through a referral. Marketing touched every stage of that journey. The referral gets all the credit. Only 18% of law firms use multi-touch attribution to fully understand campaign performance, and 22% report difficulty measuring marketing results at all. The instinct is to assume those firms need better technology—a more sophisticated CRM, call tracking software, tighter UTM parameters. But the tools aren’t the problem. The model is. Until firms stop trying to force a direct-response attribution model onto a relationship-driven BD cycle, this conversation will keep stalling. Why Traditional Attribution Models Fail in Legal The attribution models most firms have borrowed—from e-commerce, from B2B SaaS, from digital agency playbooks—were built for shorter sales cycles with cleaner conversion paths. They don’t translate to the way law firms develop business. The Long Conversion Window Corporate and transactional BD cycles frequently run 6–18 months (or more) from first touchpoint to retained engagement. A prospect may interact with your firm’s content, reputation, and digital presence across dozens of touchpoints before a conversation ever happens, and most analytics platforms lose that thread long before the handshake. By the time a new client signs, the content that sparked the initial awareness may be over a year old and invisible to standard reporting. The “We Get All Our Business From Referrals” Myth In most firms, partners credit referrals for new business. That’s not wrong. But it is incomplete. The referral itself was almost always influenced by marketing: the referring attorney saw the firm’s thought leadership and remembered the name; the prospective client Googled the firm after hearing the recommendation and found authoritative practice pages; the firm’s visibility in AI search results reinforced the suggestion at exactly the right moment. Marketing doesn’t replace referrals. Rather, it activates and validates them. But last-touch attribution gives the referral 100% of the credit and marketing 0%. Over time, this creates a destructive cycle: marketing can’t demonstrate value, budgets get cut, and the visibility that was supporting BD in ways no one was measuring disappears. The Multi-Stakeholder Problem Law firm buying decisions, especially when considering mid-size and large firms, typically involve multiple decision-makers. A general counsel, a deputy GC, an outside counsel guidelines committee. Each may interact with different marketing touchpoints at different times. Single-user tracking models can’t capture this. A Google Analytics session belongs to one person; a BD relationship belongs to an organization. A Better Framework: Measuring Marketing Influence, Not Marketing Credit The shift in framing matters: stop trying to give marketing “credit” for wins. Start building a framework that measures marketing’s influence across the full BD journey. The question isn’t “which client came from marketing?” The question is “what percentage of our new matters had marketing touchpoints somewhere in the BD journey?” That question is answerable—and the answer is persuasive. Here’s a four-layer framework for getting there. Layer 1: Visibility Metrics (Did They Find Us?) Visibility metrics track whether marketing is creating the conditions for discovery: Organic search rankings AI citation presence in tools like ChatGPT and Perplexity Share of voice in target practice areas Branded search volume trends These don’t prove revenue in isolation, but they prove that the firm is showing up in the places prospects and referral sources look when they’re evaluating options, which is the prerequisite for everything else. Set a baseline and track trends over time. If branded search volume increases 30% over six months while BD activity also rises, that’s a meaningful correlation even without direct attribution. It tells a story about momentum. Layer 2: Engagement Metrics (Did They Validate Us?) This is the validation layer, i.e. what happens after someone hears about the firm. Track attorney bio page views by practice area, practice page engagement depth, content downloads, newsletter signups, and repeat visits from target accounts or organizations. When a prospect receives a referral, their next step is almost always to research the firm digitally. Your website and digital presence become the validation step. If engagement metrics spike in the same periods that BD conversations are opening, marketing is doing its job, even if the prospect didn’t come in through marketing monitored-entry points. Layer 3: Pipeline Correlation (Did Marketing Touch the BD Opportunity?) This layer requires integration between marketing data and BD or CRM data, and it’s where most firms drop the ball. The goal is to match new BD opportunities against prior marketing touchpoints: Did anyone from that organization visit your site in the 90 days before the conversation started? Did the referring source engage with your content? Does the prospect’s company appear in your account-based marketing or intent data? You don’t need perfect attribution to make this work. Even directional correlation changes the conversation with partnership: “75% of our new matters in Q3 came from organizations that had prior digital touchpoints with our firm” is a statement that holds up in a budget discussion. For more on building your tracking infrastructure to support this kind of analysis, our post on top lead tracking systems for law firms covers the technical foundations. Layer 4: Revenue Alignment (What’s the Business Impact?) Work backward from retained matters: what marketing activities were active during the BD cycle? Which practice areas saw both increased marketing investment and increased new business in the same period? Where is there consistent correlation across multiple quarters? Return on Objective (ROO) is particularly valuable here. Rather than attempting to prove direct causation—which the data rarely supports cleanly—you define specific marketing objectives tied to BD outcomes and measure achievement against those objectives. Leveraging ROO will allow your law firm to identify approximate estimates as to what you are spending on marketing functions and what the results of those functions have generated for your firm in terms of revenue on a monthly basis. As we’ve covered in our overview of ROO for law firms, this approach is more honest and more persuasive than forcing an ROI calculation that the data can’t support. Firms doing this well can document marketing influence on 40–60% of new business—not marketing credit for those wins, but verifiable marketing touchpoints somewhere in the BD journey. Making This Work in Practice Getting from the framework to actual reporting requires some operational groundwork. Start With CRM Hygiene If your BD team isn’t logging how prospects first heard about the firm—or what they looked at before reaching out—no attribution model will fix that gap. Add a “how did you hear about us?” intake field that includes digital options (found us through search, read an article, saw us cited in an AI answer), and train your intake team to probe beyond “referral” as an answer. Referrals have sources too. Integrate Your Analytics and CRM Connect Google Analytics, a reverse IP lookup/buyer intent tool (like Lead Forensics, ZoomInfo, or HubSpot), call tracking (CallRail or similar), and your CRM so you can identify which organizations are visiting your site and map that against BD activity. This doesn’t require enterprise-level technology—it requires commitment to doing it consistently. Our post on why law firm marketers should care about analytics lays out the foundational setup. Report in Layers, Not Single Numbers Present partnership with the four-layer framework above. Lead with visibility trends, show engagement patterns around active BD opportunities, and correlate marketing investment with practice-area growth over time. This is both more honest and more defensible than a single ROI figure—and it reflects the reality of how legal BD actually works. For more on why this matters structurally, see our piece on tracking law firm marketing ROI. Accept Imperfect Data as the Goal, Not the Obstacle The aim isn’t to prove that a specific blog post generated a specific client. The aim is to demonstrate that marketing is consistently creating the conditions for BD success—and that reducing that investment would remove the air support that makes BD work. The managing partners asking, “What did we get for our marketing spend?” deserve a better answer than a traffic report. They also deserve a better answer than a fabricated ROI number that collapses under scrutiny. The four-layer influence framework gives marketing leaders the language and the data to have an honest, strategic conversation—one that positions marketing not as a cost center fighting for budget, but as the infrastructure that makes business development possible. 

Across firms, one pattern is unmistakable: the lawyers who excel at business development aren’t “doing BD” at all. They’re simply serving clients—but with a level of curiosity, follow-through, and commercial awareness that naturally generates new work. Meanwhile, many attorneys still experience BD as a separate, uncomfortable, time-consuming activity that sits outside their legal practice. The divide is unnecessary, and increasingly, it’s holding you back. What Are We Seeing in Law Firms Now? In nearly every firm, from Am Law 100 to boutique, leaders are trying to solve the same problem: attorneys logically understand the importance of business development, but they don’t feel connected to it. They see business development as something they “should” do, not something that flows from the work they’re already doing. Three real-world dynamics are driving this: Client expectations have shifted. Clients want proactive, anticipatory guidance, not just answers to the questions they asked today. Firms are leaner. Marketing and BD teams are stretched thin, so attorneys need to play a more active role in driving relationship growth. Competition is fierce. Firms that treat BD as an integral part of client service are winning market share from those that treat it as an extracurricular activity. The firms making the most progress reframe business development not as outreach, selling, or networking, but as an extension of excellent lawyering. How Do Top Lawyers Consistently Get This Right? They treat curiosity as a client-service skill, not a BD tactic. I once worked with a litigation partner who consistently brought in work without the traditional “pitching” we all think of when talking about business development. His secret? He ended every client call with one question: “What’s keeping you up at night that we haven’t talked about yet?” He framed it as part of his duty to understand the client’s risk landscape, not as a cross-sell attempt. Clients felt heard, and new matters emerged naturally. This pattern shows up across practices: the best BD performers are simply the best at asking thoughtful, forward-looking questions. They connect dots across the firm as a form of client protection. A regulatory lawyer at a global firm described her approach this way: “If I see a risk my client hasn’t spotted yet, I consider it part of my job to bring in the right colleague.” She doesn’t view this as “cross-selling.” She views it as safeguarding the client. The result? She’s become one of the firm’s strongest internal connectors. And her clients rely on her as a gateway to the firm’s full capabilities. They follow up like a trusted advisor, not a salesperson. A partner shared that he sends short, personalized follow-ups after major industry developments. Not alerts. Not memos. Just a few lines tailored to the client’s business. He said, “It’s not BD. It’s being a good lawyer.” What Are Some Practical Shifts That Can Make Business Development Feel Like Client Service? Shift 1: Reframe business development as risk management and client protection. When BD is framed as “selling,” it is easy for lawyers to resist. When it’s positioned as helping clients anticipate issues, it is more easily embraced. Encourage attorneys to ask one forward-looking question in every client conversation. Shift 2: Build micro-BD habits into existing workflows. Small actions compound. Instead of asking lawyers to “make time for BD,” embed it into what they already do: Add one strategic question to every client call Send one personalized follow-up per week Share one internal introduction per month. Shift 3: Equip lawyers with client-ready insights, not marketing materials. Give attorneys short, digestible talking points tied to client priorities—not long memos or pitch decks. When lawyers feel confident in the substance, they naturally bring it into conversations. Shift 4: Celebrate behaviors, not just outcomes. Firms often reward originations but rarely recognize the business development behaviors that lead to them. Highlight attorneys who demonstrate traits that make business development feel like service. Curiosity, collaboration, and proactive communication. Shift 5: Train lawyers to listen for “moments of opportunity.” Most business development opportunities arise in passing comments: “We are expanding into a new market…” “I am worried about upcoming regulations…” “We are short-staffed on compliance…” Teaching lawyers to spot these signals transforms everyday conversations into relationship-building moments. The Bottom Line When lawyers see business development as something separate, they avoid it. When they see it as an extension of excellent client service, they excel at it. The firms that win in the next decade will be the ones that stop treating BD as a parallel track and start treating it as part of the craft of lawyering itself.

Traditional advertising has given way to a continuous stream of digital activity across websites, search engines, social media, and increasingly, AI-driven interfaces. This shift has expanded both reach and exposure. Marketing content is now persistent, highly visible, and easily scrutinized. What a law firm publishes can be reviewed by regulators, competitors, and the public at any time, often long after it first appears. Regulators, including state bar associations, are paying closer attention to how legal services are presented. At the same time, consumers and competitors are more willing to challenge claims that appear misleading or incomplete. Oversight now comes from multiple directions, including state bar disciplinary authorities, state Attorneys General in cases involving consumer protection, and private litigants under statutes such as the Lanham Act. Today, marketing operates within a regulatory framework that carries direct implications for compliance, reputation, and professional liability. What “Marketing Compliance” Actually Means for Law Firms Marketing compliance for law firms is grounded in professional conduct rules. The most relevant starting point is ABA Model Rule 7.1, which governs communications concerning a lawyer’s services. Rule 7.1 prohibits false or misleading communications. The definition of misleading is broader than it may appear. A communication may fall short of compliance if it creates unjustified expectations, omits material information, or leads a reasonable person to form an inaccurate impression. This interpretation has been reinforced through commentary to the Model Rules and through state-level enforcement decisions. State-level variation introduces additional complexity. The ABA Model Rules provide a framework, but each state adopts and enforces its own version. These differences affect disclosure requirements, the use of testimonials, claims of specialization, and whether marketing content must be filed or reviewed in advance. Marketing exposure also extends beyond professional conduct rules. State Unfair and Deceptive Acts and Practices laws allow regulators and, in some cases, consumers to challenge misleading marketing. The Lanham Act allows competitors to bring claims for false advertising that causes commercial harm. The scope of marketing itself has expanded. Compliance expectations now apply across: Websites and landing pages Social media content Third-party platforms and directories Reviews and testimonials AI-driven tools, including chatbots The American Bar Association has noted that the rapid growth of digital communication has placed pressure on traditional approaches to regulating lawyer advertising, requiring ongoing interpretation in modern contexts. The Fragmented Regulatory Landscape and Why It is Risky The regulatory environment governing law firm marketing is fragmented and evolving quickly. U.S. state governments are increasingly active in regulating digital practices, particularly in areas such as data privacy, online advertising, and consumer protection. Dozens of states have introduced or enacted laws in recent years that directly or indirectly affect how firms market their services. In 2024 alone, more than 300 social media-related bills were introduced across 42 states. Enforcement approaches differ significantly across jurisdictions. Requirements vary across several dimensions: Disclosure rules Recordkeeping expectations Approval workflows Enforcement intensity Some states, including California and New York, are widely recognized for more assertive regulatory approaches. Others apply less intensive oversight. This environment continues to evolve. Research from Thomson Reuters and KPMG indicates that state-level regulation is expanding and diverging. Some jurisdictions are increasing enforcement activity and introducing more detailed requirements, while others remain closer to federal baselines. This has resulted in a widening gap between states. For law firms operating across multiple jurisdictions, this creates a practical challenge. Compliance often needs to align with the most restrictive applicable standard rather than a single consistent rule set. Where Law Firms are Getting Into Trouble Today The rules governing lawyer advertising are well established. Current enforcement focuses on how those rules are applied in modern marketing environments. Several recurring areas of risk stand out. Results-based advertising continues to draw scrutiny. Statements that highlight large settlements or verdicts can create unjustified expectations if they are not properly contextualized. Disclaimers are frequently required, and their placement and clarity influence how regulators assess compliance. Superlatives and comparative claims require a clear basis. Terms such as “best” or “top” may be considered misleading if they cannot be objectively substantiated or if the underlying criteria are not disclosed. Testimonials and reviews present additional challenges. They can create misleading impressions about likely outcomes if they lack appropriate context. Firms are responsible for how testimonials are presented, even when they appear on third-party platforms. Fee-related messaging must be precise. Phrases such as “no win, no fee” need to clearly explain any conditions, limitations, or exceptions. Third-party marketing introduces further exposure. Law firms remain accountable for marketing conducted on their behalf, including lead generation platforms, affiliates, and directory listings. A lack of oversight in these areas is a common source of disciplinary action. The Digital Shift and Why Risk Is Increasing The transition to digital marketing has introduced a different level of operational complexity. Instead of discrete campaigns with defined timelines, firms manage a continuous flow of content across multiple platforms and formats. Content is created, updated, and distributed at scale. It often involves internal teams, external vendors, and automated systems. Maintaining consistency across these channels becomes increasingly difficult as volume grows and messaging evolves. The use of automation, AI-generated content, and chatbots adds further complexity. These tools can generate variations in language that have not been formally reviewed or surface outdated information that no longer reflects current positioning or regulatory expectations. Recent developments in the legal sector illustrate how quickly this risk can materialize. Courts have sanctioned lawyers for submitting filings that relied on AI-generated case law that did not exist, highlighting how unverified outputs can pass through professional workflows without detection. In parallel, regulators are responding to instances where AI chatbots have presented themselves as authoritative sources of legal guidance while producing inaccurate or misleading information. In some cases, this has resulted in users acting on incorrect advice, raising questions about responsibility, supervision, and disclosure. These examples are not marketing-specific, but they demonstrate a broader pattern. AI-generated content can appear credible and authoritative while introducing errors that are difficult to identify without structured oversight. When applied to marketing, the same risks extend to website copy, social media posts, chatbot interactions, and automated responses at scale. Digital content also leaves a durable record. It can be indexed, archived, and retrieved with ease. This increases the likelihood that issues will be identified during routine oversight, audits, or investigations. Content that was created quickly or without full review can remain visible and attributable long after it was first published, increasing both regulatory exposure and reputational risk. From Reactive to Proactive: How Firms Should Approach Marketing Compliance Many firms address compliance issues after they arise. This approach introduces avoidable risk, particularly in an environment where marketing activity is continuous, highly visible, and subject to retrospective scrutiny. A more effective approach treats marketing as a controlled, auditable communication function. This requires structure, accountability, and clear documentation aligned with the expectation that marketing activity may need to be reviewed or challenged at any point in time. Review processes should be designed to identify higher-risk content before publication, with a focus on claims, disclaimers, and contextual clarity. Approval workflows should define responsibility and ensure that decisions are formally recorded and attributable. Documentation standards should make it possible to reconstruct and evidence what was published, when it was approved, and how it changed over time. These controls reduce the likelihood of non-compliant content being published. More importantly, they ensure that firms are prepared to respond when questions arise. A well-structured approach creates a reliable, verifiable record of marketing activity, enabling firms to demonstrate compliance clearly and confidently during audits, regulatory inquiries, or disputes. Where Technology Fits: Enabling Defensible Marketing Compliance Meeting advertising rules is not sufficient on its own. Firms must also be able to demonstrate compliance if their marketing is questioned. In practice, this is where many firms face challenges. Marketing content is distributed across websites, social platforms, and third-party channels. It changes frequently, often without a complete record of what was published at a specific point in time. When regulators, competitors, or litigants raise concerns, firms may struggle to reconstruct the exact communication in question, including how it appeared, what disclaimers were shown, and what context surrounded the claim. In many jurisdictions, this challenge is a regulatory requirement. State bar rules increasingly expect law firms to maintain records of their advertising at specific points in time. In most states, this takes the form of event-driven archiving, where firms are required to retain copies of marketing content whenever it is “disseminated.” In practice, this means creating a new record each time a website is launched, significantly updated, or materially changed. Some states impose additional, more prescriptive requirements. New York Rule 7.1(k), for example, requires law firms to archive website content at defined milestones, including: the initial publication of the website any major redesign any meaningful and extensive content change In addition, New York requires firms to retain a copy of their website at least every 90 days, even if no significant changes have occurred. New Jersey applies a similar approach, requiring monthly archiving of attorney advertising. These requirements create a clear expectation. Firms must not only manage what they publish, but also maintain a complete, time-based record of how their advertising evolves. A defensible approach to marketing compliance therefore depends on the ability to capture, preserve, and reproduce marketing content as evidence, both on a scheduled basis and in response to change. Building a Defensible, Future-Ready Marketing Compliance Strategy The way law firms market their services has evolved, and the expectations that govern those activities have evolved with it. Digital channels have increased visibility and reach, while state-level regulation and enforcement have introduced additional complexity. Firms must now navigate a landscape where marketing activity is continuously exposed to scrutiny. Those firms that establish clear processes and invest in the right supporting technology are better positioned to manage risk, respond to regulatory demands, and maintain trust in a highly transparent environment.

Divorce litigation has always been a search for the truth. For decades, divorce attorneys have asked the same fundamental questions: Who owns what property? How should assets be valued and divided? What income is available for support? And when children are involved, what arrangements truly serve their best interests? Throughout the years, those questions have not changed. What has changed is the technological landscape in which they are being asked. Artificial intelligence (“AI”) is now entering nearly every profession, and the practice of matrimonial law is no exception. While AI cannot replace the judgment, discretion, and ethical responsibilities of experienced attorneys and judges, it is beginning to influence how divorce cases are investigated, prepared, and litigated. Three developments, in particular, suggest that divorce law is entering a new technological era: the use of AI to uncover financial information, the emerging risk of fabricated digital evidence, and the increasing tendency of litigants themselves to turn to AI for guidance. The Search for Hidden Assets One of the oldest battles in divorce litigation is the search for undisclosed assets. For as long as equitable distribution and community property regimes have existed, spouses have attempted to conceal income, transfer funds into undisclosed accounts, or minimize the apparent value of businesses and investments. In complex cases, uncovering the true financial picture can require months of discovery and painstaking review of bank records, tax returns, and corporate documents. AI is beginning to assist in this process. AI-driven financial analysis tools can review vast quantities of financial data and identify unusual patterns that might otherwise escape detection. These systems can flag repeated transfers to unfamiliar accounts, discrepancies between reported income and actual spending, or unexplained fluctuations in business revenues. In cases involving closely held businesses or high volumes of transactions, AI can help identify areas that warrant closer scrutiny far more quickly than traditional manual review. For example, recently a case concerning a professional practice with thousands of annual transactions used AI-assisted analysis which detected a recurring pattern of transfers to an entity, newly formed shortly before the commencement of divorce proceedings—an anomaly that justified targeted discovery and expert evaluation. Still, technology alone cannot resolve these issues. AI can identify anomalies, but determining whether those anomalies reflect legitimate business activity or intentional concealment requires professional judgment. Forensic accountants, financial experts, and experienced matrimonial attorneys remain indispensable in interpreting results and presenting them persuasively to the court. AI has become—and with constant innovation will continue to be—a powerful investigative tool. Yet it can never substitute for the human capacity to perceive and interpret the subtle factual nuances of a case, apply the law accordingly, and ultimately serve as the finder of fact. The Emerging Threat of Artificial Evidence If AI can help uncover the truth, it can also be used to manufacture it. Courts across the country are beginning to confront the growing phenomenon of AI-generated content, often referred to as “deepfakes.” With increasingly sophisticated software, it is now possible to create highly realistic audio recordings, text messages, photographs, and even video footage depicting events that never occurred. In the emotionally charged context of divorce litigation, the risk of misuse is significant. A fabricated text message purporting to show financial misconduct, or a manipulated audio recording suggesting threats or coercion, could be introduced as evidence. Even if ultimately disproven, such materials may complicate litigation, increase costs, and prolong disputes, particularly at early stages when courts are making interim decisions about custody, support, or exclusive occupancy of the marital residence. Family law practitioners have always confronted questions of authenticity, but AI raises the stakes considerably. As digital evidence becomes easier to fabricate, courts will likely require more rigorous methods of authentication. Judges, attorneys, and forensic experts will increasingly need to assess not only what evidence appears to show, but how it was created, preserved, and verified. The law of evidence has always evolved alongside technological change. AI is likely to accelerate that evolution. When Litigants Turn to Artificial Intelligence Another development is already underway, though often less visible. Individuals contemplating divorce increasingly turn to AI tools to educate themselves about the legal process before consulting an attorney. AI systems can explain general legal concepts, summarize procedures, and even generate draft settlement proposals. I experienced this first-hand when moments after sending a proposed settlement offer to my client, she ran it through ChatGPT and was advised that the proposed offer was suitable. In some respects, this trend may be beneficial. Divorce is often intimidating and confusing, and access to basic information may help individuals better understand their rights and obligations. At the same time, divorce law is highly nuanced and intensely fact-specific. Outcomes often depend on subtle distinctions in financial circumstances, statutory interpretation, and judicial discretion, factors that cannot be reduced to generalized responses. While AI can provide information, it cannot provide strategy, advocacy, or judgment. Those functions remain the province of experienced legal professionals who understand not only the law, but how courts apply it in practice. New Technology, Old Questions, and the Future of Matrimonial Litigation AI will almost certainly change the manner in which divorce cases are prepared and litigated. Financial investigations may become faster and more data-driven. Evidentiary standards may tighten in response to synthetic digital content. Clients may arrive at initial consultations better informed, and sometimes misinformed, by AI-generated advice. Yet the essential work of divorce law will remain stubbornly human. Lawyers must still exercise judgment, advise clients through emotionally charged decisions, and advocate for fair outcomes. Judges must still evaluate credibility, weigh evidence, and craft equitable resolutions for families navigating a profound personal change. In Closing As AI becomes more embedded in the divorce process, courts and practitioners will need to adapt thoughtfully, embracing technology where it enhances accuracy and efficiency, while remaining vigilant against its misuse. The future of matrimonial litigation will be shaped not by machines alone, but by the wisdom with which legal professionals choose to use them. n