Litigation is beginning to resemble something lawyers are rarely trained to recognize.
Product management.
Not in the superficial sense of dashboards or metrics, but in the deeper sense of modular design, version control, internal ownership, feedback loops, and continuous improvement. The similarities are no longer metaphorical. They are structural.
Across in-house legal departments, litigation is being broken down, systematized, iterated, and governed in ways that would feel familiar to anyone who has shipped software or managed a complex product portfolio. For law firms still operating on bespoke craftsmanship alone, this shift can feel subtle at first. Over time, it becomes decisive.
The Disappearance Of The One-Off Matter
Traditional litigation practice treats each case as sui generis. Even when patterns exist, they are rarely formalized. Knowledge lives in people, not systems. Documents are reinvented. Lessons learned dissipate when teams rotate.
Product management takes the opposite approach. It assumes repetition. It isolates variables. It builds reusable components and refines them over time.
In-house legal teams are increasingly adopting this mindset. Litigation is no longer managed solely as a sequence of isolated matters. It is managed as a portfolio of recurring problems that can be decomposed, standardized where appropriate, and improved through iteration.
This is not theoretical. In empirical interviews and pilots conducted through ESI Flow, in-house teams consistently described breaking litigation into component parts. Discovery protocols, escalation thresholds, jurisdictional adjustments, and fallback positions were treated as modules rather than bespoke creations. Each new matter became a deployment, not a reinvention.
Internal Ownership Changes Everything
One of the defining traits of product management is ownership. Someone owns the roadmap. Someone decides what ships, when, and why.
That same shift is happening in litigation.
The first draft of litigation documents is increasingly owned in-house. Playbooks are defined internally. Preferences are encoded before outside counsel is engaged. Law firms are brought in to advise, refine, and execute, not to invent the system from scratch.
This reflects a broader shift from firm-led to client-orchestrated litigation, as framed in recent research published by Stanford Law’s CodeX. The research draws on qualitative interviews across legal departments and legal service providers and identifies internal ownership as a central driver of evolving litigation workflows.
When in-house teams own the structure, strategy becomes portable. Knowledge accumulates. Decisions compound instead of resetting with each new matter.
Versioning Is The Tell
If you want to see whether a legal department has crossed into product thinking, look for versioning.
Product teams version everything. Features change. Bugs are fixed. Releases are tracked. Nothing is static.
In litigation, versioning used to be informal at best. Documents were saved, modified, emailed, and forgotten. Changes were reactive rather than intentional.
That is changing.
In ESI Flow pilots, in-house teams described tracking changes to ESI protocols and litigation frameworks over time. They compared versions across jurisdictions and matters. They asked why deviations occurred and whether they were justified. They treated litigation artifacts as living systems rather than static forms.
This is pure product logic. It assumes learning. It assumes feedback. It assumes that improvement is possible and measurable.
Playbooks Are Becoming Operating Systems
Perhaps the clearest signal of this shift is what is happening to playbooks.
What once lived as static PDFs is increasingly evolving into dynamic systems. Playbooks now embed decision logic, fallback positions, and escalation rules. In some cases, they are augmented by AI tools that recommend next steps or flag deviations.
This aligns directly with Trend 3 identified in the Stanford Codex research. Playbooks are no longer guidance documents. They are becoming operating systems for legal decision-making.
Product teams would recognize this immediately. A playbook that executes logic, records outcomes, and adapts over time is not a memo. It is infrastructure.
Law firms that treat playbooks as suggestions to be rewritten often miss the point. From the client’s perspective, the playbook is the product.
Analytics Replace Anecdote
Another hallmark of product management is measurement.
Product teams ask what works, where friction appears, and why users behave the way they do. They instrument systems to learn.
Litigation has historically relied on anecdote and intuition. Success was contextual. Failure was rationalized. Data was scarce.
That is changing.
In-house teams are beginning to analyze litigation workflows across matters. They track cycle time, escalation frequency, discovery disputes, and deviations from standard protocols. These insights inform future design choices.
This does not eliminate judgment. It focuses it.
When analytics reveal that certain disputes consistently stall at the same point, the system is adjusted. When a jurisdiction repeatedly requires deviations, that logic is codified. Over time, litigation becomes more predictable without becoming rigid.
Why Law Firms Struggle With This Shift
Law firms are not built like product organizations. They are built around individual expertise, bespoke service, and case-by-case reasoning.
Product thinking can feel constraining. Modular workflows can feel reductive. Internal ownership can feel like a loss of control.
But this framing is misleading.
Product management does not eliminate creativity. It creates the conditions for it to matter where it counts. By standardizing the routine, it frees attention for the exceptional.
Firms that adapt to this model find their role sharpened. They advise on edge cases. They bring insight where systems reach their limits. They collaborate within client-defined architectures rather than competing with them.
Those who resist often find themselves misaligned with how clients now think about their own litigation operations.
The Deeper Implication
This is not merely a change in tools or workflows. It is a change in mental model.
Litigation is no longer treated solely as a series of discrete legal events. It is treated as a system that can be designed, governed, and improved over time.
That is product management thinking, whether lawyers call it that or not.
Platforms like ESI Flow reflect this reality by supporting modular drafting, version control, and institutional memory across matters. But the underlying shift would be happening even without any particular tool. The tool follows the mindset, not the other way around.
The Bottom Line
Lawyers have long prided themselves on bespoke craftsmanship. That pride is not misplaced. But craftsmanship alone no longer defines strategic leadership in litigation.
Increasingly, leadership comes from those who design the system.
In-house legal teams are doing exactly that. They are borrowing from product management, not because it is trendy, but because it works.
Law firms that recognize this will find new ways to add value within client-orchestrated environments. Those who do not may continue to practice excellent law while slowly losing influence over how litigation is actually run.
Litigation is starting to look like product management because, at scale, that is what it has become.
Olga V. Mack is the CEO of TermScout, where she builds legal systems that make contracts faster to understand, easier to operate, and more trustworthy in real business conditions. Her work focuses on how legal rules allocate power, manage risk, and shape decisions under uncertainty. A serial CEO and former General Counsel, Olga previously led a legal technology company through acquisition by LexisNexis. She teaches at Berkeley Law and is a Fellow at CodeX, the Stanford Center for Legal Informatics.She has authored several books on legal innovation and technology, delivered six TEDx talks, and her insights regularly appear in Forbes, Bloomberg Law, VentureBeat, TechCrunch, and Above the Law. Her work treats law as essential infrastructure, designed for how organizations actually operate.
The post Why Litigation Is Starting To Look Like Product Management appeared first on Above the Law.
Litigation is beginning to resemble something lawyers are rarely trained to recognize.
Product management.
Not in the superficial sense of dashboards or metrics, but in the deeper sense of modular design, version control, internal ownership, feedback loops, and continuous improvement. The similarities are no longer metaphorical. They are structural.
Across in-house legal departments, litigation is being broken down, systematized, iterated, and governed in ways that would feel familiar to anyone who has shipped software or managed a complex product portfolio. For law firms still operating on bespoke craftsmanship alone, this shift can feel subtle at first. Over time, it becomes decisive.
The Disappearance Of The One-Off Matter
Traditional litigation practice treats each case as sui generis. Even when patterns exist, they are rarely formalized. Knowledge lives in people, not systems. Documents are reinvented. Lessons learned dissipate when teams rotate.
Product management takes the opposite approach. It assumes repetition. It isolates variables. It builds reusable components and refines them over time.
In-house legal teams are increasingly adopting this mindset. Litigation is no longer managed solely as a sequence of isolated matters. It is managed as a portfolio of recurring problems that can be decomposed, standardized where appropriate, and improved through iteration.
This is not theoretical. In empirical interviews and pilots conducted through ESI Flow, in-house teams consistently described breaking litigation into component parts. Discovery protocols, escalation thresholds, jurisdictional adjustments, and fallback positions were treated as modules rather than bespoke creations. Each new matter became a deployment, not a reinvention.
Internal Ownership Changes Everything
One of the defining traits of product management is ownership. Someone owns the roadmap. Someone decides what ships, when, and why.
That same shift is happening in litigation.
The first draft of litigation documents is increasingly owned in-house. Playbooks are defined internally. Preferences are encoded before outside counsel is engaged. Law firms are brought in to advise, refine, and execute, not to invent the system from scratch.
This reflects a broader shift from firm-led to client-orchestrated litigation, as framed in recent research published by Stanford Law’s CodeX. The research draws on qualitative interviews across legal departments and legal service providers and identifies internal ownership as a central driver of evolving litigation workflows.
When in-house teams own the structure, strategy becomes portable. Knowledge accumulates. Decisions compound instead of resetting with each new matter.
Versioning Is The Tell
If you want to see whether a legal department has crossed into product thinking, look for versioning.
Product teams version everything. Features change. Bugs are fixed. Releases are tracked. Nothing is static.
In litigation, versioning used to be informal at best. Documents were saved, modified, emailed, and forgotten. Changes were reactive rather than intentional.
That is changing.
In ESI Flow pilots, in-house teams described tracking changes to ESI protocols and litigation frameworks over time. They compared versions across jurisdictions and matters. They asked why deviations occurred and whether they were justified. They treated litigation artifacts as living systems rather than static forms.
This is pure product logic. It assumes learning. It assumes feedback. It assumes that improvement is possible and measurable.
Playbooks Are Becoming Operating Systems
Perhaps the clearest signal of this shift is what is happening to playbooks.
What once lived as static PDFs is increasingly evolving into dynamic systems. Playbooks now embed decision logic, fallback positions, and escalation rules. In some cases, they are augmented by AI tools that recommend next steps or flag deviations.
This aligns directly with Trend 3 identified in the Stanford Codex research. Playbooks are no longer guidance documents. They are becoming operating systems for legal decision-making.
Product teams would recognize this immediately. A playbook that executes logic, records outcomes, and adapts over time is not a memo. It is infrastructure.
Law firms that treat playbooks as suggestions to be rewritten often miss the point. From the client’s perspective, the playbook is the product.
Analytics Replace Anecdote
Another hallmark of product management is measurement.
Product teams ask what works, where friction appears, and why users behave the way they do. They instrument systems to learn.
Litigation has historically relied on anecdote and intuition. Success was contextual. Failure was rationalized. Data was scarce.
That is changing.
In-house teams are beginning to analyze litigation workflows across matters. They track cycle time, escalation frequency, discovery disputes, and deviations from standard protocols. These insights inform future design choices.
This does not eliminate judgment. It focuses it.
When analytics reveal that certain disputes consistently stall at the same point, the system is adjusted. When a jurisdiction repeatedly requires deviations, that logic is codified. Over time, litigation becomes more predictable without becoming rigid.
Why Law Firms Struggle With This Shift
Law firms are not built like product organizations. They are built around individual expertise, bespoke service, and case-by-case reasoning.
Product thinking can feel constraining. Modular workflows can feel reductive. Internal ownership can feel like a loss of control.
But this framing is misleading.
Product management does not eliminate creativity. It creates the conditions for it to matter where it counts. By standardizing the routine, it frees attention for the exceptional.
Firms that adapt to this model find their role sharpened. They advise on edge cases. They bring insight where systems reach their limits. They collaborate within client-defined architectures rather than competing with them.
Those who resist often find themselves misaligned with how clients now think about their own litigation operations.
The Deeper Implication
This is not merely a change in tools or workflows. It is a change in mental model.
Litigation is no longer treated solely as a series of discrete legal events. It is treated as a system that can be designed, governed, and improved over time.
That is product management thinking, whether lawyers call it that or not.
Platforms like ESI Flow reflect this reality by supporting modular drafting, version control, and institutional memory across matters. But the underlying shift would be happening even without any particular tool. The tool follows the mindset, not the other way around.
The Bottom Line
Lawyers have long prided themselves on bespoke craftsmanship. That pride is not misplaced. But craftsmanship alone no longer defines strategic leadership in litigation.
Increasingly, leadership comes from those who design the system.
In-house legal teams are doing exactly that. They are borrowing from product management, not because it is trendy, but because it works.
Law firms that recognize this will find new ways to add value within client-orchestrated environments. Those who do not may continue to practice excellent law while slowly losing influence over how litigation is actually run.
Litigation is starting to look like product management because, at scale, that is what it has become.
Olga V. Mack is the CEO of TermScout, where she builds legal systems that make contracts faster to understand, easier to operate, and more trustworthy in real business conditions. Her work focuses on how legal rules allocate power, manage risk, and shape decisions under uncertainty. A serial CEO and former General Counsel, Olga previously led a legal technology company through acquisition by LexisNexis. She teaches at Berkeley Law and is a Fellow at CodeX, the Stanford Center for Legal Informatics.She has authored several books on legal innovation and technology, delivered six TEDx talks, and her insights regularly appear in Forbes, Bloomberg Law, VentureBeat, TechCrunch, and Above the Law. Her work treats law as essential infrastructure, designed for how organizations actually operate.
The post Why Litigation Is Starting To Look Like Product Management appeared first on Above the Law.
