Tech Stack Creep: How Law Firms Can Eliminate Redundant Legal Platforms
Legal technology rarely expands by design. More often, it grows incrementally—one new subscription at a time. A litigation team requests a docket analytics tool. Corporate adopts a contract review platform. A pilot for generative AI quietly becomes a recurring line item. Over time, the firm’s technology stack becomes layered with overlapping tools, duplicative features, and escalating costs.
This phenomenon (tech stack creep) is not just a budget issue. It is a governance issue as well.
How Redundancy Takes Root
Redundant platforms typically emerge through decentralized decision-making. Practice groups solve immediate problems independently. Vendors bundle new features that overlap with existing systems. Trial subscriptions convert to renewals without a structured review. Meanwhile, few firms maintain a comprehensive inventory of what they already own.
The result? Two analytics platforms are tracking similar judge data. Multiple current awareness tools covering the same jurisdictions. An AI contract review tool duplicating functionality embedded in a broader document management system.
This is rarely intentional, yet it holds financial significance.
Not All Redundancy Is Bad
Some overlap is strategic. Maintaining access to two major research platforms may provide depth across jurisdictions or practice areas. Redundancy can offer leverage in vendor negotiations or protection against service outages. The key question is not whether two tools overlap. It is whether the incremental value justifies the incremental cost. If differentiation is marginal, consolidation deserves consideration.
Conducting a Functional Audit
The first corrective step is visibility. Firms should maintain a living inventory of:
- Research databases
- Analytics platforms
- Document automation systems
- AI-enabled drafting tools
- Docket tracking services
- Knowledge management platforms
For each, document its primary function, secondary features, cost, user base, and integration points. Then map functional overlap. This exercise often reveals surprising duplication—particularly where vendor feature creep has quietly expanded capabilities.
The Productivity Cost of Overlap
Redundancy affects more than budgets. It creates workflow fragmentation.
When attorneys rely on different tools for similar tasks, research methodology becomes inconsistent. Data entry may be duplicated. Knowledge repositories become siloed. Training becomes diluted across too many platforms.
Governance Prevents Recurrence
To prevent ongoing tech sprawl, firms need structured oversight. Before adopting new tools, leadership should require:
- A defined problem statement
- An assessment of whether existing tools can solve the issue
- Measurable performance benchmarks for pilots
- Integration and data security review
Make Technology Subject to Lifecycle Review
Technology investments should not be permanent by default. Implementing annual or biannual evaluations ensures platforms continue to justify their cost. Underutilized tools may signal either training deficiencies or genuine redundancy. Either warrants action.
Treat legal technology like any capital investment—subject to performance metrics, renewal justification, and sunset criteria.
From Sprawl to Strategy
A growing tech stack is not inherently problematic. Redundant platforms drain budgets, fragment workflows, and obscure institutional clarity. Through systematic auditing, centralized governance, and disciplined lifecycle management, law librarians and knowledge professionals can transform technology accumulation into strategic infrastructure.
The objective is not fewer tools. It is better orchestration and communication.
Victoria Swindle, MLIS, Library Technology Specialist