Over the winter break, I set out to solve a puzzle: Why do some research studies report up to 90% failure rates for AI pilots (Source: Forbes, RAND Corporation), while CIOs, CTOs, and CInOs often seem more optimistic about their success?
Fueled by curiosity, I spoke with innovation directors, CTOs, and other key stakeholders to uncover the truth behind these contrasting perspectives.
First off, a huge thank you to everyone who generously shared their experiences and insights. You’ve helped shine a light on the realities of technology pilots in law firms—and it’s clear there’s both a challenge and an opportunity.
The Innovation Floodgates Are Open
Since the arrival of ChatGPT, IT, innovation, and knowledge management teams have been working overtime. What many thought was a passing hype has turned into a persistent flood of AI-driven tools.
The problem? The current "technology-first" approach is no longer working. The sheer number of tools makes prioritization and investment decisions a Herculean task. And this challenge isn’t limited to AI pilots—it applies to all pilots, though AI’s rapid evolution and adoption have amplified it.
The Current Pilot Landscape: What’s Working and What’s Not
The Standard Process
Vendors introduce a new tool, kicking off a labor-intensive process of vetting, security checks, and use-case exploration. Attorneys are cautiously engaged, often for short-term pilots lasting a month or so. Usage is tracked, feedback is collected (usually via surveys), and a decision is made to adopt—or not.
Outcome: About 30-50% of pilots result in tool adoption. Not bad, but far from optimal.
What Works Best
This vendor-driven "technology push" model works reasonably well for simple, single-purpose tools (e.g., deposition or trademark tools). These are easier to pilot because they solve a clear, specific problem.
Where It Falls Flat
- Multi-purpose tools like Harvey or Microsoft CoPilot struggle in this framework because no single use case justifies their full potential.
- Attorney-initiated pilots often get deprioritized, especially when they’re smaller projects involving just 3-4 attorneys and aim to save $50k–$200k annually. While significant for a single practice group, these can’t compete with larger firm-wide initiatives.
- Survey fatigue and qualitative data make it hard to justify ROI, leading to indecision and delays.
Shared Challenges Across Firms
Despite differences in size and strategy, a few universal truths emerged:
Oversight Is Critical
With so many tools and ideas floating around, firms need centralized coordination to prioritize investments, maintain strategic alignment, and avoid chaos from duplication, incompatible solutions, low adoption rates, and IT maintenance nightmares.
Free Pilots Are Still Costly
Vendors may offer “free” pilots, but any pilot still requires significant internal resources, including staff time to support training, and data collection. Without a clear plan, pilots become costly distractions.
A well-structured pilot will take time to organize but minimizes effort waste overall. The data collected informs the investment decision and the proven use cases form the foundation for scaling, reducing adoption challenges in the implementation phase.
Scope Clarity Boosts Success
Clearly defining use cases and objectives upfront dramatically increases the odds of a successful pilot. Unfortunately, in the fast-moving AI landscape this is easier said than done.
Surveys Aren’t Enough
Surveys are the default method for tracking pilot outcomes but often lead to incomplete, qualitative insights. Survey fatigue is a recurring issue, especially when the same forward-thinking attorneys are approached for every pilot.
ROI Is Tricky to Prove
Benefits like time savings and efficiency gains are hard to quantify, especially when use cases don’t capture a tool’s full potential.
A New Approach: Let’s Fix the Pilot Problem
Initially, I thought the problem was pilot failure rates. But after speaking with industry leaders, it became clear: the real issue lies in the prep work, logistics, and follow-through required to prioritize investments effectively.
Pilots are not just about testing technology; they’re about answering two critical questions:
- “Will this solution work for us?”
- “Should we prioritize this investment?”
We’ve been helping our clients answer these questions for years. For example, our recent Jones Walker case study highlighted how a thoughtful approach led to 70% attorney engagement with AI tools in just two months—far exceeding typical adoption rates. In another project, a firm achieved unanimous agreement from the partnership for a $1M investment after years of gridlock caused by office politics. These successes demonstrate the power of clear objectives, structured processes, and actionable insights.
The Pilot Success Accelerator: Turning Challenges Into Opportunities
To tackle the unique challenges of AI pilots, we’re launching the Pilot Success Accelerator. This service is designed to:
- Deliver clear, data-driven results that enable confident decision-making.
- Reduce the workload on internal teams, freeing up resources for strategic priorities.
- Provide a structured process that leaves no doubt about what to do next.
Unlike traditional pilot approaches that focus solely on tool evaluation, our Accelerator ensures alignment with strategic goals and lays the groundwork for firm-wide scalability—maximizing the impact of every investment.
We Want Your Input
Your feedback is invaluable in shaping this new service. To ensure the discussion is mutually beneficial—and assuming you have plans for an AI pilot in 2025—we’re offering a free Pilot Setup Review for 10 firms.
This review will equip you with critical insights into whether your current setup will deliver the data you need and will provide actionable recommendations to:
- Clarify objectives and success metrics.
- Streamline prep work and logistics.
- Establish the foundation for firm-wide scaling.
Be among the first 10 firms to receive feedback on your AI pilot plans at no cost. Reach out to us at info@organizing4innovation.com to secure your spot today!
What’s Next?
By prioritizing preparation, aligning objectives, and providing structured guidance, the Pilot Success Accelerator transforms pilots from costly experiments into opportunities for measurable success.
Let’s turn your next AI pilot into a success story— one that delivers results that matter, enables leadership to invest confidently, and drives meaningful impact for the firm and its clients.