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Every board decision creates a formal record, but that record may capture only part of its history. Approved minutes, resolutions, and recorded votes preserve the official outcomes of board discussions. The concerns directors raised, alternatives they considered, and reasoning that shaped a decision may be documented only partially, if at all. As a result, revisiting a past decision can sometimes require more than reviewing the official record. It may also mean piecing together the context that informed it.
Unfortunately, that hidden history often stays hidden. It exists only with the people involved. When those people leave, that knowledge goes with them. This means terms ending, chairs rotating off, executives departing, and committees handing off their work to new members all come with a loss of institutional knowledge. Ordinary governance continuity costs the board some of its working memory.
Understanding the Board Knowledge Gap
We wanted to better understand what this knowledge gap costs an organization and how it closes when fully governed AI can work directly with a board’s record. To do this, we spoke with four members of the OnBoard Governance Advisory Council:
- Vernetta Walker, CEO, Vernetta Walker & Associates
- Donna Hamlin, founder and CEO, Boardwise
- Larry Tyler, chairman and CEO, Practical Governance Group
- AJ Crabill, director of Governance at the Council of the Great City Schools
“There’s always going to be someone who knows more than others unless you have a board that has zero turnover,” Walker explained. Throughout these discussions, a common theme emerged: the secret isn’t scrambling to replace what departing members knew. Rather, it’s ensuring access to the board’s history survives departures.
Preparation Means More Than Reading the Packet
Tyler saw the importance of preparation firsthand when the board chair of an association he was part of retired. Compounding the problem, the treasurer moved away, and the vice president stepped back around the same time. “Some issues come up, and you don’t have anybody that has the story,” he says. “It’s not just what was in the minutes, but the story about what was done in the past.”
Walker discussed the practical side of these changes. Directors can’t study every past discussion. The knowledge that lives in one person’s head can’t live in everyone’s head. “No one has the time, or probably the desire, to dig into everything,” she says. “But when we’re talking about making critical decisions, that’s when it’s important to have access to information.” Without that information, she points out, the board can end up relitigating old debates without understanding what was considered before or what has changed since.
Crabill pointed out a cost that’s often overlooked. In boards where relationships are strong, trust alone goes a long way toward bridging a director’s preparation gap. This breaks down when trust is thin. In those environments, suspicions about “what’s being hidden” become common. In those cases, Crabill says “any significant information asymmetry is really only going to deepen those problems.”
New directors feel the strain of lost knowledge the most. Tyler estimates that it takes a year for a new board member to become fully acclimated. In complex organizations, Crabill says acclimation can take even longer. “It was year three when I really started to understand the cycle and the rhythm,” he said of his own time on a school board.
Good mentors and well-crafted orientation materials help with onboarding new directors. But they don’t paint the full picture. For that, they need knowledge they weren’t present for. That’s why effective board meeting preparation is a whole board issue. As Hamlin puts it: “If you don’t do your homework, you’re just listening.”
From Storing Board History to Using It
This missing information isn’t usually totally gone. With access to board books and minutes, you can often answer what the board decided and reconstruct some of the context around why. But members have to know which meeting made the decision, find the materials for that meeting, and reconstruct the story by hand using the limited information stored there.
“Most people won’t stop in the middle of the deliberations in order to go back and research this,” Tyler says. “This is one of those things that would be wonderful if you could do prior to the board meeting.”
The rise of contextual AI has changed this equation. A typical LLM is limited to its training material and whatever it can find on the open web when it answers questions. In the boardroom, contextual AI should operate within clear governance controls while using the organization’s own governance record as context. Now, when a director wants to know what the board discussed in a previous meeting, they can simply ask the AI in plain English. The AI can even help determine what’s changed that might lead to a different decision today.
OnBoard’s AI Assist is one such model. It’s a fully governed solution that works within the board’s existing record and respects role-based permissions to keep sensitive data safe. Directors are already using AI extensively. According to OnBoard’s 2026 Board Effectiveness Survey, 92% of directors used AI for board work in the past six months. The problem is that fewer than 25% have used a tool built specifically for board work.
“We can’t always count on there being someone in the room who was a part of those previous conversations,” Walker says. Organizations benefit when they bring “that context and scope of previous discussions” into present-day decisions.
What Changes for the People Around the Board
With contextual AI at their disposal, directors get the type of deep context that drives relevant questions. They can review past decisions to save time on material already covered. They can ask the right questions to determine if past reasoning still holds.
CEOs and executives benefit as well. Crabill mentions a common question from new members when a contract or partnership is expiring. They want to know how well the partnership has worked out. The problem, he says, is that this knowledge isn’t always captured in an easy-to-share way. “There’s what I know in my brain because I was here throughout this entire time,” he says, “which is completely different than what I can readily produce.” Crabill argues that systems that collect the evidence along the way can make “the look back an automatic process rather than something that management has to generate.”
Finally, these tools free up governance professionals for more strategic work as they no longer need to serve as the search engine for directors. Their job is also easier during board succession planning. When someone leaves the board, the decisions they helped shape remain accessible, along with more of the recorded context around them.
What Boards Should Demand From AI That Touches the Record
Most AI tools don’t operate within an organization’s governed framework. This means that every bit of data sent to them could be compromised. As Crabill warns, uploading data to a public AI model sends it “along a pathway that you don’t control to a repository that you don’t control.”
To make matters worse, 60% of directors serve on boards with no formal AI policy. As Walker says, “Someone has to take responsibility for owning that piece of work.”
In order to ensure responsible AI use in the boardroom, boards should only use solutions that have these governance standards:
- Grounded answers: AI answers are drawn from the board’s actual governance record.
- Existing permissions respected: AI never provides a way to bypass access controls.
- A path back to the source: Each answer traces back to and references original material.
- Honesty about gaps: The AI says when it doesn’t have an answer rather than hallucinating one.
- No training on board data: The board’s record is never used to train AI models.
- Human judgment retained: AI is only responsible for surfacing content, not making decisions.
Together, these standards reduce board risk exposure by keeping AI use grounded in the governance record and subject to the controls boards expect. Hamlin adds that accountability can’t rest with the board alone. She says the board, management, and the tool’s developer must work together as the “three musketeers” to build the workflow.
The Record Has Limits
The gap between the official record and the full knowledge behind every decision still exists. As Tyler says, minutes “are usually sanitized so that they have the facts, but don’t necessarily have every bit of information that went into the discussion.”
Hamlin drives this home by recalling a board meeting where a heated exchange between the chair and another director turned physical. The minutes, aiming to remain professional, simply recorded that a debate ensued.
Even with the best of tools, people will still carry information that the record can’t. That’s why Hamlin advises new directors to meet one-on-one with every board member. This lets them learn everyone’s perspectives and sensitivities.
Tyler remembers a time when a mentor sat beside him during his first year on a board. They explained the story behind issues, sometimes warning that a topic was too hot for a new member to step into yet. The key is learning where human judgment must stay in AI-assisted governance.
Governance Continuity Becomes a Capability
For much of governance history, important institutional knowledge and context could leave an organization when the people who remembered it did.
That no longer has to be the case. Most of the material exists in the board’s books and minutes. Now, we have the technology to put that knowledge to work meaningfully. A first-year director can ask the same question as a 10-year veteran. An executive can tie a recommendation to earlier board concerns. The whole board can start from shared context instead of reconstructing the past in the room.
The boards that make the most of this technology will make their history accessible, govern how AI uses it, and continue to value human judgment, while keeping accountability in place.
About The Author
- Ben Blanc is the Brand Narrative Manager at OnBoard, where he shapes the company's public voice across social media, live programming, and external communications. With 18+ years of experience spanning media, operations, and marketing, he brings a blend of storytelling instinct and editorial discipline to B2B SaaS. Ben has spent his career turning complex ideas into clear, accessible, and actionable narratives. At OnBoard, his focus is on thought leadership grounded in real customer proof, credible perspective, and content worth paying attention to.
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