AI Can Finish the Task

Who owns what happens next in your law firm

By Chris Spencer | Spencer Technology Solutions, LLC

An intake summary is ready. Who reviews it, checks what is missing, and moves the potential client toward a consultation? AI may help create the summary, but those responsibilities still need an owner.

Working with The Spencer Firm and reviewing workflows with my team as we build CYDRA Law has made me pay closer attention to these transitions. A useful output is one part of the process. The firm also needs a reliable way to act on it.

For law firm leaders considering where AI belongs, I would start by examining a handoff. Before asking how to make a task faster, ask what needs to happen after it is finished.

When a completed task leaves unfinished work

Consider this illustrative scenario. A potential client contacts a firm about an employment matter. An intake specialist gathers the initial information, and an AI tool helps prepare a summary for review.

The summary is saved in the client record. The intake specialist believes the attorney will review it. The attorney expects intake to confirm that the required information has been collected. Meanwhile, the potential client is waiting for instructions about the consultation.

Everyone may have completed the task they believed was theirs. The uncertainty sits between those tasks. Creating the summary more quickly would not, on its own, resolve that uncertainty.

A firm can address the handoff by specifying who reviews the information, what must be checked before the next step, and where the team records that the review is complete. AI might assist with parts of that work. The firm still needs to define the process.

Three questions to answer before adding automation

Who owns the next action? “The team” is too broad if no one knows who should act. Identify the responsible role and make the assignment visible. In a solo practice, one person may handle every stage, but the next action still needs to be clear.

What information does that person need? A record can contain plenty of information and still lack something needed for the next decision. Define what should be present and how missing information is flagged. An AI-generated summary should not be mistaken for confirmation that the underlying information is complete or accurate.

How will the team know the action is complete? An email being sent, a payment being received, and a consultation being booked are different events. Decide what counts as completion for each step and where someone can verify it without reconstructing the history from messages.

Examine one handoff with your team

Choose a transition that regularly prompts someone to ask for an update. Intake to consultation is one option. Consultation to case evaluation or an accepted matter moving to the person responsible for managing it could be others.

Ask the people involved to describe what triggers the handoff, what they expect to receive, and what they do next. Compare their answers. Different expectations give you a specific place to improve the process.

Then walk through a sample record together. Can the next person find the required information? Can they tell what has already happened? If something is missing, is it clear who follows up?

Include an exception. For example, if your firm requires payment before a consultation, what happens when the payment link has been sent but payment has not arrived? A process needs to account for waiting and follow-up, not only the sequence where every step succeeds.

Where AI assistance belongs

Once the handoff is clear, it becomes easier to identify a useful role for AI. A draft summary might help someone review an intake conversation. A suggested follow-up message might reduce writing time. Each use should have a defined purpose and an appropriate review step.

Other actions may be better handled by ordinary workflow rules. Assigning a task after a confirmed event does not necessarily require AI. Choosing technology should follow an understanding of the work.

Evaluate the change against the problem you identified. If the issue was unclear ownership, check whether the next action now has an owner. If it was repeated status checking, check whether the team can see what is pending. Faster content creation alone would not answer either question.

How this shapes CYDRA Law

These questions are influencing how my team and I are building CYDRA Law as an intake-to-outcome legal operations platform. We are examining how information moves through the client journey, where people need to review or decide, and what the next person needs to continue the work.

That work includes questioning steps that look straightforward on a screen but require more effort in practice. Reviewing payment and consultation scheduling, for example, has prompted me to ask where we can reduce unnecessary actions while preserving the checks the firm needs.

You do not need a new platform to begin that examination. Start with one handoff this week and ask the people involved to explain it. Before adding another tool, make sure they share an understanding of what happens next.