The attorney doesn't sequence the research. The agent does.

This matters for small law firms specifically because the sequencing step — figuring out which research threads to pull, which documents to check, which issues to surface first — is one of the highest-value and most time-consuming parts of matter preparation. Agentic AI doesn't replace the attorney's professional judgment about what to do with the results. But it replaces the hours of manual orchestration required to gather them.

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What "Agentic" Actually Means in Practice

The term "agentic AI" gets used loosely, so let's be specific about what Clio Work is actually doing.

A traditional AI tool in legal work looks like this: attorney types "summarize the holdings in Palsgraf v. Long Island Railroad," gets a summary, types "find similar cases in New York courts," gets a list, types "which of these have been cited recently in products liability cases," gets another list. The attorney is managing the sequence of queries.

An agentic AI tool in Clio Work looks like this: attorney types "find the key negligence precedents in New York that apply to this premises liability matter and identify any split-authority issues I should address in my brief." The agent determines that this requires: identifying the applicable negligence standard in NY, finding the controlling cases, checking for any circuit splits or conflicting holdings, reviewing for recent developments, and summarizing the implications for the brief. The agent runs each of those steps in sequence. The attorney gets the compiled output and reviews it.

The attorney's job shifts from managing the research process to evaluating the results.

Clio also includes real-time thinking traces — you can see what the agent is doing as it works, and interrupt or redirect if it's going down a wrong path. This is the oversight architecture that professional ethics requires: you're not handing the work to a black box, you're supervising an assistant whose work you can audit.

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Three Workflows to Try First

For a 5-20 attorney firm using Clio Work, here are the three workflows where agentic AI is most likely to produce immediate, measurable time savings.

1. Pre-Hearing Research Compilation

The old workflow: Assign research to an associate or paralegal. They spend 2-4 hours pulling cases, summarizing holdings, organizing by relevance. You review and fill gaps. Total time: 3-6 hours across two staff members.

The agentic workflow: Open the matter in Clio Work. Type: "Identify all relevant case law on [legal issue] in [jurisdiction], summarize each holding's applicability to the facts in this matter, and flag any conflicting authorities." The agent runs the research sequence. You review the compiled output — typically 30-45 minutes of review versus 3 hours of research.

What changes: You're reviewing, not researching. The time savings are in the hours you don't spend on the gathering step.

What doesn't change: Your professional judgment about which authorities are strongest, which arguments to lead with, and how to frame the research for the court or opposing counsel. The agent doesn't know your client's specific facts as well as you do. It gives you the material; you do the analysis.

2. Contract Review and Risk Flagging

The old workflow: Read the contract, flag concerns, compare to your preferred positions, summarize for the client. A 30-page agreement at a reasonable pace: 2-3 hours.

The agentic workflow: Open the contract in Clio Work. Type: "Review this agreement and identify any clauses that create unusual liability exposure, deviate significantly from market-standard terms in [practice area], or conflict with each other." The agent reads the full document, identifies the issues, and produces a flagged summary.

What changes: You're reviewing a flagged summary rather than reading for issues cold. For a routine commercial agreement, this can cut initial review time by half.

The critical caveat: Agentic AI is excellent at pattern recognition — identifying a non-standard indemnification clause or a missing limitation on liability. It's less reliable on judgment calls — whether a particular risk is material for this specific client in this specific context. Use it for the first-pass flag. Own the assessment.

3. Matter Strategy Preparation

This is the most powerful use case — and the one most likely to change how senior attorneys prepare for significant matters.

The old workflow: Review the case file, recall relevant precedents, identify the key vulnerabilities in your theory and the opposing theory, build a preparation outline for trial, deposition, or mediation. A complex matter: 4-8 hours of preparation time.

The agentic workflow: Open the matter in Clio Work with the key documents loaded. Type: "Based on the documents in this matter, identify the three strongest arguments in our favor, the three weakest points in our case, the evidence we have to support each argument, and the likely counterarguments opposing counsel will make." The agent synthesizes across the document set, surfaces the structure, and identifies the gaps.

What changes: You start from a structured framework rather than a blank page. The gaps the agent identifies are the gaps you need to address before the hearing or deposition.

What doesn't change: Your knowledge of the client, your assessment of the judge, your read on opposing counsel, and your experience with how similar arguments have played out in your jurisdiction. The agent gives you the framework; you supply the judgment that makes it work.

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The Vincent App: AI Research in Your Pocket

Alongside the agentic AI launch, Clio is releasing Vincent — a mobile app (iOS and Android) that extends Clio Work's legal research AI to mobile.

For a solo practitioner or small firm attorney who is frequently in court, in client meetings, or traveling: Vincent puts AI-assisted legal research in your pocket with full matter context. When a judge asks a question from the bench that you need to verify, or a client asks a follow-up that requires checking a filing detail, Vincent can pull from the matter's document and research history to give you a grounded answer.

This is not a replacement for preparation. It's a backstop for the moments when preparation doesn't cover everything — which is most hearings.

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What This Means for Staffing

The workflow implications of agentic AI in Clio Work are worth being direct about.

For a 5-10 attorney firm, the research and document review workload that currently flows to junior associates or paralegals is the most directly affected. When the partner can run a full precedent research sequence in Clio Work in the time it previously took to assign and wait for associate research, the economics of the traditional research delegation model shift.

This doesn't mean agentic AI replaces junior staff. It means the nature of junior staff contribution changes. The associate who spent 80% of their time on research and 20% on client interaction and case strategy will likely spend a different ratio once the research step is dramatically compressed.

For hiring: the qualities that make a strong associate in an agentic-AI firm are different from those in a traditional firm. Critical review of AI-generated research, judgment about which outputs to trust, and the ability to direct the agent toward the right framing — these become more important than raw research speed.

Plan your next hire accordingly.

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How to Get Access

Clio Work's agentic AI capabilities are rolling out to Clio Work subscribers in April 2026. Check your Clio dashboard for the update, or contact your Clio account representative if you're not seeing the feature yet.

If you're currently on Clio Manage but not Clio Work: the agentic AI features are part of the Clio Work tier. Review the pricing and capability comparison at clio.com before your next subscription renewal — for many small litigation and transactional firms, the research time savings from a single complex matter will offset the upgrade cost.

The Vincent mobile app is available in the App Store and Google Play for Clio Work subscribers.

Try the contract review workflow first. It's the lowest-stakes introduction to what "type a goal, get a result" actually looks like in practice. One 30-page agreement reviewed with agentic assistance will tell you more about whether this belongs in your workflow than any product demo will.

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Source: LawNext — Clio Adds Agentic AI Capabilities to Clio Work, Also Launches Vincent Mobile App