AI-assisted contract review, redlining, drafting, negotiation, and risk analysis

The conversation surrounding artificial intelligence in the Canadian legal sector has fundamentally shifted. No longer a novel concept or a distant future projection, AI has become a baseline reality for modern legal practices. Today, the real challenge facing law firms and corporate legal departments is operational: how to move past isolated, ad-hoc digital experiments and turn generative AI into a dependable, structured part of how legal work actually gets done.

The recent market introduction of Lexis+® with ProtégéTM in Canada marks a significant evolution in this landscape. By moving the industry away from standalone AI utilities and introducing end-to-end, automated legal processes, this launch represents a major turning point in how the Canadian legal profession applies technology to everyday practice.

The recent market introduction of Lexis+® with ProtégéTM️ in Canada marks a significant shift in the legal tech landscape, moving the industry away from standalone AI functionality and into a new phase that where AI is woven into the fabric of legal work. This shift is worth paying attention to because it marks an important turning point in how the Canadian legal profession is applying the technology to legal practice.

I do not use a dedicated legal AI review platform. I use a frontier general-purpose model on commercial terms, with a structured set of instructions built around it that enforce the discipline the platforms sell as a feature. Generally, Claude (on their Pro Max plan) at the time of writing, but ChatGPT’s Work (released this week) is looking decent too.

Every legal team hears that AI will change contract work. But we also hear the horror stories about relying on it too much. Where is the practical advice for your daily work?

Join our next session to get real, honest guidance.

What you will learn:
🛠️ Where AI works and where it fails: The truth about AI in drafting and review.
❗ Risk framework: How to easily spot mistakes in AI content.
⭐ Smart prompting: Techniques to get reliable results every time.

We will show you these strategies live in LawVu Draft using real contract examples.

Link in comments

Harvey is now available as an agent inside Microsoft 365 Copilot and Copilot Cowork.

Legal teams don't need more tools. They need the tools they already use to work smarter for them.

Harvey is now available as an agent inside Microsoft 365 Copilot and a plugin inside Copilot Cowork, bringing expert-level legal intelligence directly into the environment where legal teams already work.

Using AI to draft contracts without legal expertise is a lot like someone with zero cultivation experience using ChatGPT to start a cannabis grow.

Everything might look good at first. The SOPs look right. The facility is built. The plants are hopefully growing. But when harvest comes, all the things you didn't know to look for inevitably pop up.

The same thing happens with contracts.

AI can produce documents that look professional. The problem is that if you don't know which risks to address, you probably won't recognize what's missing. And by the time you find out, you're already in a dispute, dealing with regulators, or paying someone to fix the problem.

To be clear, I'm not anti-AI. I use AI to draft and review contracts every day.
But there's a big difference between using an out-of-the-box LLM and using AI that's guided by custom skills, MCPs, legal playbooks, and subject-matter expertise.

Will this change in the future? Probably. But today, expertise is still what allows you to spot the problems AI consistently misses.

What are your thoughts on using AI to draft contracts? Let me know in the comments.

DISCLAIMER: Attorney advertising. This post and any comments are not legal advice.

Draft smarter, right where you already work.

Clio for Word is now in beta, bringing legal AI drafting, analysis, and review directly into Microsoft Word so you can stay in the environment where you already do your best work.

Drawing on the world's largest legal database, it generates first drafts, surfaces revision suggestions through track changes, and analyzes documents for legal and structural risks, all without switching applications.

Learn more at the link in comments.

Docusign agents triage, review, and move agreements forward across its Intelligent Agreement Management platform, solving business problems in the way point products cannot

SAN FRANCISCO, May 11, 2026 /PRNewswire/ -- Docusign (NASDAQ: DOCU) today announced a new set of AI-powered capabilities and strategic partnerships designed to help in-house legal teams drive progress for their companies while enjoying cutting edge AI-based legal tools. With the introduction of a contract assistant and agents, Docusign is expanding its Intelligent Agreement Management (IAM) platform — the only platform with total context of your agreement history and relationships — to serve as the system of action for legal professionals and the teams they support.

Microsoft just dropped something big for the legal world & we need to talk about it. Yesterday, April 30 2026, Microsoft launched the Legal Agent in Word, a purpose-built AI tool for legal workflows like contract review, clause-by-clause analysis, automated redlining and negotiation support. This is not a generic chatbot repurposed for law. It was built with legal engineers and lives inside Word, where most legal work already happens. Now as a lawyer in Kenya and across Africa, here’s my take: THE UPSIDE & IT'S REAL: For legal professionals in Kenya, East Africa and beyond, AI contract review could genuinely level the playing field. A junior associate in Nairobi can now access clause-by-clause analysis that once required senior counsel time. Small firms and solo practitioners across Africa’s legal ecosystem can punch above their weight. Turnaround on contracts, NDAs and due diligence could drop from days to hours. That’s not just efficiency; that’s access to justice. THE RISKS & WE MUST NOT LOOK AWAY: Here it gets serious. While AI should improve efficiency, it must NEVER replace human judgment in law. And we have evidence... Just days ago, South Africa’s Communications Minister Solly Malatsi withdrew the country’s draft National AI Policy after journalists found at least 6 of 67 academic citations were AI hallucinations. The papers did not exist, authors were invented. A national AI governance document undone by the very thing it sought to regulate. This is not isolated. Courts globally, including in US cases, have sanctioned lawyers for submitting AI-generated briefs citing non-existent cases. Over 1,000 incidents have been tracked worldwide. In Kenya and Africa, where precedent matters deeply, courts are stretched, and one bad citation can affect access to justice, the stakes are even higher. HUMAN IN THE LOOP, ALWAYS: Lawyers take oaths for a reason. Our work touches livelihoods, liberty, families, futures. The ripple effects of legal error are profound and often irreversible. AI should be a sharp pencil, not the hand. Human oversight is not optional. Microsoft itself says: "The Legal Agent does not provide legal advice or professional determinations and is not a substitute for a qualified legal professional." We must not let machines dictate critical decisions more so because, when we remove the human from the loop, we don’t enter the future, we enter dangerous times! As our African wisdom says: "Umuntu ngumuntu ngabantu." A person is a person through other people. No machine can carry that moral weight. AI should be adopted with discipline, not blind trust, especially in high-stakes legal environments across Africa. Human verification remains essential. always!!! #LegalTech #AIInLaw #MicrosoftLegalAgent #HumanInTheLoop #AIHallucinations #CyberSecurityLawyer #ResponsibleAI #LegalEthics #FutureOfLaw #AfricanLawyers https://lnkd.in/dJb85MDt

Microsoft launches Legal Agent inside Word: Microsoft has introduced a new **Legal Agent** inside **Word** that automates contract review, redlining, and negotiation workflows, according to reporting from The Verge and Artificial Lawyer. Per a Microsoft blog post quoted by Artificial Lawyer, the agent "follows structured workflows shaped by real legal practice" and applies edits via a purpose-built insertion algorithm that preserves Word formatting and tracked changes. The Verge reports Microsoft is releasing the feature to members of its Frontier program in the US, and multiple outlets say engineers who joined Microsoft from legal AI startup Robin contributed to the product. Editorial analysis: Companies embedding specialized agents into dominant authoring tools often create adoption friction for third-party vendors and shift where legal teams run document workflows. http://dlvr.it/TSK8zR #Microsoft #LegalTech #AI #ContractReview #Word

I have 4-year-old twins, a full legal department of one, and approximately zero time to read 50 think pieces about "the future of AI in law."

So let me save you some time.

The biggest shift happening right now isn't which AI tool you're using. It's what you're asking it to do.

We've moved from "summarize this contract" to "review this contract, flag the deviations from my standard positions, draft a redline, and explain your reasoning." That's not a search engine anymore. That's a junior associate that doesn't sleep, doesn't bill by the hour, and never once has asked me to "circle back."

Here's what I've actually changed in my workflow in the last few months:
✅ I stopped treating AI as a search tool and started treating it like a first-year I have to supervise — capable, but not unsupervised 🔍 I built a short internal playbook for how I prompt contract reviews — same prompts, every time, so results are consistent and auditable ⚠️ I added a standing question to every AI-assisted review: "What did you not find, and why?" — it forces the tool to surface its own gaps

Is it perfect? No. Do I still review everything myself? Yes. But I'm doing it in a fraction of the time, and I'm better rested for it. (Marginally. The twins are still four.)

The lawyers who are going to thrive aren't the ones waiting for someone else — their GC, their ops team, their outside counsel — to hand them a playbook. They're building one.

What's one thing you've changed in your AI workflow lately? I'm genuinely collecting ideas. 👇 #InHouseLife #LegalOps #AIinLaw #LegalTech #WomenInLaw #GC #ContractManagement