“Hybrid AI law firm” was last year’s term. “Agentic AI law firm” is this year’s — and it describes something meaningfully different, not just a rebrand. Founders researching legal help for their SaaS or AI startup are starting to see this phrase attached to legal services, and it’s worth understanding exactly what it means before treating it as a reason to choose one provider over another.
Andrew S. Bosin, a New Jersey-based AI and SaaS startup attorney and two-time SaaS founder, follows this space closely — not as a marketing exercise, but because the underlying technology directly affects how legal work for AI companies gets done, and where the risk actually sits.
What “Agentic AI” Actually Means
Generative AI — the ChatGPT-style tool most founders are already familiar with — responds to a prompt and produces content. It waits to be asked, one step at a time. Agentic AI is a different category: software built to carry out a sequence of tasks toward a goal with limited or no human interaction at each step. Instead of “draft an NDA,” an agentic system can be given something closer to “handle this NDA request end to end” — drafting it, checking it against a standard template, and returning a finished document without a person approving each intermediate step.
In legal specifically, this has started showing up as contract-drafting agents that assemble full document sets from a term sheet, review agents that edit a contract to match a firm’s standards automatically, and “digital workers” that handle a defined workflow — like intake-to-first-draft — with the human only reviewing the final output, if that.
Why This Distinction Matters More in Legal Than in Most Fields
Multi-step autonomy without a human checkpoint at each step is a real capability. Whether it belongs in a specific part of legal work is a separate question — and it’s the question that matters for a founder evaluating who’s actually drafting and reviewing their agreements.
Bar guidance in multiple states has already flagged the risk directly: attorneys are expected to fully understand their confidentiality and competence obligations even when a tool feels routine, and the more autonomy a system has, the more governance its use requires — not less. An agent that drafts, checks, and finalizes a document without a human reading each version isn’t just faster. It’s a different risk profile than a tool a lawyer actively directs and checks at every step.
That distinction is the same one addressed on the client-facing side in why AI-generated subscription agreements, terms of use, and privacy policies fail without someone applying legal judgment across all three, and from the review-tooling side in what AI contract review tools are built to catch, and where they still fall short. Autonomy and accountability trade off against each other. The more a system does without a person in the loop, the more that trade shows up somewhere in the finished document.
Where Andrew S. Bosin Draws the Line
Andrew’s own use of AI in his practice — covered in detail here — is intentionally not agentic in the sense described above. AI is used to accelerate specific, well-defined drafting tasks. It does not run a multi-step workflow unsupervised, and it does not finalize or deliver anything without Andrew personally reading, revising, and taking responsibility for the document first.
That’s a deliberate choice, not a technology gap. The judgment calls that actually protect a SaaS or AI startup client — how liability is calibrated to the product’s real AI risk, how indemnification gets allocated in a negotiation, what a specific enterprise customer’s redline actually requires — are exactly the kind of decisions that don’t belong in an unsupervised, multi-step automated process. An agent can draft toward a template. It can’t weigh a specific client’s risk tolerance against a specific deal’s leverage, because that judgment isn’t a pattern to execute — it’s a decision to make.
Frequently Asked Questions
Is agentic AI the same thing as the AI tools most founders already use, like ChatGPT? No. Generative AI tools respond to individual prompts, one at a time, with a human directing each step. Agentic AI is built to carry out a sequence of tasks toward a goal with limited human involvement at each step — a meaningfully different level of autonomy.
Does Andrew S. Bosin use agentic AI systems to draft agreements? No. AI is used selectively to draft specific language, with Andrew directing and reviewing every step personally — not as an autonomous, multi-step process that finalizes documents without his review.
Is agentic AI inherently bad for legal work? Not inherently — it has legitimate, low-risk uses, particularly for repeatable internal tasks. The concern is specifically its use on documents that carry real client risk, where the judgment calls that protect a client shouldn’t be delegated to an unsupervised process.
Will more law firms start marketing themselves as “agentic AI law firms”? Likely, since the underlying technology is advancing quickly and it’s a compelling pitch on cost and speed. Founders evaluating any such firm should ask the same question that applies to any AI-assisted legal service: how much of a real, accountable attorney’s judgment is actually in the document they’ll receive.
Is this article a substitute for legal advice? No. It’s meant to explain a term founders are increasingly encountering in legal marketing; it isn’t a general statement about how any specific firm or tool operates beyond what’s described here.
About Andrew S. Bosin, Esq.
Andrew S. Bosin is a New Jersey-based AI and SaaS startup attorney and a two-time SaaS entrepreneur who represents AI, software, and technology startups nationwide on a flat-fee basis. He uses AI selectively to draft faster — never as an unsupervised, multi-step process — and personally reads, reviews, and takes responsibility for every agreement his firm produces.
Andrew S. Bosin LLC, 36 Highland Road, Glen Rock, NJ 07452 | (201) 446-9643 | andrewbosin@gmail.com | www.njbusiness-attorney.com
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This post is provided for general informational purposes and does not constitute legal advice.