Corporate counsel, associate general counsel, and senior counsel work on whatever the business has made a priority that day: third-party contracts, board consents and entity documents, marketing and material review, and diligence tables.
More of them are handing that first pass to legal AI so their own hours go to the decisions. AI for corporate counsel does the reading, drafts the first version, and synthesizes across a stack of documents. What comes back still requires the judgment of counsel.
The pressure to work that way keeps building, because the volume keeps going up.
In FTI Consulting's February 2026 General Counsel Report, 97% of general counsel reported increases in work volume in one or more categories. On a lean team, the payoff is capacity without another hire.
Arc'teryx ran its first year on one lawyer. Cameron Clark, its Head of Legal, covered the company alone:
"With GC AI, we've handled the workload of a full legal team with just one or two lawyers."
Teams are extending the same leverage past the lawyers. About a third of the people on the GC AI platform aren't lawyers at all, GC AI CEO Cecilia Ziniti wrote in Bloomberg Law, and in-house teams hand first passes to contract managers, procurement staff, and junior colleagues.
GC AI is the enterprise legal AI platform a three-time general counsel (Anki, Bloomtech, and Replit) built for in-house teams, used by 2,100+ in-house legal teams as of September 2026, including 200+ public companies and the legal teams at Liquid Death, Riot Games, Gusto, and SKIMS.
The features counsel use the most:
GC AI for Word marks up third-party paper inside Word, with your own form in the same window.
Playbooks check recurring reviews against positions you set once, sorting each clause into pass, fallback, or flag.
Research answers questions outside your practice area with citations to primary law.
Contract Intelligence answers questions across the signed portfolio with a citation behind each one.
Easy Prompt turns a plain-language ask into the prompt that returns a usable draft.
What Corporate Counsel and AGCs Handle on a Lean Team
We've had more than 40 conversations on CZ and Friends, the GC AI podcast where CEO Cecilia Ziniti interviews legal leaders about how they run their departments, and we talk with customers on lean teams every month.
The team shapes vary. One company runs on a single corporate counsel; the next splits the same ground between a corporate counsel and two AGCs, and our corporate legal department structure guide maps how those seats get drawn. The recurring work is the constant.
A GC AI customer and associate general counsel at a publicly traded enterprise data-protection company, covering the Americas with counterparts in Europe and Asia, described his week:
"I do a little bit of everything from material reviews to corporate governance to subsidiary work, in the weeds with sales and customers every day, in the weeds with compliance and regulatory every day, really tight with our information security team."
An associate general counsel at a multi-brand global apparel company, also a GC AI customer, watched her portfolio grow the same way. It began as "this broad commercial grab bag of support across procurement, marketing, e-com. And there was this little sliver called privacy at the time, which expanded." The sliver became privacy, cybersecurity, and AI review, and the rest of it stayed:
"We can't just say, oh, I only do the privacy... I may be called upon for whatever random question comes up."
Covering that much ground means switching between matters all day.
KT Farley, Chief Privacy Officer and Associate General Counsel at Helix, uses a standing prompt to pick a matter back up:
"In a startup AGC role I touch everything, and the context shifting can be fatiguing. The tool helps me re-ramp quickly: 'Refresh my memory - here are the three things I recall.' That makes it sustainable."
That runs on GC AI’s Projects. Each matter keeps its own chats and files, so the answer comes back with the matter's context already loaded.
How In-House Counsel Are Reducing Outside Counsel Spend
In-house counsel now handle work they once sent to a law firm. On a senior-heavy team, they do it themselves, as the apparel AGC describes:
"Everybody is a senior attorney. We don't have young attorneys or really very many paralegals, which means the senior attorneys end up having to do a lot of the just kind of grunt work."
Historically the overflow went to a firm, and a good share of it was a first-year associate's work. A GC AI customer and corporate counsel at a family-owned retail chain with hundreds of locations recognizes it from his own firm years:
"So much of what you're doing as a young associate is like a lot of what GC AI could do really well, right? It's like putting together consent forms, doing due diligence, making tables, like all that kind of stuff."
Ziniti describes the difference between the two jobs in the CCBJ profile: "In-house is a different job than a law firm. In my view, it is a superset."
The cost comparison makes it easy to justify internally. KT Farley measures it in outside counsel hours:
"It's cost-effective, fine-tuned for attorneys, and the cost of a license is a couple of hours of outside counsel time - it will completely transform your outside counsel budget."
Ritesh Patel, Chief Legal Officer at Viant Technology, describes where the referral line sits now:
"Before, I'd call outside counsel and pay by the hour for a generic answer. Now, I can analyze it myself, see where it gets me, and call outside counsel if I'm truly out of depth."
The savings show up in the budget.
In GC AI's December 2025 ROI study of more than 100 active customers, teams reported cutting outside counsel spend by 14%, roughly $252,000 a year for the median company against the $1.8M median outside counsel spend in ACC benchmarking. Our guides to reducing outside counsel spend and outside counsel management cover the mechanics.
The bar for sending a matter out keeps rising.
Six Jobs Corporate Counsel and AGCs Hand to Legal AI First
Most of the tasks that are handed off to legal AI are repetitive. These include:
Third-party paper on the vendor's form
The second round of a negotiation
Board consents and entity work
Marketing and material review
A new regulation, turned into guidance
Synthesis across a contract family
Third-Party Paper on the Vendor's Form
Here is the manual version, from the retail chain's corporate counsel, working a drink supplier's agreement due August 1:
"A lot of times if it's a vendor form, I'll have our form up on one screen and their form and I'll be moving language over."
GC AI for Word puts both on one screen.
Open the vendor's paper, apply the matching Playbook, and each clause comes back sorted against your own positions: pass, fallback, or flag. The flags carry the markup already drafted, so your read starts at the exceptions. The vendor agreement review guide covers which positions to write down first.
The apparel AGC clears her month-end vendor paper the same way, and she gave Easy Prompt a backhanded endorsement:
"I love the easy prompt, although I fear it's made me a lazy prompter, but I still love it."
The Second Round of a Negotiation
The retail chain's corporate counsel reaches for GC AI hardest after the vendor pushes back:
"Sometimes I would say primarily on the second round. So if I send something to a vendor and they're changing language and arguing back, sometimes I'll take the vendor's comment directly into GC AI and I'll say, this is what my counterpart... is saying and I want this. Is there a compromise position?"
The harder version is a question he already knows the answer to:
"I can talk on the phone and say, I won't accept Delaware venue because X, Y, and Z... our company is family owned and we don't have any lawyers there... But sometimes when you're writing comments, it's like, how do I put that all in writing?"
His method is one substantive sentence, then a request.
Write one sentence: a confidentiality breach has to reach indirect damages, because courts treat most of those losses as indirect. Paste it in.
Ask GC AI to "help beef up this argument and give concrete examples of why this matters."
His verdict: "it at least gives me a couple sentences I can put in that are a lot better work than mine."
You already hold the position. What comes back is the paragraph that carries it.
Board Consents and Entity Work
Board consents, subsidiary resolutions, and delegation-of-authority paper repeat their shape each quarter, and GC AI's Skill Library includes a board-consent skill alongside the NDA, DPA, and regulatory-summary skills.
Joys Choi, Senior Director of Legal at Tipalti, carries the corporate side at a global fintech:
"I manage all corporate transactions, corporate governance, employment, and litigation globally for Tipalti. GC AI has allowed me to very quickly come up to speed on jurisdictions that I'm not familiar with."
Here is an illustrative consent prompt:
It comes back built from your form and your directors, so your job is to read it against the bylaws.
Marketing and Material Review
That same associate general counsel, at the publicly traded data-protection company, owns marketing review for his team. They clear dozens of technical pieces a week, and the material is dense enough that marketing once sent over a whole book to turn around inside a week. He put a number on what changed:
"We've taken average review from one to three hours per piece down to, we can get it down to 30 minutes, 20 minutes."
Alexis Palmer, Senior Managing Counsel at Snyk, keeps a saved prompt for it:
"Whenever I get marketing material, I have a prompt I run and then tailor it down."
A New Regulation, Turned Into Guidance
The Department of Defense published its CMMC acquisition rule in September 2025, effective that November. The data-protection AGC had been in the seat a few months and had come to cybersecurity from agriculture. His compliance team needed a level:
"I managed to get my arms around it and give our regulatory compliance team guidance in terms of, are we CMMC level one, level two, level three? What do we need to do... I think I spent six hours."
Without the platform he put it at "at least 12 hours" of straight research.
His general rule for new law now runs to "actionable guidance within a couple hours, as opposed to three to five weeks."
Research returns the cited answer from primary law, and GC AI’s Automations watch the sources afterward.
Regulatory work is where GC AI's own benchmark shows its widest margins. On the In-House Legal Bench (May 2026), GC AI's evaluation of AI assistants across 100 in-house tasks scored against 1,200+ attorney-developed criteria:
GC AI: 86.8%
ChatGPT (GPT-5.5): 79.8%
Claude (Opus 4.7): 68.4%
Gemini (3.1 Pro): 57.5%
Regulatory tracking and legal research produced the two largest leads, which are the two things you reach for when a question lands outside your domain.
Synthesis Across a Contract Family
The same data-protection associate general counsel inherited a 15-year distributor relationship documented across 25 to 30 contracts. Reading them used to mean "hours and hours and hours," and now he can "sit with GC AI and get through this in about two hours."
The lease was harder. A scanned agreement with a municipality, "written in the most roundabout, confusing way possible, including draft versions of that agreement attached as an appendix," had stumped his legal and tax teams for months:
"But with GC AI, in like three good hours and a good big cup of coffee, we managed to figure out what the answers were."
GC AI’s Files holds a contract family as one collection and reads up to 1,500 pages at once. At portfolio scale, the same question goes through Contract Intelligence with a citation behind every answer.
The Decisions That Stay With Corporate Counsel
Here is what legal AI will hand you on each of the six jobs, and what decision you need to make:
The work | What the first pass hands you | What you decide |
|---|---|---|
Third-party paper | Every clause sorted against your positions, markup drafted on the flags | Which off-standard terms are worth spending leverage on with this counterparty |
The second round | Compromise language and the written argument for the position you already hold | Whether to hold that position or trade it for something you want more |
Board consents and entity work | A draft off your own form, with anything the bylaws may require a meeting for flagged | Whether written consent is available here, and who signs |
Marketing and material review | The claims that need substantiation, pulled out of the copy | What the brand can live with and what you will put your name to |
A new regulation | The cited answer from primary law and what changed | What your company has to do about it, and by when |
A contract family | The synthesis, with the source passage behind each answer | Which reading of an ambiguous term you are prepared to defend |
Each of those decisions takes someone who knows what the company will tolerate. That has always been the job.
How Legal AI Calibrates Advice to a Small In-House Team
A first draft written for a law firm gives itself away, in the apparel AGC's words:
"A lot of times it'll give you the summary of the issues, and then it's, and here's the next steps. We have to do this and that. And as you might know if you've worked in-house, a lot of times that kind of sounds like what our outside counsel might tell us to do. But inside, I know we don't have the resources."
So she softens the next steps, or cuts them. Ziniti named the skill underneath that edit in the CCBJ profile in August 2026: "The calibration of the law to the company, that's the ultimate skill of an in-house counsel."
Custom Company Profile is where you hand that calibration to the platform. It carries your industry, jurisdictions, risk tolerance, and preferred clauses, so the recommendations come back sized to the team you have.
The general counsel of the private-equity-owned software company wrote her company's risk posture into hers directly, saying in effect that the company will take the risk. A colleague noticed the result before she explained it:
"She said, oh, that's why it always tells me about the private equity ownership."
She wrote the ownership structure down once, and it has been showing up in the answers since.
Alexandra Sepulveda, Assistant General Counsel at Trust & Will, sets the bar the output has to clear:
"In-house work is radical prioritization."
Confidentiality for Board Documents and Private Company Work
All of that assumes the document can go into the platform at all. Your confidentiality question starts with the document in front of you, and the retail chain's corporate counsel put it plainly:
"As a privately held family company, I think we take confidentiality probably more serious than a lot of our peers because anything we do directly is affecting our stakeholders, which is the family owners."
The standard vendor answer frustrates him, because it answers a different question:
"People deal in this fear of, oh, well, we don't take customer data, and it's like, but everything we give you is very important to us."
A board document is the example he reaches for.
Put four things in writing with any vendor before a consent goes in, and here is where GC AI lands on each:
Encryption: data encrypted at rest (AES-256) and in transit (TLS 1.2+).
Segregation: your data in its own database, isolated from every other customer's.
Vendor protection: GC AI works with leading AI providers such as OpenAI and Anthropic, none of which train on your data, and maintains zero-data-retention agreements with its LLM providers wherever feasible. The subprocessor list is public.
Compliance transparency: SOC 2 Type II and SOC 3 certified, GDPR compliant, with the reports downloadable from the Trust Center.
Your organization also decides which model providers are enabled, and the platform logs who changed that setting and when. Apply the same diligence here that you apply to the payment processor.
What Legal AI Changes When One Lawyer Covers Everything
Once the security review clears, the buying question is scope.
Contract review is one of the six jobs. The other five decide whether a platform covers the rest of your week. The data-protection AGC evaluated platforms under a mandate from his CEO and board to find AI and use it, and scope decided it:
"GC AI was the one tool that went outside of red lines so cleanly, it was hard to ignore."
"I have a small team, small agreements, red lines are already really fast there. I needed a tool that could help us do everything else too."
What comes back reads as headcount.
McAllister, at Jasper, puts a number on it:
"GC AI has enabled me to do the work of four people."
Choi reaches the same place at Tipalti:
"Because of GC AI, I can run corporate legal with a lean team."
It also shows up in the workday. The data-protection AGC measures it by when he shuts the laptop:
"We get to log off at a reasonable time. That's huge. The fact I'm not online until 9 PM. I'll take that as a win."
Prompting well and writing your positions down are both learnable, and GC AI's legal AI classes, taught by former general counsels, have taught 8,000+ lawyers. Save the prompts that work into the Skill Library, and a teammate can run the same review when you are out.
Start With the Contract That Comes Back Each Year
Take the renewal you know best, the one that lands every year. Put it through a Playbook against your own form and compare the flags to the notes you made last time.
Frequently Asked Questions
What Is the Best AI for Corporate Counsel?
GC AI is purpose-built for corporate counsel and the rest of a small in-house team: Playbooks for third-party paper, Research with cited primary law for questions outside your domain, and Projects that hold each matter's context across interruptions. On the In-House Legal Bench (May 2026), GC AI's own benchmark of 100 in-house tasks, it scored 86.8%, ahead of ChatGPT, Claude, and Gemini, with the two largest leads in regulatory tracking and legal research. The best legal AI tools for in-house counsel guide ranks the wider field by in-house fit.
Is There a Free AI for Corporate Counsel?
Consumer AI accounts are free, and they sit outside any contract your company negotiated, which is the fact pattern behind the Heppner privilege ruling. GC AI offers a 14-day trial with no credit card, so corporate counsel can put live vendor paper and a board consent through the platform under enterprise terms before the company buys a seat.
Is AI Safe for Board Documents and Other Confidential Corporate Work?
Yes, on an enterprise platform under enterprise terms: GC AI keeps each customer's data in a segregated database, encrypts it at rest and in transit, and works with leading AI providers such as OpenAI and Anthropic, none of which train on your data, with the full subprocessor list public. Confirm those controls in writing with any vendor before a board consent or a subsidiary resolution goes in, the same diligence you apply to a vendor touching company data.
Does AI Change When a Company Hires a Second In-House Lawyer?
Yes: AI extends how far one senior lawyer can reach, so the second hire arrives later and starts on judgment work. Joys Choi, Senior Director of Legal at Tipalti, covers corporate legal with a lean team on GC AI and estimates she would otherwise need two more attorneys. The hire still happens when the volume needs a second set of judgment; the document assembly that used to justify it moves to the platform.
