Outside Counsel Management After AI: Draft In, Polish Out

Outside counsel is an external lawyer or law firm a company hires for legal advice or representation. Managing outside counsel means deciding which work to send to a firm, agreeing on scope and fees, and reviewing its advice and invoices.

AI changes what an in-house team can prepare before asking for outside advice. A lawyer can send a checked first draft or analysis, identify the questions that need specialist judgment, and agree on a fee for that review.

That is the practical meaning of draft in, polish out. Keep the preparation your team can supervise, pay the firm for the expertise the matter needs, and ask it to explain how AI affects its work and fees.

GC AI is an enterprise legal AI software for in-house teams trusted by over 2,100+ law departments including Nestle, Bass Pro Shops, and TIME.

Our CEO and co-founder, Cecilia Ziniti, tested early language models on legal work while general counsel at Replit. She then built GC AI for in-house teams that use company playbooks, work with business stakeholders, and weigh risk deal by deal.

What Changes in Outside Counsel Management When AI Enters the Handoff?

Before sending a matter out, ask how much your team can prepare and verify itself. Use that answer to define the firm's assignment.

Before	After a Supervised AI First Pass
A raw document and a broad request to review it	A checked draft, business context, and specific questions
The firm builds the initial issue list	The firm tests the analysis and addresses unresolved issues
The invoice gives little detail about AI use	Agreed invoice entries identify AI use and attorney review
The team looks only at the final fee	The team compares fees, preparation time, rework, and the advice received

Ritesh Patel, Chief Legal Officer at Viant Technology, describes how he uses GC AI before deciding whether to call a firm:

Now, I can analyze it myself, see where it gets me, and call outside counsel if I'm truly out of depth.

For each referral, state the unresolved question and the decision the firm needs to support.

The New Handoff: Send the Firm a Draft, Pay for the Polish

David Morris, who was General Counsel at Snyk when the episode was recorded, described this change on CZ and Friends, GC AI's podcast with legal leaders.

His example was a privacy project that might previously have taken a firm 20 hours. With his team doing the initial work, the firm could spend five hours checking the answer and addressing nuances that needed a specialist. Morris framed the new request this way:

I think I have a lot of the answers, but can you check this?

He described lower firm hours on suitable matters, while explaining that more projects and questions could keep the annual bill from falling. This is one practitioner's experience, so use your own matter history to set a budget. Morris became a small investor in GC AI after his team adopted it, as disclosed in the episode.

The cover note should tell the firm what you have checked, what remains open, and what you want back. Here is an illustrative version:

Attached: our first-pass analysis, source documents, and the two questions we could not resolve.  Please review: 1. The governing-law analysis in section 4. 2. The notice requirements we could not confirm.  Please comment in the document and give a short answer to each question, including assumptions, qualifications, and any further work needed.  Budget: review only, within the agreed cap. Contact us before expanding the scope or exceeding the cap.

For the initial analysis, our GC AI feature Research feature runs parallel research, reconciles findings, and returns a cited response. Give it the facts, jurisdiction, and legal question. Open the cited authorities to check whether they support the conclusion, then flag any unresolved issue for the firm.

Our Exact Quote feature lets you inspect quoted language in its source document. Check the reasoning and applicable law before relying on it.

What Should Stay In-House?

Keep the first pass in-house when your team has the business context, agreed positions, and expertise to review the result.

1. Gather the matter details: the business objective, decision, deadline, owner, and relevant jurisdictions.

2. Review routine contract language against company positions. Our Playbooks can apply those standards in GC AI for Word.

3. Assemble the relevant internal policies, prior positions, product facts, and source documents.

4. Prepare the preferred negotiating position, fallback, and questions that require escalation.

The in-house lawyer decides which issues the team can resolve and which require additional expertise. Business owners make the commercial decisions assigned to them under the company's approval rules.

What Still Goes to Outside Counsel

Send a matter to outside counsel when your team needs specialist expertise, local counsel, independent advice, or additional capacity. The decision depends on the matter and your team's ability to handle it.

Six common reasons to engage a firm are:

1. Novel or unsettled law your team cannot resolve through its own knowledge and research.

2. Material regulatory or enforcement exposure that requires specialist advice.

3. Disputes, investigations, or threatened claims that need litigation strategy or additional resources.

4. Unusual financing, tax, intellectual property, or risk-allocation terms.

5. Local qualifications or jurisdictional knowledge your team does not have.

6. Independent review of a consequential in-house analysis or proposed course of action.

The division of work can change from matter to matter. For more on the roles, see in-house counsel vs. law firm.

Should Law Firms Charge Less for AI?

AI savings do not automatically reach the client. In the 2025 ACC/Everlaw survey of 657 in-house legal professionals, 59% reported no generative AI savings from their firms. The same survey found that 64% expected to rely less on outside counsel as their teams adopted generative AI.

Pricing expectations are changing. In Deloitte's 2026 survey of 121 senior legal leaders, 85% expected AI to change how law firms price their work.

Ask the firm to explain which tasks AI changes, how much attorney review remains, and how those changes affect its quote. Agree on the scope and billing treatment before work begins. A faster first draft may reduce preparation time, while difficult judgment, verification, and specialist advice still require lawyer time.

Use that conversation in two places: the outside counsel guidelines and the next fee negotiation.

Outside Counsel Guidelines for AI-Assisted Work: Five Clauses to Add

Outside counsel guidelines set expectations for scope, staffing, billing, and how the firm works with your team. Add an AI section that explains permitted use, disclosure, data handling, human review, and fees.

Zscaler's public billing guidelines, revised April 7, 2025, provide a concrete example. They prohibit training AI on company data, require attorney review, restrict passing through costs of AI-generated work, and ask timekeepers to identify AI use in entries.

The five clauses below are illustrative starting points for negotiation. Adapt them with counsel to the engagement, applicable rules, and your company's requirements.

1. Disclose AI Use

Specify what the firm should disclose and when. ABA Formal Opinion 512 treats disclosure and informed consent as dependent on the circumstances. Your engagement terms can also require disclosure.

Firm will identify the generative AI tools used to research, draft, or review substantive work on Company matters. Firm will explain the proposed use, the information involved, and the attorney review process before using a tool where Company approval is required.

2. Set Data-Handling Requirements

Review the tool's terms before allowing company information into it. Distinguish storage and retention from model training, and document the controls your company requires.

Firm will use only AI tools approved for Company matters. Before use, Firm will disclose the tool's data retention, access, deletion, and model-training terms. Company confidential information may not be used to train AI models.

3. Identify AI Use on Invoices

Agree on a time-entry notation or a client-specific code. The purpose is to show what the tool did and what the lawyer reviewed.

For each task where generative AI produced a draft or analysis, Firm will identify that use in the time entry and separately describe the attorney's review.

An illustrative label such as AI-ASSIST would be a convention agreed with the firm and configured in your billing process. It is not presented here as a standard LEDES code.

4. Explain the Effect on Fees

Ask the firm to connect its use of AI to the work included in its proposal.

At each fee review, Firm will identify task categories where AI changes the work required and explain the effect on proposed rates, fixed fees, or included services.

5. Agree on Preparation and Review Charges

Specify how the firm will charge for summaries, routine research, first drafts, and attorney review. Reach agreement before the work starts.

The matter budget will identify which preparation tasks are included in the agreed fee and how attorney review will be charged. Firm will obtain written approval before charging for work outside that scope.

Your legal operations team should check invoices against the agreed terms and verify any proposed adjustment before raising it with the firm.

The Fixed-Fee Question to Take Into Renewals

A fixed fee gives the company a predictable price. At renewal, ask how AI changes the work included and the proposed fee.

The question is straightforward: Which tasks now take less time, and does that mean a lower fee, more work within the existing fee, or a different service?

Prepare for that conversation in three steps:

1. Bring comparable matter history: scope, fees, staffing, turnaround, and any rework.

2. Ask which tasks the firm now performs with AI and what attorney work remains.

3. Request a review-only quote for matters where your team supplies a checked draft. Base it on the remaining questions, risk, and expected work.

Record the agreed scope and what triggers an additional charge. Reduce outside counsel spend with AI covers the broader spend decisions; this renewal discussion determines what the firm will deliver for its fee.

How to Measure the New Model

Compare similar matters, including the time your team spends preparing and checking the work.

Measure	What to Ask
Fee	What did the company pay, and what work did it include?
Cycle time	How long did it take to reach usable advice or a decision?
In-house preparation	How much time did your team spend preparing, reviewing, and handing off the matter?
Rework	Did the firm need to rebuild the facts or correct the analysis?
Specialist value	What did the firm add that changed the decision or reduced risk?
Business result	Did the work support the intended launch, transaction, renewal, or dispute outcome?

In GC AI's December 2025 survey of more than 100 active customers, respondents reported a 14% reduction in outside counsel spend. That is a vendor-run, self-reported result. Establish your own baseline before the next matter goes out.

How GC AI Helps In-House Teams Manage Outside Counsel

Use GC AI to prepare and check the work that supports your decisions. Here is an illustrative workflow for a supplier's master services agreement:

1. Provide the agreement and your company's review standards. Run a vendor agreement review with a Playbook in GC AI for Word.

2. Check the proposed issues against the contract and your approved positions. Decide which changes your team can resolve and which need specialist advice, such as an indemnification provision that creates unusual exposure.

3. Send the firm the checked redline, relevant source documents, and unresolved questions. Agree on the scope, deliverable, and fee before it begins.

4. Review the firm's advice before accepting changes. Then compare its invoice with the agreed scope and billing terms, verify discrepancies, and approve payment through your team's process.

For repeat work, our Skill Library stores reusable instructions. You could save an invoice-review instruction that compares a bill with your guidelines, rates, and matter scope, then lists entries to investigate. Legal operations should check each flag before contacting the firm.

Pilot this process on one repeatable matter. Compare the firm's fee, your preparation time, rework, and the advice received with a similar prior matter. Add the results to your legal department metrics and decide which work to prepare in-house next.