Make AI part of the client conversation-it's how law firms win work now

CMBDO Forum 2026: 77% say firms should start AI talks with clients. Use AI to prep timely outreach-humans steer the advice.

Categorized in: AI News Marketing
Published on: Feb 19, 2026
Make AI part of the client conversation-it's how law firms win work now

Legal CMBDO Forum 2026: The most important AI move is talking to your clients about it

AI isn't replacing relationships. It's making them easier to start, easier to prepare for, and easier to grow. That was the clear throughline at the 33rd Annual Chief Marketing & Business Development Officer Forum in Amelia Island.

The tech is no longer the hard part. The advantage now comes from how well firms use AI to prep smarter outreach and, just as important, how clearly they explain that value to clients. In fact, 77% of leaders say firms should initiate AI conversations with clients - silence is a missed chance to lead.

Key takeaways for legal marketers

  • AI makes outreach relevant by synthesizing news, regulatory shifts, client activity, and relationship data into timely prompts and briefs.
  • Use AI as a foundation, not a script. Authenticity, judgment, and context still win the meeting.
  • Clients expect AI-savvy firms. Be explicit about how AI improves service, speed, and insight - with humans squarely in charge.

Why this matters for marketing and BD

Senior lawyers want to send thoughtful notes. They just don't have time to start from scratch. AI fixes the blank-page tax, so your team can move from generic check-ins to timely, client-specific conversations.

For CMBDOs, this is a positioning moment. Your messaging, training, and enablement can turn AI from an internal experiment into a client-facing advantage.

Use AI as an assistant, not a replacement

Partners don't need another dashboard. They need a short list of who to contact this week and exactly why. AI can scan earnings calls, sector news, regulatory updates, and prior interactions to surface what matters and turn it into a concise brief.

Keep it simple: a one-page prep that highlights the trigger, likely impact, a practical point of view, and a suggested opener. Then let the lawyer bring experience and nuance.

A practical outreach workflow you can roll out in 30 days

  • Signal scan (daily): Aggregate client and sector signals - news, filings, enforcement actions, key hires, funding, and policy updates.
  • Insight brief (automated draft): Summarize the "so what," include 2-3 risks or opportunities, cite sources, and flag which partner should reach out.
  • Opportunity matrix (weekly): Map client issues to firm capabilities with example matters and potential next steps.
  • Outreach kit (per client): Suggested opener, 3 talking points, one relevant resource, and a 30-minute agenda.
  • Follow-up (within 24 hours): AI-drafted recap for lawyer review, next steps, and a call scheduling link.

Build the opportunity matrix with real signals

Your matrix should reflect what clients are actually facing, not what you hope to sell. Feed it with:

  • Public signals: earnings call transcripts, 10-K/10-Q, regulatory actions, policy statements, consent orders
  • Market signals: sector news, M&A rumors, funding rounds, workforce changes
  • First-party signals: prior matters, billing trends, interaction history, content engagement

Keep the output crisp: issue, impact, relevant practice, example matter, and a low-friction next step (assessment, workshop, or quick audit).

Training: the last 10% is human

AI can get you most of the way there, but the close still depends on judgment and relationship skills. Adoption rises with targeted coaching, not all-hands demos.

  • One-on-one partner prep: 20-minute sessions before key meetings, using AI briefs as a base
  • Talk tracks and objection handling: short scripts that feel natural, not stiff
  • Live role-plays: practice the opener, transition to value, and the ask
  • Office hours: weekly drop-in for quick wins and roadblocks
  • Guardrails: what AI can draft, what lawyers must review, and where data cannot be sent

Agentic AI: start in BD before high-stakes legal work

There's real excitement around agentic tools that take actions across systems. BD is a smart sandbox: faster feedback loops, clearer outcomes, and fewer regulatory risks than substantive legal analysis.

Set expectations. These tools are only as good as their data, permissions, and prompts. Keep a human in the loop and make every action explainable. For risk framing, the NIST AI Risk Management Framework is a helpful reference for clients and leadership.

How to talk to clients about your AI capabilities

If your firm is quiet or vague about AI, you're giving up ground to competitors. Use plain language and anchor to outcomes.

  • Value: "We use AI to scan signals and prep faster. That means more relevant outreach and quicker answers."
  • Human oversight: "AI drafts; our lawyers review, interpret, and advise."
  • Security: "We only use approved, secure tools. Sensitive data stays within firm systems."
  • Outcomes: "Expect faster turnaround, better issue spotting, and clearer next steps."
  • Limits: "We don't rely on AI for legal conclusions without human review."

Suggested client opener (steal this)

  • "We've been using AI internally to prep for client conversations. It helps us spot issues faster and show up with something useful. For you, that means fewer emails that waste your time and more quick wins. Want to see how we'd apply it to your regulatory roadmap for Q2?"

What clients will ask - and how to answer

  • How do you use AI on our matters? - "For prep, research direction, and drafting outlines. Lawyers make the final call."
  • Is our data safe? - "Yes. We use approved tools, limit data exposure, and log access. Happy to share our policy."
  • Will this lower fees? - "You'll see fewer hours on repetitive work and faster delivery on strategic work. We can discuss fixed-fee options."
  • What about accuracy? - "We verify sources, cite them, and require human review. No unsupervised outputs."

Metrics your team should track

  • Time to first relevant outreach after a client signal
  • Partner prep time saved per meeting
  • Response and meeting conversion rates from AI-informed emails
  • Pipeline influenced: new matters opened within 60-90 days of AI-informed outreach
  • Client feedback on usefulness of insights shared

30-day pilot plan

  • Week 1: Pick one sector and five strategic accounts. Define signals and sources. Set data guardrails.
  • Week 2: Build the insight brief template and the opportunity matrix. Run dry runs with two partners.
  • Week 3: Launch real outreach. Marketing sends drafts, partners personalize and send. Track results.
  • Week 4: Review metrics, collect client feedback, refine prompts, and decide on scale-up.

Position your firm to win the AI conversation

The firms that stand out will be the ones that use AI to show up smarter and explain it in plain English. Make AI a client-facing capability, not a back-office science project. Start small, prove value fast, and keep humans front and center.

For practical resources, explore AI for Legal and the AI Learning Path for Business Development Managers to upskill your team's outreach and enablement.


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