September 9, 2025

From Legacy to Leverage: How Wealth Firms Are Phasing AI Adoption in 2025

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Artificial intelligence is no longer a distant concept for wealth management firms-it’s already reshaping how advisors, operations, and compliance teams work. But for many leaders, the challenge is figuring out how to adopt AI without disrupting the systems that already serve their clients well. The good news? You don’t need a complete tech overhaul to benefit from AI. By focusing on phased adoption and prioritizing the highest-ROI workflows, firms can modernize with confidence.

Why Incremental AI Adoption Works

Jumping into a full AI-driven transformation can feel overwhelming, especially in highly regulated sectors like wealth management. Phased adoption provides a safer, more practical path. Instead of replacing core systems, firms can integrate AI into specific workflows that relieve bottlenecks and create measurable wins.

49% of technology leaders in PwC’s October 2024 Pulse Survey said that AI was “fully integrated” into their companies’ core business strategy. This proves that even targeted adoption can deliver results without destabilizing what’s already working.

Start with Workflow Automation

The smartest wealth firms aren’t beginning with flashy, high-risk AI experiments. They’re automating routine tasks that consume hours each week:

  • Document review: AI can scan contracts or disclosures for errors and inconsistencies.
  • Client intake triage: Chatbots and AI-driven portals streamline onboarding, reducing back-and-forth emails.
  • Compliance checklist validation: Instead of manual reviews, AI tools can flag missing disclosures in seconds.

A Deloitte study found that by adopting intelligent automation, organizations expect to achieve an average cost reduction of 31%. These are practical first steps that don’t require replacing entire tech stacks.

High-ROI Use Cases Top Firms Are Prioritizing

Not all AI opportunities are created equal. The most successful firms are focusing on areas where automation has a clear, measurable impact:

  • Contract version control: AI tracks changes across multiple reviewers, reducing compliance risks.
    E-signature routing: Automated systems send and validate signatures without human chasing.
  • Performance analytics: Predictive AI models help advisors anticipate client needs and personalize outreach.

McKinsey reports that firms adopting AI have seen a 10–20% increase in revenue, demonstrating how targeted applications can directly translate into business growth.

What Firms Are Not Automating Yet

It’s equally important to know where firms are hitting pause. Top performers are cautious about:

  • High-touch client conversations: Human empathy remains irreplaceable in wealth management.
  • Complex investment strategy design: AI can assist with analysis, but final decisions require advisor judgment.
  • Full system migrations: Instead of uprooting legacy platforms, firms layer AI onto existing tools.

This balanced approach avoids hype-driven investments and keeps trust intact.

Building AI into Your Firm, Step by Step

For leaders ready to move from legacy to leverage, here’s a phased roadmap:

  1. Identify bottlenecks that drain time (compliance, intake, reviews).
  2. Pilot automation tools in one area with clear ROI.
  3. Measure results and scale successful workflows across departments.
  4. Educate teams to build confidence and transparency in AI-assisted processes.
  5. Maintain compliance oversight to ensure regulatory standards are always met.

Conclusion

Wealth firms don’t need to tear down their tech stacks to modernize. By starting with workflow automation and focusing on proven, high-ROI use cases, leaders can adopt AI incrementally, balancing innovation with stability.

The firms that thrive in 2025 will be those that embrace AI not as a replacement for what works, but as a lever to scale smarter, faster, and more securely.