The latest news from legal and tax shows a clear pattern: routine tasks are being absorbed by systems, while firms are expected to deliver more judgment, coordination, and oversight. That shift matters for law firms and accounting firms alike, because it changes what clients value and what firms should automate first.
Legal services are being reorganized around integrated delivery
Reed Smith's launch of Reed Smith Legal Solutions brings alternative legal services, legal operations, technology, and delivery capabilities into one integrated structure. The new model pulls together functions that had been operating across multiple teams and organizes them around discovery, investigations, due diligence, contract management, legal operations support, risk management, and high-volume disputes.
For firm leaders, the signal is not just about structure. It is about building a service model where automation, delivery design, and matter expertise work together. Custom AI and agentic workflows are most useful when they sit inside a defined operating model rather than as a standalone tool.
Tax administration is moving toward more automatic decisions
The IRS has introduced an automatic penalty relief process for taxpayers with a history of filing and paying on time, while phasing out the older request-based First Time Abate process. That is a meaningful move toward more standardized, system-driven administration.
Accounting firms can read this as a cue to automate more of the low-judgment work around compliance, notices, and exception tracking. If a process can be handled automatically based on known criteria, firms should be thinking about how to build the same kind of reliable decision support into client service workflows, review steps, and status monitoring.
Routine bookkeeping is no longer the main place to compete
A CPA Practice Advisor AI commentary argues that software already handles much of the data entry in client advisory work through bank feeds, receipt capture, and machine categorization. The point is simple: if software does the data entry, firms need to sell something else.
That "something else" is judgment. For accounting firms, this supports a move toward advisory workflows that use automation to prepare clean files, surface exceptions, and organize follow-up work, while humans focus on interpretation, planning, and client decisions. It also reinforces why pricing based on outcomes and expertise is becoming more relevant than billing for routine production.
Why custom AI should target the handoffs, not just the headlines
The common thread across these stories is coordination. Law firms are integrating service lines, tax administration is reducing manual requests, and advisory firms are shifting away from labor-heavy billing. In each case, the value is in making work flow across intake, triage, review, and client communication.
That is where custom AI and automation can have the most practical impact for professional-services firms. The best early use cases are often not flashy client-facing chatbots, but workflows that reduce rekeying, route matters or tax cases correctly, draft first-pass responses, and escalate only the exceptions that need expert review.
- Look for workflows where the decision criteria are clear and the manual steps are repetitive.
- Use automation to support legal and tax professionals, not to replace oversight on risk-heavy matters.
- Treat pricing and service design as part of the AI strategy, since clients are already paying for judgment more than data entry.
- Start with the handoffs between intake, processing, review, and client updates, where most friction usually lives.
Sources watched
- AL Is On Hols, Back July 15 + Wrap (Artificial Lawyer)
- IRS Introduces Automatic Exemption From Penalty Process, Phases Out First Time Abate (CPA Practice Advisor AI)
- Stop Billing for Data Entry. Start Charging for Judgment (CPA Practice Advisor AI)
