Photo by Melinda Gimpel on Unsplash
Why legal teams need AI workflows 📎
Legal teams spend large chunks of time on routine tasks that add little strategic value. Contract redlining, marketing material reviews, and conflict checks are necessary, but repetitive. Those tasks slow progress, increase the chance of oversight, and leave attorneys doing work that underuses their judgment.
Mark Pike, Associate General Counsel at Anthropic, describes that daily reality plainly. No lawyer likes doing the same repetitive exercise over and over and over again. The consequence is predictable: busy work gets pushed to the end of the day, putting pressure on people and processes and sometimes producing avoidable mistakes.
"Before Claude, I had a ton of busy work, things I would put off to the end of the day because I just knew it would take a lot of time but not using the best parts of my brain."
The practical answer Mark and his team found was not to eliminate legal review but to automate the first pass and create workflows that route the right items for human attention. That approach reduces turnaround time and focuses lawyers on high-value judgment calls.
A simple project that became a proof of concept 🔌
The springboard for broader automation was almost playful. Mark experimented with Claude Code by building a "legal lamp" for his desk that could blink Morse code on command. It was never about the lamp itself. It was about proving a point: you do not need to be an engineer to harness Claude.
"I'm not an engineer. I'm non-technical. I don't know how to code, but with Claude Code, you don't have to know how to code."
That low barrier to entry matters. When nontechnical people can translate policy and process into automation, adoption jumps. The lamp demo provided a tangible, low-risk example that doing small, useful automations was within reach for legal teams.
Building the Marketing Material Self-Review workflow 📝
One of the workflows Mark helped design is the Marketing Material Self-Review. Rather than waiting until the last minute for legal to comb through draft copy, writers can run a pre-check that flags the highest risk items and prepares the legal team for a focused review.
The workflow is intentionally simple and user friendly. A marketer copies their draft into the review tool and clicks an Analyze Content button. Claude then scans the material and returns a prioritized list of issues to address and to escalate.
Typical outputs include:
- Accuracy checks for technical claims or product promises
- Security claim reviews to avoid overstating protections
- Publicity rights validation when third party content or people are referenced
- Partnership considerations where overlap with partners might require coordination
- Suggested next steps including which items require a legal ticket
The tool not only flags issues but also helps operationalize the next steps. It can generate a Slack-ready summary for the legal team and extract the items to create a ticket in the legal queue. Claude applies a simple risk signal low, medium, or high that is based on a framework Mark supplied. That triage helps lawyers prioritize their human review.
"Claude has identified five issues to address... It identifies the most important issues, it helps me prioritize, sort of has like a low, medium, high risk level signal that's based on a framework that I gave it."
How Claude fits into legal operations ⚖️
Within Anthropic's legal department, Claude is used for a range of tasks beyond marketing reviews. The team leverages it for:
- Contract redlining to speed initial edits and surface problematic clauses
- Commercial matters to prepare summaries and negotiation playbooks
- Conflict of interest reviews to triage outside business activities
- Policy support such as scoping and revising internal policies
The common thread is the same. Claude handles routine, structured work and prepares clear outputs for a lawyer to review. This reduces turnaround times from days to hours for many requests, while preserving human judgment where it matters most.
"I'm still making sure I'm reviewing the work, but this is really helping us move with more speed and sort of preemptively flagging things."
How to start: practical steps for legal teams 🛠️
For legal leaders who want to follow the same path, Mark lays out a clear approach that emphasizes practicality and safety.
- Identify the routine work - Look for tasks that are repetitive, time consuming, and predictable. Marketing reviews, standard contract clauses, and intake forms are good candidates.
- Define a risk framework - Establish low, medium, and high risk criteria so the automation can triage correctly and route high risk items to humans immediately.
- Start with a small pilot - Build one workflow end to end. Keep it simple: input, automated analysis, and an output that a human can act on.
- Keep a human in the loop - Automate the first pass but require lawyer sign off on final decisions. This guards against hallucination and builds trust in the automation.
- Integrate with your tools - Connect the workflow to Slack, ticketing systems, and document stores so outputs are actionable with minimal friction.
- Measure impact - Track time saved, ticket volume, and whether escalations decreased. Use the data to iterate the workflow.
Mark’s advice to anyone starting is straightforward: open up Claude and give it a shot. Use real documents, collect feedback, and refine the prompts and logic over time.
"When people reach out to me and ask, how do I get started, I tell them to think of their most routine work. Just open up Claude and give it a shot."
Real results and next steps 🔍
The practical impact is measurable. Work that once required several days of legal time can now be completed in hours because Claude does the first pass triage and prepares clear, prioritized summaries. That shift frees lawyers to focus on negotiation strategy, policy judgment, and other high value tasks.
Success depends on three things: clear risk rules, a simple workflow that maps to existing processes, and continuous human oversight. With those in place, automation becomes a force multiplier instead of a risky experiment.
For teams ready to explore this approach, the case study at the Claude blog lays out the Anthropic example in more detail: www.claude.com/blog/how-anthropic-uses-claude-legal
Final takeaway ✅
Automating the first pass of legal work lets teams move faster while preserving the essential human role in legal decision making. The right combination of accessible tools, a clear risk framework, and simple workflows reduces busy work, improves turnaround, and focuses lawyers on the most important issues.
As Mark put it, automation is not about replacing lawyers. It is about giving them back time to do their best work.
"This is really helping us move with more speed and sort of preemptively flagging things."
