ABC Legal Services, a U.S.-based legal document delivery company, deployed Claude Enterprise across 1,100 employees in early 2026 and now operates 50+ Claude Managed Agents in production — covering service of process, eFiling, finance, marketing, and compliance — with up to about 50% reduction in the cost of the human tasks some agents cover, before heavy optimisation, and roughly 310 employees using Claude for daily work as of July 2026.
"Our users really flocked to it," says Brandon Fuller, ABC Legal's CTO, who pushed the company further by standardizing deployment through Claude Managed Agents. He argues that "an agent is really just structured text, a prompt plus configuration, and anything that is text can live in a repository where the whole company can see it, review it, and improve it."
Before Managed Agents, ABC Legal's early agents lived wherever their builder happened to put them — as scheduled tasks on individual desktops. Fuller wanted a single view of what had been built, what it cost, and whether it ran last night, so he moved everything off personal machines into a shared, versioned, always-on runtime with one common deployment structure and shared workspaces.
When the team adopted Managed Agents, Fuller spent a week building a starter kit; within a week all 15 employees on a builder committee had working agents, and within a month roughly 50 agents were running across the company.
Every agent is defined as code in a git repository, with prompt, tool list, schedule, credentials, and memory in configuration files alongside the company's software; changes deploy only through approved pull requests, giving every agent version history, code review, rollback, and an audit trail. ABC Legal ships two starter templates — event-driven agents (fired by triggers like a new job arriving) and scheduled agents (hourly, daily, weekly cron) — and for graded-feedback agents runs a three-role architecture with an Initial Agent doing the work in real time, a Harvester pulling human feedback from Slack threads and emoji reactions, and a Tuner proposing prompt and config changes via pull request once a week. Agents connect through MCP to ABC Legal's own platform, which has over 100 tools available, along with Slack for human-in-the-loop, Metabase for reporting, and Atlassian for project management; most agents run on Claude Sonnet by default, with Claude Haiku for high-volume fast tasks and Claude Opus reserved for deeper reasoning.
The fleet spans most stages of the legal filing process: the AI Code Reviewer reviews every pull request across four codebases before engineers merge; the EvidenceChain Delivery Agent took over a weekly manual record pull and now delivers matching records to a customer daily, and the account manager who set it up built it in about an hour with Claude Code; the eFiling Rejection Diagnoser posts a court-rejection diagnosis to Slack in about a minute versus hours of manual work; the Attorney Coverage Agent emails attorneys and reads their replies about availability and pricing so a coordinator can confirm hearing coverage; and Charvis, a compliance review agent, agrees with ABC Legal's compliance team about 98% of the time on completed service jobs. ABC Legal tracks every dollar of AI spend broken out by vendor, tool, team, and use case, and reports that spend climbed as the fleet went live in the spring, then started falling in July while usage kept growing, as a result of efficiency work.
ABC Legal's in-flight projects include a service photo reviewer, a PagerDuty triage agent, a daily KPI digest, and expanded Tuner loops on existing agents, with Fuller also identifying more "X-as-code" candidates — notification templates, event routing rules, and dispatch logic — that can be moved into repositories where agents can read, reason about, and propose improvements. As Fuller puts it, "We want AI to support a business that can run itself, with employees free to steer it."