How Nevis Uses Claude to Save Advisors 5+ Hours Per Week

Independent financial advisors in the United States spend an estimated 80% of their time on administrative tasks—pulling data between disconnected platforms, drafting follow-up emails, updating CRM entries, and documenting meeting notes. This overhead limits how many clients any one advisor can serve and keeps talented professionals from focusing on the strategic work that actually creates value for clients.

The founding team at Nevis identified this gap from direct experience. Mark Swan, Philipp Burda, and Ivan Chalov came from Revolut, where Burda led AI initiatives and saw firsthand how language models could automate middle- and back-office operations in financial services. They built Nevis around the premise that AI could remove the administrative ceiling constraining advisor productivity—and chose Claude as the foundation because of its accuracy on complex, multi-step financial tasks.

The Nevis platform deploys Claude Opus 4.5 and Claude Haiku 4.5 across several core workflows. An AI Meeting Agent transcribes sessions, corrects speech-to-text errors, and generates structured client meeting summaries. Smart Tasks automatically builds complete task items with subtasks, descriptions, and assigned owners. Smart Emails drafts context-aware follow-up communications tailored to each advisor’s writing style and meeting history. For document retrieval, the platform uses a RAG architecture built directly on the Anthropic API via Python, with Pydantic AI handling the meeting intelligence pipeline. Integration across the advisor’s toolchain—including n8n for operations team workflows—extends Claude’s capabilities to staff who would otherwise need custom engineering work to access the same APIs.

In evaluation, Claude demonstrated materially lower hallucination rates and stricter adherence to complex multi-step instructions than competing models. Its ability to process entire meeting transcripts in a single request—without the error-prone chunking required elsewhere—was critical for a product handling sensitive client financial data. Claude Code also accelerates Nevis’s internal engineering velocity, powering code generation, refactoring, and first-pass PR reviews.

Advisors using Nevis save more than five hours per week, and Nevis projects this frees capacity to grow from 100 to 200-plus clients per advisor over time. For the wealth management firms it serves—collectively managing more than $50 billion in client assets—Nevis represents a structural shift: the ability to scale assets under management without proportionally growing operations headcount.