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Case Study: JSVHQ - 92% Workload Reduction

10 min read
92%
Workload Reduction
$840K+
Annual Overhead Cuts
12 months
Transformation
100%
Functions Automated

Note: This is an internal case study. JSVHQ is the founder's personal holding company — the original proof of concept for Leverwork's methods.

We eat our own cooking. At Leverwork, we don't sell AI-driven process optimisation we haven't proven ourselves. JSVHQ is the ultimate proof of concept: an advisory firm that cut 92% of its workload through AI, with systems generating the same (and often better) outcomes autonomously.

The Challenge

JSVHQ provides investment advisory and consulting services. Like most professional services firms, it was organized around specialized roles — and hitting the ceiling of the billable hours model.

Here's the 12-person team that ran the firm:

3
Research Associates
Market research, competitor analysis, deal sourcing
2
Compliance Officers
Regulatory filings, KYC/AML, documentation
2
Financial Analysts
Financial modeling, valuation, due diligence
2
Client Relations
Email management, scheduling, coordination
2
Administrative Support
Document management, operations
1
Office Manager
Firm-wide coordination, vendor management

The economics told the story:

Revenue per employee capped by available billable hours
85% of operating costs tied to salaries, benefits, and office space

The Hypothesis

The founder questioned the "more people = more results" assumption. Professional services are knowledge work — and knowledge work is increasingly suited for intelligent systems. The question wasn't whether AI could help, but: how far could we go?

We decided to test the extreme scenario: What would it take for one person to do what 12 did?

The Solution

Over 12 months, we deployed AI agents to handle the most time-consuming, repetitive functions that didn't require human judgment or relationship skills:

01
Research

Market Research Aggregation

Before 20+ hours weekly manual scanning across sources
After AI monitors continuously, compiles daily briefings with insights
02
Compliance

Compliance Document Drafting

Before Manual drafting of regulatory filings from templates
After AI generates documents, populates templates, maintains audit trails
03
Finance

Financial Reporting & Modeling

Before Building models from scratch for each client
After AI accesses APIs directly, generates models and visualizations
04
Operations

Email Triage & Meeting Prep

Before 2-3 hours per meeting gathering materials
After AI prepares briefing packages 24 hours in advance
05
Knowledge

Document Management

Before Manual filing, version control, shared drive searches
After AI organizes automatically, natural language search, compliance protocols

The Results

JSVHQ now operates with 1 person — the founder — supported by AI agents handling everything the 12-person team used to do.

92%
workload automated
12-person team → 1 founder + AI agents
92%
Workload Reduction

AI handles the vast majority of operational tasks

$840K+
Annual Cost Reduction

Salaries, benefits, and overhead eliminated

24/7
Availability

AI agents work around the clock

Instant
Response Time

Routine inquiries handled immediately

The professional services model is fundamentally broken. We've been selling hours when we should be selling outcomes. With AI, I can deliver better outcomes faster while cutting 92% of the workload. This isn't about cutting costs — it's about proving what's actually possible.

JS
Jonas Sørensen
Founder, JSVHQ

Timeline: 12 Months to Transform

1
Months 1–2
Foundation
Documented all existing processes
Deployed email triage automation
Reduced admin burden by ~40%
2
Months 3–4
Core Operations
Integrated financial data APIs
Built compliance automation
Automated research workflows
3
Months 5–6
Full Transition
Document management automation
Client self-service reporting
Remaining workflow migration
4
Months 7–12
Optimization
Closed remaining automation gaps
Built internal playbooks
Launched Leverwork

Key Takeaways

01

Professional services are fundamentally information processing — ideal for AI-powered workflows

02

Internal testing before client delivery ensures proven, battle-tested solutions

03

One person with AI can outperform a traditional team through exponential productivity

04

Human judgment remains essential for strategy, trust, and high-level decisions

Roles Automated

This transformation automated 11 full-time roles across multiple functions. If you're considering similar AI-driven transformation:

Could This Work for Your Firm?

If you're running a professional services firm and wondering whether AI can really move the needle, consider this: the methods that transformed JSVHQ are the foundation of Leverwork's service offerings.

We're not selling theory. We're selling battle-tested methods proven in production.

Explore Professional Services Automation:

See how AI can transform consulting, advisory, and professional services operations.

View Professional Services Solutions
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