Case Study: How a 50-Person Team Replaced 4 BI Tools With Skopx

A growing B2B SaaS company with 50 employees was using four separate BI and analytics tools: Tableau for executive dashboards, Metabase for ad-hoc queries, Google Data Studio for marketing reports, and custom Python scripts for data pipeline monitoring.

The total cost was $2,400/month across tool subscriptions. The hidden cost was higher: 15+ hours per week of analyst time spent maintaining dashboards, writing queries, and compiling reports across four different interfaces.

The Problem

Each tool solved one part of the analytics puzzle:

• Tableau ($70/user/month): Beautiful dashboards, but only 3 people had licenses
• Metabase ($500/month): Self-service SQL, but non-technical users could not use it
• Google Data Studio (free): Marketing dashboards, but limited to Google data sources
• Custom scripts: Python scripts for pipeline health, maintained by one engineer

The result: data was siloed across four tools, each with its own access model, query language, and update schedule. Getting a cross-functional view required manually combining outputs from multiple tools.

The Migration

The team migrated to Skopx over two weeks:

Week 1: Data connections

• Connected their PostgreSQL production database (Supabase)
• Connected GitHub, Jira, Slack, and Gmail through Composio
• Set up business context notes describing their key metrics, customer segments, and OKRs

Week 2: User onboarding

• Trained 15 team leads to ask questions in the Skopx chat
• Migrated the top 10 Tableau dashboards to Skopx saved queries
• Set up the Insights Hub daily brief for the exec team

The Results

After 30 days on Skopx:

Metric	Before	After	Change
Monthly tool cost	$2,400	$800	-67%
Time to answer ad-hoc questions	2-4 hours	30 seconds	-99%
People who can query data	3 analysts	All 50 employees	+1,567%
Weekly report compilation time	15 hours	1 hour	-93%
Data sources accessible from one tool	1-2	6	+200%

Key Insights

Self-service analytics is real now

Before Skopx, "self-service analytics" meant giving people access to Metabase and hoping they would learn SQL. In practice, only the 3 analysts used it. With Skopx, anyone can type "What was our churn rate last month?" and get an answer with a chart.

The AI gets better over time

The team noticed that Skopx's responses improved over the first two weeks as the learning engine accumulated context. By week 3, the AI understood their metric definitions, preferred visualization formats, and common follow-up patterns.

Consolidation reduces maintenance

Maintaining 4 tools meant 4 sets of credentials, 4 update cycles, 4 places where things could break. With one tool, the ops burden dropped significantly.

What They Still Use Tableau For

The team kept one Tableau license for the CEO's board presentation. The embedded charts in Tableau are polished for investor audiences in ways that AI-generated charts are not yet. Everything else moved to Skopx.

Try It For Your Team

Skopx Team plan is $16/seat/month. Connect your database and tools, and start asking questions. Most teams see value in the first conversation.