Your BI dashboard has a fatal flaw: it’s read-only. When numbers look wrong, teams don’t fix them...

Your BI dashboard has a fatal flaw: it’s read-only. When numbers look wrong, teams don’t fix them...Your BI dashboard has a fatal flaw: it’s read-only. When numbers look wrong, teams don’t fix them...

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Toolshed (Data, Automation, AI Agents, Framer, Retool)

pro

• Jan 12

Your BI dashboard has a fatal flaw: it’s read-only.

When numbers look wrong, teams don’t fix them in the dashboard. They export to Google Sheets. Hello shadow spreadsheets. Goodbye single source of truth.

At Toolshed, we don’t just build reports, we build Operational Hubs.

For Sully.ai, we replaced manual billing workflows with a centralized platform that allows real-time adjustments with audit trails and guardrails.

For Vergo, we built a projection module supporting percentage-of-completion accounting, enabling job-level edits directly in Retool.

The takeaway: If your team exports data to “fix it,” your internal tools are failing. You don’t need more charts—you need an Adjustment Layer.

We’re Toolshed. We build internal tools that scale.

Data Engineering automation finops

Moses Kim

• Feb 25

In designing this CRM dashboard, our focus was on creating a clear and structured environment for managing sales data and customer relationships. The interface consolidates key metrics such as total deal value, average deal size, win rate, and revenue dynamics into a single workspace, allowing users to quickly understand performance trends and identify changes over time.