Stop going to the dashboard for the answer.
Your team already has a frontier model.
Agentic BI gives it certified business context, verified numbers, and permission-aware access so the answer can come directly to the person making the decision.
Ask on demand, or get scheduled verified briefings.
The dashboard made access easier. It did not remove the work.
Question → Ticket → Dashboard → Filter → Interpret → Validate → Decision
Certify once → Ask → Verified answer → Decide
of employees hold a BI license, essentially flat for a decade.
Source: Gartner analyst estimates, 2017 to 2022
measured active Tableau utilization in real enterprise environments, across 6 million endpoints.
Source: Nexthink "Soft-WASTE" study, Feb 2023
of a typical enterprise Tableau or Power BI estate is Viewer-tier seats: people who consume, not build.
Source: Consulting-firm advisory analysis and practitioner experience, not an independent analyst study
The report starts coming to you.
- Revenue
- ↓ 3.1%
- Verified
- Margin
- ↑ 80 bps
- Verified
- Sell-through exception
- Southeast
- Verified
- 1 metric withheld
- Pending certification
- Withheld
Every line carries metric · source · status · receipt
- 6:00 AMExecutive morning briefWhat changed overnight? What needs attention? What is verified? What is outside certified coverage?
- 9:12 AMOperator questionWhy is Region East below plan this week? An immediate verified answer, and the follow-up.
- 2:30 PMFollow-upThe next question builds on the last, with the same certified definitions.
- Board packetBoard and finance questionWhat changed in revenue mix versus last quarter, and why? Board-grade assurance and the full receipt.
The model can speak. Gravity decides what it is allowed to say.
Chooses the definition
Guesses when data is missing
May violate intended access
Sounds equally confident
Certified definition
Enforced permissions
Missing means missing
Assurance level visible
Checked before publish
Defers when needed
Replace consumption cost before you replace your entire BI estate.
Replacing 5,000 Viewer seats with one certified vault: roughly $1.7M back over five years.
In one large retail deployment we know first-hand, 5,000 Viewer-tier seats existed to deliver one thing: store sales numbers to store managers. The model counts the current recurring viewer-seat cost, the one-time conversion of the reports those seats receive, the Gravity vault, and the model cost of running the answers. Across all of it, we estimate more than a 50 percent reduction in total cost of ownership, with break-even inside the first year.
Modeled targeted use case from first-hand enterprise BI operating experience, not an audited customer result. One vault serves every recipient; vault pricing scales by function, not by seat.
Start with the BI surfaces that exist primarily to deliver recurring numbers to people who do not build analysis.
Creator, analyst, and exploratory BI stay where they are.
Buy what exists. See what comes next.

Gravity certified vault
Governed questions
Verified answers, on demand
Scheduled operating briefings
Receipts
Answer history
Proactive exception detection
Distribution workflows
Expanded Studio experience
Pick one dashboard nobody wants to open anymore.
- 01Identify a recurring dashboard or report consumed by a defined audience.
- 02Identify the certified metrics inside it.
- 03Stand up the Gravity vault.
- 04Deliver the same answers conversationally or programmatically.
- 05Measure adoption, trust, time saved, and economics.
- 06Expand only if the use case earns it.
Start with one recurring decision.
Three products. Structured Services. One Truth Layer. Discovery (live). Gravity (GA), with Agentic BI built on it. Friction (GA). Modern Foundation (Structured Services).
Seen, but not chosenNational moving and storage company