Exact figures
Workflows retrieve values from structured records rather than re-reading a PDF each time, and apply defined calculations.
CONTEXT STUDIO
Most organisations already hold the information they need to get value from AI. It sits scattered across documents, reports, and systems. Context Studio turns supported business documents into structured, reviewed information your team can check, use, and trace to its source.
THE INFORMATION PROBLEM
An AI agent pointed at scattered files cannot reliably determine what is current, which figures to use, or who is permitted to see it. Even an answer that cites a source can contain the wrong number.
Security teams need control over sensitive information. Business leaders need answers they can check. Context Studio addresses both: it prepares the knowledge, records where each value came from, and keeps people in the review.
SOURCE TO REVIEWED RECORD
Production estimate · Vendor A · page 3 of 12
Section B · Crew and equipment
| Item | Days | Rate |
|---|---|---|
| Camera package | 3 | 1,200 |
| Lighting crew | 4 | 850 |
| Location fee | 2 | 2,000 |
Figures are example values, not a real bid.
The highlighted row is selected. Its source region is highlighted in the document.
How a reviewed record is presented. Replace with an approved product capture when available.
Select a field and the matching source region is shown. Every saved version is kept, so a reviewer can return to an earlier state.
HOW THE KNOWLEDGE LAYER WORKS
Stages and descriptions follow the published Ollon × Revenue Experts partnership announcement. Product behaviour and engagement scope are distinguished in the notes on each stage.
WHAT THE FOUNDATION SUPPORTS
Workflows retrieve values from structured records rather than re-reading a PDF each time, and apply defined calculations.
Validation checks and human review flag missing information, conflicting figures, and unsupported claims before they reach a decision.
Runs in a client-controlled environment: your cloud account, on-premises infrastructure, or a sovereign deployment, configured around your security and residency requirements.

WHERE IT IS USED FIRST
Revenue Experts and Ollon, the partners behind Context Studio, are focused first on sectors that hold sensitive data and face regulatory requirements.
A WORKFLOW, SHOWN
An approved customer example will be published here once the client has signed off on the wording. Any figure will carry its baseline, period, scope, and source.
Until then this space carries no result claim.
Ollon built Context Studio and leads technical implementation. Revenue Experts identifies the use case, shapes the knowledge, defines evaluation criteria, and measures results.
DEPLOYMENT QUESTIONS
Context Studio runs in a client-controlled environment. Cloud, private, hybrid, and sovereign configurations are assessed against your requirements. We only claim that data stays within your environment when the agreed setup supports that.
Ollon leads integration with existing systems and builds the custom agents and workflows on top. The agreed scope states what is included.
Current supported workflows include estimates, standardised production bids, and requests for proposal. We assess your document types and required fields before agreeing to a scope.
A description of the workflow, the document types involved, the people who review the output, and your main access or deployment requirements. Secure document sharing is agreed after that discussion.
IS THIS A FIT?
Context Studio is most relevant when your organisation has valuable business knowledge, a specific workflow to improve, and people who can define and review the work.
REQUEST A WALKTHROUGH
A walkthrough uses your workflow, not a generic demo. Bring the document types, the reviewers, and the business goal.
After you submit: we reply by email to agree the scope and propose a time for a scoping call. Requesting is not booking; a time is only confirmed once you accept it.