A manager approving a report often needs to ask where one number came from. A surface beside the report could help them inspect the underlying records without losing the reporting context. Slackforce Surfaces offers a product-development reference for that idea, but the useful pilot is defined by source traceability, access and approval rules rather than a live-looking interface.
This article proposes a restricted investigation pilot. It does not claim that the agency has implemented it or that every advertised capability is available in a particular account. The practical output is a report-drilldown brief that preserves an approved snapshot while a manager investigates current evidence and decides whether any revision is warranted.
Read the announcement with its availability limits
Source: Slackforce Surfaces product announcement is dated 11 September 2026 in the author line, corroborated by a fresh primary-page check on 6 October. It describes creating shared outputs from connected business information and showing sources. The feature section still marks live-update wording coming soon. That availability limit must remain separate from the broader product description.
Before choosing the product, the technical and information owners must verify actual account access, supported data connections, permissions and the precise update behaviour available to them. Marketing descriptions do not establish that a deployment meets the reporting process. A prototype may use a static accepted snapshot first and test any later updating feature separately.
Keep the pilot focused on investigation. The manager should be able to inspect a figure and its supporting records without the surface silently rewriting the accepted report. A connected current value and a previously approved value can both be meaningful when their times and states are clearly separated.
Preserve the approved report as an identifiable snapshot
Give the approved report an ID, version, cut-off, metric-definition version and reviewer decision. Store the accepted input record references and calculation. A figure of 500 units needs its population and formula, not merely a dashboard cell that can later change.
The investigation view should show that approved value alongside the current retrieved evidence time where the pilot supports it. If later records differ, label the difference as a review question. Do not describe it as an error or performance change until the information owner establishes the relevant scope and definition.
Keep replaced reports accessible. When a manager approves a revision, create a new accepted report version with the change reason and evidence. Updating a surface is not equivalent to issuing a replacement report through the organisation's accepted reporting process.
Restrict drilldown to the viewer's accepted record access
A manager allowed to read an aggregate report may not be authorised to inspect every underlying personal or commercial record. Define the permitted drilldown fields, rows and source systems for each role. The technical owner must implement and test those limits rather than assume that report visibility grants source access.
Source: OpenAI function calling describes application execution of model-requested functions. If an AI investigation step uses lookup tools, the application should enforce the accepted viewer/project/record scope independently. A model request or a retrieved document cannot expand permission to another team's private data.
Return a clear restricted or unavailable result when evidence cannot be shown. The surface should not substitute a generated explanation that appears to reveal inaccessible source details. Keep technical failures distinct from genuinely empty record sets, so zero returned rows is not mistaken for no activity.
Reusable restricted report-drilldown pilot brief
Use this proposed brief before selecting and configuring the investigation tool.
Purpose: Let an authorised manager inspect the accepted records behind a report figure and prepare a reviewed revision question. No automatic report approval or source-record mutation.
| Component | Required record or behaviour | Acceptance check |
|---|---|---|
| Approved report | ID, version, cut-off, metric definition and decision | Original accepted value remains identifiable |
| Figure selection | Stable metric/section reference | Correct source population selected |
| Source drilldown | Accepted record IDs, fields and evidence times | Each claim can be traced within permitted scope |
| Viewer access | Role and implemented source permissions | Aggregate access does not expose restricted details |
| Current comparison | Retrieved time, definition and difference | Later data is labelled separately from snapshot |
| Unresolved evidence | Missing source, changed scope or conflicting record | Named owner and precise question |
| Manager decision | Accept original, investigate further or approve revision | Exact evidence and report version covered |
| Revision release | New version, change log and accepted distribution | Surface update is not treated as report release |
Test fixtures: [Same snapshot/current result; late record; unavailable source; restricted viewer; duplicate import; changed metric definition]
Pilot outcome: [Supported behaviour actually verified, limitations, owner and decision to extend or stop]
The completion check is that the manager can investigate a permitted source trail while the accepted report remains intact, and every revised value requires the appropriate recorded decision.
Keep structured explanations tied to the evidence state
Source: OpenAI Structured Outputs describes schema-constrained responses. A proposed explanation can require snapshot value, current value, evidence times, accessible references and unresolved questions. That does not guarantee factual correctness or permission enforcement. Compare fields against the accepted records and the viewer's allowed result.
The explanation should state what changed in the evidence, not invent why the business changed. A later import can alter a current total without changing the original snapshot's validity. An accepted metric definition change can make the two figures incomparable. Keep those possibilities as explicit review questions until the owner resolves them.
Do not let a surface's conversational convenience blur authority. A manager asking what happens if we exclude this record is an investigation request, not automatic permission to change the accepted report. Proposed calculations should remain labelled hypothetical or provisional until reviewed.
Walk through a stable number and a late correction
Consider a hypothetical approved report R-8 with metric M-2 showing 500 units at its accepted cut-off. The pilot drilldown returns the accepted member records and calculation, and the manager can reproduce 500. The current source still matches. The manager retains the report without making a new performance claim.
Now suppose a later accepted record increases the current comparable total to 520. The surface shows the original 500 and current 520 with their separate times. The difference is 20 units, but its significance remains a review question. The manager decides whether the reporting rule requires a replacement version or a note in the next report. The original snapshot is not silently overwritten.
If the current lookup fails, the result is unavailable rather than 0. If a viewer lacks permission to inspect one supporting record, the surface explains the access limit without exposing it through a model summary. Duplicate imports must be reconciled under accepted identities before the current value is treated as comparable evidence.
Evaluate the pilot by investigation outcomes
Measure whether reviewers can find the relevant source, reproduce the accepted value and distinguish current evidence from the snapshot. Include access-limit and changed-definition cases, not only a favourable demonstration. Record actual investigation effort, missing references and unsupported generated explanations.
Successful source drilldown does not prove better management decisions or reporting accuracy across the business. The pilot should establish its tested behaviour and limits. Recheck product availability and supported update controls before extending it to another account or sensitive data source.
Questions about live report investigation
Does coming-soon wording mean the live feature is available now?
No. Verify the actual account and deployment behaviour with current official documentation or an authorised product test. Preserve the source's stated limitation rather than converting an announcement into an availability claim. The pilot can begin with an accepted static snapshot while that question remains unresolved.
Should current data automatically replace an approved figure?
No. Keep the accepted cut-off and the newer evidence separate. The information owner decides whether a replacement report is required and records the exact revision. A source update or refreshed interface alone is not a reporting approval.
Can every report reader access the underlying records?
Only according to the accepted source permissions. Aggregate report access and detailed record access are different. The implementation must test those boundaries, including attempts to obtain restricted details through generated explanations, before the investigation view is considered ready.
If your business needs help defining this process, explore Custom AI agents, the wider AI automation services, and our custom-agent workflow guide. The agents and automation comparison and custom AI agent glossary explain the terms. To discuss your records and approval rules, get in touch.