Answer workplace data questions through a shared agent

Why use this

1. A nontechnical colleague may ask a reasonable workplace-data question using terms that differ from the stored fields. A shared answer can also expose information that the questioner or channel is not entitled to receive.

2. A reviewable query interpretation could make definitions and audience limits visible before an answer is shared. The useful result would explain the evidence behind the answer, including unavailable data and ambiguous business terms.

Why an agent / simpler alternative

Useful judgment

Translate ordinary language into agreed data concepts and ask about ambiguous definitions.

Simpler alternative

Use a curated dashboard or saved report for recurring questions with fixed definitions.

Unsuitable when

Audience permissions or the meaning of key metrics cannot be established.

Proposed inputs

1. Name

   Question and audience

   Owner

   Request owner

   Minimum scope

   Exact question and intended channel membership

   Quality check

   Verify authorized recipients and required detail.

2. Name

   Approved data sample

   Owner

   Data owner

   Minimum scope

   Relevant tables or exports plus definitions

   Quality check

   Confirm field meaning, reporting period and permitted disclosure.

Access and setup — proposed or unknown

Proposed minimum

1. Read-only, field-limited sample data; private answer preview.

Compatibility unknowns

1. Unknown: exact runtime, company-tool connectors and shared-channel permissions.

External actions requiring approval

1. Posting answers, expanding data access or sharing record-level information.

Expected deliverable and review checks

Proposed artifact

Answer candidate with interpreted question, definitions, evidence and access caveats.

Critical checks

1. Counts and periods reconcile with the supplied data.

2. Sensitive or restricted records do not appear in a broader-audience answer.

Missing output evidence

No new data-tool query, channel post or answer validation is performed here.

Failure signals and proposed responses

1. Signal

   “Active customers” has competing definitions.

   Why it matters

   A precise-looking answer may answer the wrong question.

   Proposed response

   Present the definition choice and request clarification.

2. Signal

   The source includes fields unavailable to the channel audience.

   Why it matters

   A helpful answer could become unauthorized disclosure.

   Proposed response

   Omit restricted detail and route permission questions to the data owner.

Effort and cost — unknown

Setup work

1. Document metric definitions and audience-specific scope.

Ongoing review

1. Check new question types and permission changes.

Unknowns

1. Unknown: query costs, connector coverage and definition maintenance effort.

First check — proposed, unexecuted

Status

proposed_unexecuted

Synthetic fixture

Fictional customer data distinguishes current contracts from recent activity and includes a restricted notes column.

Acceptance checks

1. The ambiguous active-customer definition is exposed.

2. Restricted notes never enter the answer candidate.

Stop conditions

1. Audience authorization or required metric meaning is unresolved.

Limits

1. Editorial question-answering check; access through a shared agent is not assumed.