AI Solutions

AI Reporting Agents with Transparency Built In

We build AI reporting agents that gather data, draft narratives, and flag anomalies—while making clear that outputs are not causal truth and require human validation.

Source Access and Metric Definitions

Only approved sources, credentials, queries, and metric definitions are configured for the reporting agent. Access controls and logs reduce unauthorized use but require testing and review. Queries and transformations are documented, and freshness labels show the latest source update available to the workflow. Source references are attached where supported; missing provenance or stale data triggers an exception rather than an unqualified narrative.

Queries, Transformations, and Freshness

The agent may flag unusual patterns and draft possible explanations, but it does not establish cause. Numerical outputs are validated against source records, formulas, thresholds, and representative cases before distribution. Every scheduled report follows the selected human-review or approval path, with failures, delayed sources, missing fields, and calculation mismatches logged. Transparency supports review without guaranteeing numerical accuracy.

Citations and Anomaly Flags

Every data point in a report includes a source citation. The AI flags anomalies in the data but does not interpret them as causal. It suggests possible explanations, not conclusions.

Human Review and Scheduled Delivery

All reports are routed to a human for review before distribution. Scheduled delivery is configurable, and exceptions are logged. We never guarantee numerical accuracy—only that the process is transparent.

What the engagement can produce

Practical deliverables

Source Map

A documented list of approved data sources, access permissions, and refresh schedules.

Metric Dictionary

A plain-language definition of every metric used in reports, including formulas and transformation logic.

Anomaly Flag System

A configurable system that highlights unusual data patterns with citations, without asserting causation.

Review Dashboard

A human review interface for validating AI-drafted reports before they are sent to stakeholders.

Reports You Can Trust, Built Transparently

Let's create reporting agents that cite sources, flag anomalies, and always defer to human judgment.