AI Insights — Anomaly detection
AI Insights compares each quarter with the previous one and flags large changes in a client's data. It lives on the accounting firm dashboard, in the AI Insights card, and reviews all the clients in your portfolio at once. Frihet has no "AI → Insights" screen and no alert settings for this feature.
Where to see it
If your account has accounting firm clients, open My clients. The AI Insights card shows the 3 anomalies with the highest confidence across all clients in the portfolio. If there are no changes, it shows No anomalies detected. If data is missing for some client, the card says the summary is partial and offers Retry.
Click View client on an anomaly to open the affected client's workspace.
Which metrics it analyzes
For each client, Frihet compares the current quarter with the previous quarter on three metrics:
| Metric | What it measures |
|---|---|
| Revenue | Invoiced amount for the quarter |
| VAT (the card labels it "Deductible VAT") | Output VAT on the invoices issued in the quarter |
| Expenses | Spending for the quarter, by expense category |
A metric is flagged as an anomaly when its change from the previous quarter is 30% or more, up or down. The threshold is fixed and cannot be changed. If the previous quarter was zero and the current one has movement, the anomaly is marked +new (or -all if the value disappears).
The AI explanation
For the anomalies shown, Frihet asks an AI model for a short explanation and a suggested action. If the model does not answer in time, Frihet shows a plain explanation without AI, with the change and a review suggestion.
The model receives an opaque workspace identifier and the figures (metric, change and amounts). It does not receive the client's name or tax ID.
Each anomaly carries a confidence level:
- High confidence: score of 0.7 or more.
- Medium confidence: 0.4 to 0.7.
- Low confidence: below 0.4.
The explanation is indicative: the model does not know your client's context, such as a one-off campaign, a seasonal dip or a new contract.
Limitations
- Frihet does not store the insights: they are calculated when you open the panel and kept only for the session.
- In seasonal businesses, comparing with the previous quarter may flag changes that are normal. Frihet does not offer comparison with the same quarter of the previous year.
- Frihet does not send anomaly alerts by email, push notification or any other channel.
- There is no action to mark an anomaly as reviewed.