Julius

Julius

julius.ai

B2C · Data & Analytics

An AI data analyst that runs statistical analysis on uploaded files and explains the results in natural language. Users without an analytics background present its conclusions as findings.

Autonomy & Control: 75/100Safety & Error Prevention: 50/100Self-Improvement & Feedback: 63/100Understandable & Transparent: 63/100Recommendation & Prediction: 25/100Enrolment & Mental Models: 50/100Trust Fingerprint

Audited Flow Audited: Data Analysis

Summary

Autonomy & Control: 75/100Safety & Error Prevention: 50/100Self-Improvement & Feedback: 63/100Understandable & Transparent: 63/100Recommendation & Prediction: 25/100Enrolment & Mental Models: 50/100

Autonomy & Control

6 of 8 points

Safety & Error Prevention

4 of 8 points

Self-Improvement & Feedback

5 of 8 points

Understandable & Transparent

5 of 8 points

Recommendation & Prediction

2 of 6 points · 1 not exercised

Enrolment & Mental Models

4 of 8 points

Every score is out of what was actually assessed.

Not exercised — Things that were not shown or visible in the audit

Key Findings

Downloading a table exports silently with no scope confirmation

1Autonomy & Control

Downloading a table exports silently with no scope confirmation

What’s wrong

Clicking the export icon on a data table shows a format picker offering .csv or .xlsx. Selecting a format immediately triggers the download with no confirmation of which table is being exported, how many rows it contains, or whether it reflects the current filtered state. The action is irreversible and silent.

What to fix

Before downloading, show a one-line summary of what will be exported, for example "Exporting 817 rows, 7 columns as .csv", with a confirm button. Place this inline below the format picker.

Editing a message replaces the prior AI response without warning

2Autonomy & Control

Editing a message replaces the prior AI response without warning

What’s wrong

The edit overlay lets the user amend a prior message and resend it. When the edited message is sent, the previous AI response is overwritten. No branching occurs and no version of the prior response is retained or marked as replaced. The user has no way to recover the earlier answer.

What to fix

When a user edits and resends a message, preserve the previous AI response in the thread as a collapsed prior version with a label such as "Previous response" and a control to expand it. Do not silently overwrite.