AI INVESTIGATIONS

Find out why
your tests fail.

AI compares your test results, investigates possible causes, and shows the evidence so your team can decide what to check next.

The tofu pilot inspecting a hardware failure

FOLLOW THE EVIDENCE

A voltage shift. Six possible directions.

Choose the scope, inspect a hypothesis, open its evidence, and decide which test could confirm it.

REFERENCE VOLTAGE / WORKED EXAMPLE350 RUNS · EXAMPLE DATA
01 / THE ALERT DEFINES THE INCIDENT

Compare the affected runs with the baseline.

The production investigation inherits the alert’s scope, time span, and drifting measurement. Explore subsets of this example to see why the comparison matters.

BASELINE · 250 RUNS3.3072 V
INCIDENT · 100 RUNS3.3685 V
MEAN SHIFT+61.3 mV

Temperature also changed: 24.2°C → 34.4°C. That is a hypothesis to examine, not yet a cause.

EXAMPLE INVESTIGATION

Select a step to explore the data, reasoning, and suggested next checks.

EVIDENCE + UNCERTAINTY

A probable cause is a testable direction.

Start from a yield drop or a drifting measurement. Compare stations, lots, versions and other recorded context; keep missing evidence visible.

SUPPORTED BY THE DATA

Temperature follows the shift.

Inspect the comparison behind the hypothesis. A relationship suggests a check; it does not prove the cause.

STILL OPEN

The component lot is missing.

Add lot data and an independent reference reading to separate competing explanations.

A blue control board in a temperature chamber for a controlled confirmation test
Example follow-up: control the temperature and compare against an independent reference.

HAND OFF THE NEXT CHECK

Give the team a finding they can follow.

Share the result with its alert context. Separate the confirming hardware test from the extra data the analysis needs.

Analysis outcomes and team access

A result can identify probable or interacting causes, remain inconclusive, or report insufficient data. Missing metadata stays visible.

Each analysis respects the initiating person’s role and access group. Teammates can read the shared result and launch their own analysis to inspect detailed evidence. Re-running replaces the latest analysis.

Bring the next failure into focus.