AntifrogACADEMYExplore Antifrog ↗
Theory Lesson 05
RISK / 6 MIN

From signal to evidence.

Learn to separate what you observed from what you believe it means.

01

Start with an observation

“Twelve accounts used two device references” describes an observation. “One person owns all twelve accounts” is an inference. Keeping the two separate makes a review easier to challenge and improves the handoff to the next analyst.

02

Keep an alternative alive

A shared network can reflect a household, office or residence. Repeated attempts can reflect automation or a faulty integration. List plausible alternatives, then ask which additional evidence would make one explanation fit better than the others. Do not collect more data simply because it exists.

03

Match the action to the evidence

An investigation lead may justify a review without justifying a final finding. Consider the actual policy, immediate exposure, customer impact and whether an action can be reversed. A temporary control still needs an owner, a review time and release conditions.

04

Leave a decision someone can revisit

A useful note separates the observed pattern, your interpretation, the unresolved question and the next action. “Suspicious customer” is not enough. “Hold the disputed credit under the stated terms while eligibility is checked by Friday” can be reviewed and challenged.

Check your understanding

Which statement is an observation, rather than an inferred identity?

From theory to operations

A decision should have a reason.

Explore how Antifrog is designing its review workflow around context and explainable decisions. The product is in development; production capabilities remain to be validated in pilots.

Explore the Antifrog approach ↗