The AI Taxonomy.
Terms  /  System Transparency  /  Reasoning Visibility
06 · System Transparency

Reasoning Visibility

The user can inspect the model's chain of thought, assumptions, and decision points.

Reasoning Visibility is the direct cure for Decision Fog. When the model shows its reasoning — not just the sanitized "thinking" output, but the actual decision process including what it considered and rejected — the user can verify not just the output but the logic that produced it. This transforms the review process from "does this look right?" to "was the reasoning sound?" A wrong answer with visible reasoning is actually more valuable than a right answer with hidden reasoning, because the visible reasoning lets you understand and correct the model's thinking.

Example
An agent explains its code generation: "I chose to implement this as a recursive solution because: (1) the data structure is tree-shaped, (2) the depth is bounded (max 10 levels per your schema), so stack overflow isn't a risk, and (3) the recursive version is 40% fewer lines than the iterative alternative. I considered iteration but rejected it because the backtracking logic would require an explicit stack, adding complexity without a performance benefit at this depth." The user can now evaluate the reasoning, not just the code.

More in System Transparency

System Opacity

The inability to see what an AI system knows, why it made a decision, or what it did. The default state of most AI tools today.

Decision Fog

The user can see the output but not the reasoning, trade-offs, or alternatives the model considered.

Black Box Agency

An agent that acts on your behalf but won't show its work. You get results with no audit trail.

Invisible State

The system has internal state that affects behavior but is not exposed to the user.

Accountability Gap

No one — human or system — can explain why a specific output was produced.

Decision Traceability

Every output can be traced back through the reasoning, context, and data that produced it.

Open State

The system's internal state is visible and inspectable at any time. The opposite of Invisible State.

Audit Trail

A complete, immutable record of what the system did, when, why, and with what inputs.