Workbench / Issues

Similar Cases Route to Different Outcomes

Similar inputs, cases, prompts, or workflow states are routed to different outcomes without a declared difference that explains the split.

What This Looks Like

Two cases appear equivalent to the user, but the AI system routes them to different answers, decisions, tools, workflows, reviewers, or next steps. The user may see one request approved and another rejected, one case escalated and another handled normally, or one prompt sent down a different path without any visible reason for the difference.

Why It Matters

Routing differences become hard to trust when the deciding distinction is not visible. If similar cases produce different outcomes, users cannot tell whether the system found a meaningful difference, followed hidden state, used inconsistent context, or simply varied across runs. That weakens review, debugging, policy enforcement, and user confidence.

Structural Signal

The issue is not merely that two outputs are different. The signal is that the system treats comparable cases as structurally different without exposing the condition, rule, state, or authority that caused the split.

Common Triggers

When to Use This Issue

Use this Issue when the central problem is unexplained routing or outcome divergence between cases that should be handled the same way, or whose differences should be explicitly declared before they affect the result.

When Not to Use This Issue

Do not use this Issue when the cases are clearly different, when the user is mainly objecting to the quality of one answer, or when the failure is only that repeated runs vary. If the same exact prompt changes after retry, use a retry or inconsistent-output Issue instead.

Category

Inconsistent Behavior

Primary Pattern

PAT-0210 — Non-Deterministic Execution

Declared Patterns

Derived Primary Lenses

Derived Secondary Lenses

Search Intents

Ontology Metadata

Code
ISS-0001
Version
ISS-0001@0.1.0
Ontology release
0.1.0
Updated
2026-05-10T00:00:00Z

History

View full ontology changelog