Resource
Last updated: May 2026
LLM prompt and workflow evaluation template
Use this template to test whether an LLM workflow is reliable enough for a real pilot.
Buyer Guide
How to use LLM prompt and workflow evaluation template
LLM prompt and workflow evaluation template is a working resource for aligning scope before a call or internal review. Filling it out is not the goal; the goal is to reveal whether the team is ready for a sprint or needs an audit first.
The key inputs are owner, user group, sample data, systems involved, success metric, risks, and the decision after the demo. When those are clear, the first PoC or sprint can stay small and concrete.
Missing answers are useful too. If many fields are unknown, Urbano DX can start with a paid audit or technical review rather than pretending the build scope is ready.
Use before
First call, budget discussion, vendor comparison, or PoC scoping.
Fill in
Owner, data, metric, exclusions, risk, and next decision.
Outcome
Sharper scope, visible risks, and a clearer first step.
Evaluation dimensions
The goal is not a perfect prompt. The goal is a workflow that behaves predictably enough for human-reviewed use.
- Task success
- Evidence quality
- Latency
- Reviewer acceptance
- Fallback behavior
- Audit logging
What to test
Evaluate the whole workflow, not just the prompt text. The prompt may be fine while the retrieval, data shape, UI, or review path is weak.
- Representative examples
- Edge cases
- Bad input
- Missing source evidence
- Reviewer corrections
What to measure
A useful evaluation has a small test set, expected behavior, reviewer notes, and a decision about whether the workflow is ready for a pilot.
- Pass/fail criteria
- Accepted with edit
- Rejected output
- Latency range
- Fallback rate
Evaluation template output
Test set
Representative examples, edge cases, and known failure cases.
Scoring rubric
Criteria for success, evidence quality, reviewer effort, and fallback behavior.
Result log
Outputs, reviewer notes, accepted edits, rejected responses, and prompt versions.
Pilot gate
A recommendation to pilot, revise, narrow, or stop the workflow.
Buyer FAQs
How many examples do we need?
Start small: 20-50 representative cases can reveal many workflow problems before a larger evaluation.
Should evaluation include latency?
Yes. A correct answer that is too slow may still fail as a product workflow.
Scope the first sprint
Bring the app, API, LLM feature, or AI workflow you want to test. We will turn it into a clear first-sprint scope.
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