Evaluation Goal
Define the task, expected behavior, and release decision needed.
4.8
on G2
Free Data, AI & Analytics Template
Download a free prompt evaluation report template in Word, PDF, or Markdown. Or turn any video into prompt evaluation report template with Docsie AI — auto-fills every required field.
Use this template to evaluation summary for [prompt] or [LLM workflow].
| Field | Details |
|---|---|
| Category | Data, AI & Analytics |
| Owner | [Team or owner] |
| Version | [Version number] |
| Effective Date | [Date] |
| Review Cycle | [Monthly / Quarterly / Annual / Event-based] |
| Status | [Draft / In Review / Approved] |
Define the task, expected behavior, and release decision needed.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
Compare candidate prompts, model versions, parameters, and tool access.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
Describe dataset size, source, sampling, sensitive cases, and holdout policy.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
Define pass/fail criteria and weighted quality dimensions.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
Summarize aggregate scores, segment performance, latency, and cost.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
Group notable failure modes with examples and severity.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
State the release decision, required changes, and monitoring plan. Keep examples concise and avoid exposing sensitive prompt secrets.
| Item | Details | Owner | Status |
|---|---|---|---|
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
| [Item or requirement] | [Describe the relevant detail, evidence, or decision] | [Owner] | [Open / Complete] |
[Add context, assumptions, exceptions, evidence links, screenshots, calculations, or reviewer comments.]
Document review conclusions, approvals, unresolved items, and next review date.
| Role | Name | Date | Notes |
|---|---|---|---|
| Preparer | [Name] | [Date] | [Notes] |
| Reviewer | [Name] | [Date] | [Notes] |
| Approver | [Name] | [Date] | [Notes] |
Deploy this template before releasing any LLM prompt to production or after major model upgrades.
This template produces a structured audit trail of prompt quality, cost, and failure patterns.
Teams often skip systematic evaluation, leading to production incidents and cost overruns.
Template Structure
Use this data, ai & analytics template as a starting point, then customize each section to match your internal workflow, evidence, and signoff needs.
Define the task, expected behavior, and release decision needed.
Compare candidate prompts, model versions, parameters, and tool access.
Describe dataset size, source, sampling, sensitive cases, and holdout policy.
Define pass/fail criteria and weighted quality dimensions.
Summarize aggregate scores, segment performance, latency, and cost.
Group notable failure modes with examples and severity.
State the release decision, required changes, and monitoring plan. Keep examples concise and avoid exposing sensitive prompt secrets.
Write a Prompt Evaluation Report for an LLM prompt or workflow. Structure with:
Define the task, expected behavior, and release decision needed.
Compare candidate prompts, model versions, parameters, and tool access.
Describe dataset size, source, sampling, sensitive cases, and holdout policy.
Define pass/fail criteria and weighted quality dimensions.
Summarize aggregate scores, segment performance, latency, and cost.
Group notable failure modes with examples and severity.
State the release decision, required changes, and monitoring plan.
Keep examples concise and avoid exposing sensitive prompt secrets.
Decide whether prompt v3 can summarize renewal, liability, and termination clauses for legal review.
| Version | Model | Temperature | Change |
|---|---|---|---|
| v2 | gpt-4.1-mini | 0.1 | Baseline |
| v3 | gpt-4.1-mini | 0.1 | Added citation requirement |
| Metric | v2 | v3 |
|---|---|---|
| Accurate summary | 86% | 93% |
| Required citation present | 71% | 96% |
Ship v3 after adding a rejection path for scanned contracts with unreadable text.
Already have a walkthrough or training video covering this process? Skip manual drafting. Upload the video and Docsie AI generates prompt evaluation report template with every required field populated — ready for review, signoff, or export.
Use the template manually, or let Docsie generate the first draft from source footage.
Plan, metrics, and decision rules for [experiment]
Definition and acceptance criteria for a [dashboard] build
Release notes for [dashboard], metric, model, or dataset changes
Field-level reference for [dataset], table, or reporting model
Policy for classifying, accessing, and retaining [data domain]
Reusable checks for validating [dataset] before release
Template FAQ
Common questions about downloading and generating a prompt evaluation report template.
Q: What is a prompt evaluation report template?
A: A prompt evaluation report template is a structured document for evaluation summary for [prompt] or [llm workflow].
Q: Is the prompt evaluation report template really free?
A: Yes. The prompt evaluation report template is completely free to download in Word (DOCX), PDF, and Markdown formats. No signup or credit card required to download.
Q: How do I turn a video into a prompt Evaluation Report?
A: Upload a process walkthrough, training recording, or screen capture to Docsie. The AI analyzes the video and generates a complete prompt Evaluation Report using this template's structure — every required field auto-filled from the footage.
Q: Can I edit the prompt evaluation report template after downloading?
A: Yes. The DOCX format opens in Microsoft Word or Google Docs. The Markdown format imports into Notion, Confluence, Docsie, or any markdown editor. Customize fields, add your branding, and adapt to your internal workflow.