Review Prompt Usage Guide
Review prompts help improve clarity, structure, accuracy, and tone of any document (SOW, PRD, SOP, summary).
These guides reference Langfuse prompt behaviors.
The prompts themselves remain stored in Langfuse.
Canonical Langfuse Prompts
1. review.clarity.v1
Purpose: Improve readability, reduce complexity, simplify wording.
Inputs:
- text
- style constraints
2. review.senior-consultant.v1
Purpose: Rewrite text in a polished, structured, consulting-style voice.
Inputs:
- draft_text
- tone expectations
3. review.consistency.v1
Purpose: Check for contradictions, mismatches, and logical gaps.
Inputs:
- full_document
4. review.fact-check.v1
Purpose: Flag invented details or unsupported claims.
Inputs:
- document
- source_material
5. Humanizer (Cursor Skill)
Purpose: Remove signs of AI-generated writing to make prose sound natural and human.
Invocation: /humanizer in Cursor Agent chat, or ask the agent to “humanize this text.”
Location: .cursor/skills/humanizer/SKILL.md in the platform repo (same workspace as playbook).
Detects and fixes 24 AI writing patterns including:
- Significance inflation (“pivotal moment,” “testament to”)
- Promotional language (“nestled,” “vibrant,” “groundbreaking”)
- AI vocabulary overuse (“Additionally,” “delve,” “landscape”)
- Em dash overuse, rule of three, sycophantic tone, filler phrases
How to Use in Cursor
Example: Clarity Pass
“Act according to Langfuse prompt review.clarity.v1.
Rewrite this section to be clearer and more direct.”
Example: Senior Consultant Rewrite
“Apply the behavior of review.senior-consultant.v1.
Rewrite this section in a polished, structured, client-ready tone.”
Example: Consistency Check
“Act according to Langfuse prompt review.consistency.v1.
Scan the document for contradictions, missing connections, or unclear references.”
Example: Fact Check
“Act according to Langfuse prompt review.fact-check.v1.
Highlight any content that is not supported by the PRD or meeting notes.”
Example: Humanize
Type /humanizer in Agent chat, then paste the text or reference the file.
Or ask directly: “Humanize this draft so it doesn’t sound AI-generated.” “Use the humanizer skill to remove AI patterns from this SOW.”
When to Use Review Prompts
Use review prompts:
- After the first draft
- Before internal review
- Before client delivery
They ensure writing meets Brainforge quality standards.