Prompt Engineering

Find Vague Instructions in a Prompt

Words like "good", "engaging", and "professional" feel like instructions but specify nothing. Find them so you know where the prompt leaves things open.

Overview

Subjective quality words are the most common prompt trap: "make it good", "keep it professional", "something engaging" sound like direction but tell the model nothing measurable. This loads a prompt built almost entirely from them and flags each one, showing how a request can be full of words yet empty of specifics. Seeing them listed is the point — the prompt reads as instruction but scores low on specificity. It finds the vague terms; it does not replace them.

Workflow

Paste the prompt
One that leans on quality words like "good" or "engaging".
See each flagged term
Subjective words that read as instruction but specify nothing.
Spot the specificity gap
Full of words, low on measurable direction.

Why This Works

Subjective quality words feel like direction but specify nothing
Listing them exposes a prompt that is wordy yet vague
It finds the vague terms without replacing them for you

Best for

Catching subjective quality words
Spotting wordy-but-vague prompts
Raising specificity awareness

Not for

Swapping vague words for specific ones — that's the Prompt Rewriter
Removing filler — that's the Prompt Cleaner

Use cases

Catching subjective quality words
Spotting wordy-but-vague prompts
Raising specificity awareness

Customize This Resource

Opens this prompt in Prompt Readability Checker. Check to get the clarity diagnosis and four scores — then adjust the analysis strictness.

Open in Prompt Readability Checker

Prompt Template

PROMPT READABILITY REPORT

READABILITY OVERVIEW
- Overall clarity: 59/100 (Needs Clarity)
- Strictness: Balanced
- Length: 30 words · 3 sentences · 1 lines
- This is a read-only diagnosis — the prompt is not modified.

CLARITY ANALYSIS
- Objective: explicitly stated (opens with an instruction)
- Actionable instructions detected: 1
- Hedging phrases: 0

AMBIGUITY ANALYSIS
- Vague quantity (0)
- Vague quality (6): high-quality, engaging, compelling, professional, clean, appropriate
- Undefined time (0)
- Open-ended lists (0)
- Unclear references (1) — sentences opening with a bare pronoun (it/this/that)
- Possibly undefined terms (0)
- Possible contradictions (0)

STRUCTURE ANALYSIS
- Sections / headings: 0
- List items: 0
- Paragraphs: 1
- Average sentence length: 10.0 words
- Specificity anchors present: 2 of 6 (number, length limit, format, audience, examples, criteria)

READABILITY SCORES
- Clarity: 90/100 — objective stated; 1 actionable instructions
- Ambiguity: 59/100 — 7 ambiguity flag(s) total (higher is clearer)
- Specificity: 13/100 — 2 of 6 concrete anchors; 6 vague quality term(s)
- Structure: 50/100 — 0 heading(s), 0 list item(s), avg sentence 10.0 words

OBSERVATION NOTES
- The objective appears stated in the opening instruction.
- Several instructions use broad quality terms (high-quality, engaging, compelling, professional) that may allow multiple interpretations.
- 1 sentence(s) open with a bare pronoun, where the reference may be unclear.
- Few concrete anchors were detected (2 of 6) — the prompt may leave length, format, or audience open.
- No output length or size constraint was detected.
- No explicit output format was detected.
- This is a read-only analysis: it points out where clarity may suffer, not how to rewrite it. To remove redundancy use the Prompt Cleaner; to rewrite for strength use the Prompt Rewriter; to reshape it use the Prompt Formatter.

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