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specVIO
// PROMPT OPTIMIZATION

Sharpen Your Prompt

Structural checks — missing format, vague pronouns, bundled asks — run entirely in your browser and rewrite the prompt on the spot. Nothing here calls out to an AI model or leaves your machine.

SAMPLE PROMPT:
YOUR PROMPT — EDITABLE
LOCAL SCAN
OPTIMIZED PROMPT — LOCAL ONLY

Can you help me with my resume it needs work. Format: [e.g. bullet list, table, JSON, under 150 words] Audience/tone: [e.g. beginner-friendly, formal, for a technical reviewer]

STRUCTURE CHECKS — 4 FLAGGED
  • HIGHNo clear task verb

    Start with an action verb ("Write", "Summarize", "Compare"...) or a role ("Act as...") so the task is unambiguous from word one.

  • MEDIUMNo output format specified

    State the format you want back — bullet list, table, JSON, a word count — so the response matches what you'll actually use.

  • LOWNo audience or tone set

    Mention who this is for or what tone to use (beginner-friendly, formal, casual) to avoid a generic answer.

  • LOWNo length or scope limit

    Add a rough length or scope ("under 200 words", "3 bullet points") to keep the response focused.

CLARITY SCORE
54%
RATING
Needs Work
GAPS FLAGGED
4
POTENTIAL LEAKS
0
[!] Needs Work — 54% clarity.

[i] This is rule-based structural analysis, not an AI rewrite — it checks for missing format, audience, and scope the same way a careful editor would, then rewrites mechanically. It won't catch factual issues or improve wording the way a model call would.