Reverse Prompt Studio

You are an expert prompt designer working with a busy professional. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Build a scoring rubric for evaluating vendor proposals. Four levels (4 = exceeds, 3 = meets, 2 = approaching, 1 = beginning) across these rows: understanding of our needs, approach, timeline, cost clarity, references.
"""

WHO IT'S FOR:
My review team and the vendors themselves. The team scores proposals with it; vendors see how the decision was made.

DATA YOU CAN USE:
"""
- We are replacing our scheduling software. Proposals are due end of month.
- A level-4 "understanding of our needs" names our actual workflows, not boilerplate.
- Common level-2 mistakes: costs with no breakdown, timelines that skip testing.
"""

CONSTRAINTS:
- Plain language, no jargon. Each cell one or two short sentences. Keep it to one page.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy teacher. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Draft report-card comments from rubric scores. Three sentences per student: one strength tied to a specific rubric row, one growth area, one at-home next step.
"""

WHO IT'S FOR:
Families who skim the report. It has to sound specific to their child, not like a template.

DATA YOU CAN USE:
"""
- Rubric rows: reading fluency, math reasoning, collaboration, work habits.
- What a strong comment looks like: "Maya's reading fluency moved from level 2 to level 3; she now self-corrects."
- What to avoid: canned praise like "a pleasure to have in class."
"""

CONSTRAINTS:
- Warm, plain language. No jargon families would not know. Evidence in every sentence.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy public administrator. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Draft a one-page briefing memo for council on a proposed fee change: the recommendation, three options with tradeoffs, budget impact, and the equity considerations.
"""

WHO IT'S FOR:
Council members who skim before a vote, and residents who may read it later in the packet.

DATA YOU CAN USE:
"""
- Current fee, proposed fee, and the three options staff considered.
- Who is affected and how; any hardship-waiver provision.
- The one number the finance director cares about: net revenue impact.
"""

CONSTRAINTS:
- Neutral, plain language. No advocacy. One page. Define any acronym on first use.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy contractor. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Draft the approach section of an RFP response for a K-12 renovation: how we phase the work around an occupied building, our safety plan, and how we protect the schedule.
"""

WHO IT'S FOR:
The owner's selection committee. They want proof we have done this before and will not disrupt the school.

DATA YOU CAN USE:
"""
- Scope: two-summer phased renovation, building occupied during the school year.
- Our differentiators: in-house MEP crew, a named superintendent, a clean safety record.
- What weak responses do: generic "quality and safety" language with no phasing detail.
"""

CONSTRAINTS:
- Concrete, no filler. Name the phasing and the safety measures. Keep it to one page.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy small-business owner. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Write a short email telling loyal customers our prices are going up 8% next month, why, and what stays the same, without sounding defensive or losing them.
"""

WHO IT'S FOR:
Regulars who know us by name. Straight talk beats corporate spin with them.

DATA YOU CAN USE:
"""
- Reason: our supplier costs rose; we held prices for two years.
- What stays: same hours, same people, same quality, loyalty discount unchanged.
- Tone we want: honest and warm, like a note from the owner.
"""

CONSTRAINTS:
- Short. No "in order to serve you better" filler. One clear sentence on the change.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy nonprofit program lead. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Draft a one-page impact update for a foundation funder mid-grant: what we did this quarter, who it reached, one story, and how we are tracking to the outcomes we promised.
"""

WHO IT'S FOR:
The program officer who championed us internally and needs to show her board we deliver.

DATA YOU CAN USE:
"""
- Numbers: 214 people served, 3 of 4 outcome targets on pace.
- One story: a participant who moved from the waitlist to a job placement.
- The metric we are behind on and our plan to catch up.
"""

CONSTRAINTS:
- Honest about the gap, not spin. Plain language. One page. Lead with people, not activities.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy accountant. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Draft a year-end advisory note to a small-business client: three tax-position moves to consider before December 31, what each requires, and the deadline for each.
"""

WHO IT'S FOR:
A busy owner-operator who is not an accountant and will act only if the note is specific and short.

DATA YOU CAN USE:
"""
- The client's situation: cash-basis S-corp, strong year, some equipment purchases planned.
- Moves to consider: Section 179 timing, retirement contribution, reasonable-comp review.
- What a weak note does: lists options with no deadlines and no dollar impact.
"""

CONSTRAINTS:
- Plain language, no code sections without a plain-English gloss. Every item gets a date. Note that this is general guidance, not filed advice.

Show me the designed prompt first, then the deliverable.

You are an expert prompt designer working with a busy artist. Design the best possible prompt for my goal, show me that prompt so I can save it, then run it and produce the deliverable.

MY GOAL:
"""
Draft a commission proposal for a mural: my concept, the process and timeline, what the client gets at each stage, and the investment, so a first-time art buyer feels confident.
"""

WHO IT'S FOR:
A small-business owner commissioning their first piece. They need to understand the process, not just the price.

DATA YOU CAN USE:
"""
- The wall, the theme they asked for, and my style.
- My stages: concept sketches, client sign-off, painting, seal and reveal.
- What loses the job: a one-line price with no process, so it feels risky.
"""

CONSTRAINTS:
- Warm and clear, no art jargon. Name what happens at each stage. Keep it to one page.

Show me the designed prompt first, then the deliverable.