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Prompt Details

Model
(gemini-3.1-pro)
Token size
1,800
Example input
[Course Beta]: A four-week bookkeeping organization sprint for freelance graphic designers. The promise was to help participants organize business transactions, receipts, and a monthly bookkeeping workflow. The beta included four live workshops, templates, and one weekly office hour. [Target Learner]: Revenue-generating freelance graphic designers currently using personal accounts or inconsistent spreadsheets. [Beta Evidence]: Eight people applied. Six paid $149 and enrolled. Five attended at least three workshops. Four completed the transaction-category map. Three completed the full monthly close checklist. One requested a refund after the first workshop because they expected personal tax advice. Five answered the final survey. Four said the templates were the most useful part. Three said the receipt workflow should have appeared earlier. Two repeatedly asked tax-specific questions. No participant gave permission to publish their name or quote. [Delivery Constraints]: The creator can run one weekly group call and one office hour. Individual tax advice cannot be provided. The next cohort can include no more than ten participants. [Decision Goal]: Decide whether to run another paid cohort and what must be revised first.
Example output
# Course Beta Evidence Report ## 1. Executive Decision * **Primary Decision:** REVISE BEFORE SCALING * **Confidence Level:** Medium * **Evidence Quality:** Moderate * **Sample Limitation:** Six paid participants provide useful early evidence but cannot establish broad demand. * **One-Sentence Diagnosis:** Paid commitment and template usage support another small bookkeeping cohort, but the tax-advice boundary and curriculum sequence require repair. The beta produced a meaningful paid-demand signal and several participants completed key implementation steps. However, one refund and repeated tax-related questions show that the offer boundary was unclear. The receipt workflow also appeared too late for several participants. Another small cohort is reasonable after these issues are corrected. ## 2. Evidence Inventory ### Verified Quantitative Evidence | Metric | Supplied Value | Calculation | Interpretation Limit | | ------------------------ | -------------: | ----------------- | ----------------------------------------------- | | Applications | 8 | Supplied directly | Acquisition source is unknown. | | Paid Enrollments | 6 | 6 ÷ 8 = 75% | Small and potentially prequalified sample. | | Regular Attendance | 5 | 5 ÷ 6 = 83.3% | Attendance does not prove implementation. | | Category Map Completion | 4 | 4 ÷ 6 = 66.7% | Quality was not independently assessed. | | Monthly Close Completion | 3 | 3 ÷ 6 = 50% | Only half completed the full deliverable. | | Refunds | 1 | 1 ÷ 6 = 16.7% | One case cannot establish a normal refund rate. | | Final Survey Responses | 5 | 5 ÷ 6 = 83.3% | One participant’s experience is missing. | ### Verified Qualitative Evidence * Four respondents identified the templates as the most useful component. * Three respondents wanted the receipt workflow introduced earlier. * Two participants repeatedly asked for tax-specific guidance. * One participant requested a refund because they expected personal tax advice. ### Missing Evidence * Starting and ending record-organization quality * Time required to complete each assignment * Reasons one participant did not answer the final survey * How applicants discovered the beta * Whether participants would pay the same price again ## 3. Evidence Reliability Audit | Evidence Source | Rating | Reason | Bias or Limitation | | --------------------- | -------- | ----------------------------------- | ------------------------------------------------------ | | Payment records | Strong | Direct evidence of buyer commitment | Small sample | | Attendance records | Strong | Observable participant behavior | Does not measure learning | | Assignment completion | Moderate | Shows implementation activity | Quality criteria were not supplied | | Final survey | Moderate | Five of six participants responded | Self-reported and potentially positive-response biased | | Refund explanation | Moderate | Directly reported reason | Single participant | ## 4. Participant Journey Analysis | Stage | Evidence | Friction | Successful Element | Required Repair | | ------------------- | ------------------------------------- | --------------------------------------- | ---------------------------------------- | ---------------------------------------- | | Discovery | Not collected | Insufficient evidence | Insufficient evidence | Track acquisition sources | | Enrollment | Six participants paid | One buyer misunderstood the scope | Paid commitment | Clarify the no-tax-advice boundary | | Onboarding | Not collected | Insufficient evidence | Insufficient evidence | Add a scope acknowledgement | | First Action | Four completed the category map | Receipt setup occurred too late | Templates encouraged action | Introduce receipt setup first | | Core Implementation | Three completed the monthly close | Half did not complete the final process | Guided checklist | Add a midpoint completion checkpoint | | Support | Two repeatedly requested tax guidance | Scope confusion | Weekly office hour | Add a boundary FAQ and referral guidance | | Completion | Three completed the full deliverable | Completion remained limited | Some participants implemented the system | Add progress tracking | | Outcome Review | Five survey responses | No independent quality review | Useful qualitative feedback | Add objective completion criteria | ## 5. Feedback Theme Clusters ### Theme 1 — Template Value * **Supporting Evidence:** Four participants identified the templates as the most useful component. * **Number of Supporting Mentions:** 4 * **Contradictory Evidence:** None supplied * **Severity:** Medium * **Recommended Response:** Keep the templates as the central implementation system and connect each workshop to one specific template. ### Theme 2 — Receipt Workflow Sequence * **Supporting Evidence:** Three participants wanted the receipt workflow introduced earlier. * **Number of Supporting Mentions:** 3 * **Contradictory Evidence:** None supplied * **Severity:** High * **Recommended Response:** Move receipt organization to the first week before transaction categorization. ### Theme 3 — Tax-Advice Expectations * **Supporting Evidence:** Two repeated tax questions and one refund caused by incorrect expectations. * **Number of Supporting Mentions:** 3 * **Contradictory Evidence:** None supplied * **Severity:** Critical * **Recommended Response:** Rewrite the landing page, checkout, onboarding, and support boundaries to state that individualized tax advice is excluded. ## 6. Curriculum Repair Map | Component | Action | Evidence | Specific Revision | | ----------------------- | ------ | ----------------------------- | ---------------------------------------------- | | Templates | Keep | Four positive mentions | Use one core template during every workshop | | Receipt Workflow | Revise | Three sequencing complaints | Move it to week one | | Category Map | Revise | Four completions | Add a completed example and review checklist | | Monthly Close Checklist | Revise | Three completions | Add a guided midpoint and final checkpoint | | Tax Q&A | Remove | Scope conflict and one refund | Replace it with professional referral guidance | | Weekly Office Hour | Keep | Provided support access | Add written scope boundaries before questions | ## 7. Promise-to-Outcome Audit | Promise Element | Delivery Support | Outcome Evidence | Status | Safer Wording | | ------------------------------ | ------------------------------- | ----------------------------------------- | --------------------- | ---------------------------------------------------------------------- | | Organize business transactions | Workshops and category template | Four category maps completed | Partially Supported | Build and begin using a transaction-category system | | Organize receipts | Receipt workflow | Participants requested earlier sequencing | Insufficient Evidence | Set up a repeatable receipt organization process | | Complete a monthly close | Checklist and guided workshop | Three participants completed it | Partially Supported | Practice a guided monthly close process | | Prepare for tax filing | No individualized tax support | Refund and repeated tax questions | Unsupported | Prepare organized records for discussion with a qualified professional | ## 8. Participant Segmentation ### Core Audience * **Defining Characteristic:** Freelance designers earning revenue with disorganized records * **Starting Condition:** Access to transactions but no consistent monthly process * **Participation Pattern:** Used templates and attended workshops * **Outcome Pattern:** Some completed category maps and monthly closes * **Support Need:** Structured implementation guidance * **Future-Fit Decision:** Core Audience ### Needs Screening * **Defining Characteristic:** Participants seeking individualized tax advice * **Starting Condition:** Tax-specific questions or expectations * **Participation Pattern:** Required support outside the course scope * **Outcome Pattern:** One refund occurred * **Support Need:** Qualified tax professional * **Future-Fit Decision:** Needs Screening ## 9. Delivery Model Audit | Delivery Option | Evidence For | Evidence Against | Creator Cost | Recommended Use | | --------------- | -------------------------------------- | ------------------------------------------ | ------------ | ---------------------------- | | Self-Paced | Templates were valued | Completion may decline without support | Low | Supplemental materials only | | Guided Cohort | Attendance and implementation occurred | Requires weekly delivery | Medium | Recommended core format | | Live Workshop | Supports direct instruction | May not provide enough implementation time | Medium | Use for individual stages | | Hybrid | Combines templates and calls | Requires clear sequencing | Medium | Strong option after revision | | Premium Support | Could help completion | Risks crossing into tax advice | High | Do not offer yet | ## 10. Support Burden Analysis ### Must Remain Human * Review of participant implementation questions * Clarification of bookkeeping-organization concepts * Escalation when professional tax guidance is required ### Can Be Standardized * Category-map examples * Receipt-folder setup * Monthly-close checklist * Frequently asked scope questions ### Requires Better Onboarding * Difference between bookkeeping organization and tax advice * Participant prerequisites * Required access to records * Weekly time commitment ### Can Be Removed * Tax-specific Q&A * Any activity implying personalized tax recommendations ## 11. Pricing and Offer Evidence | Hypothesis | Price Direction | Evidence Required | Main Risk | | ------------------------ | ------------------------- | -------------------------------------------- | --------------------------------------- | | Maintain $149 | No change | Second-cohort payment and completion data | Scope confusion may continue | | Lower introductory price | Slight decrease | Evidence that price blocked qualified buyers | May attract low-commitment participants | | Higher guided price | Increase only after proof | Better completion and reduced refunds | Increased support expectations | The supplied evidence shows six people were willing to pay $149, but it does not prove that this is the optimal market price. ## 12. Proof Asset Opportunities | Potential Asset | Current Evidence | Permission Needed | Verification Needed | Safe Use | | ---------------------------- | ---------------------- | --------------------------- | -------------------------------- | ------------------------------------- | | Template usefulness summary | Four survey mentions | Yes for direct quotations | Preserve original survey records | Anonymized aggregate statement | | Category-map completion rate | Four of six completed | No names needed | Confirm completion criteria | Anonymous completion statistic | | Monthly-close completion | Three of six completed | No names needed | Confirm deliverable quality | Internal product-improvement evidence | | Participant quote | Survey responses | Explicit written permission | Preserve exact wording | Use only after approval | ## 13. Final-Course Revision Blueprint ### Priority 1 — Blocking Repairs * **Supporting Evidence:** One refund and repeated tax questions * **Exact Change:** Add a clear no-tax-advice statement to the landing page, checkout, onboarding, and first workshop * **Responsible Owner:** Creator * **Completion Check:** Every participant acknowledges the boundary before payment * **Risk if Ignored:** Further refunds and inappropriate support requests ### Priority 2 — Outcome Repairs * **Supporting Evidence:** Three sequencing complaints * **Exact Change:** Move receipt organization to week one * **Responsible Owner:** Creator * **Completion Check:** Every participant creates the required folder structure before week two * **Risk if Ignored:** Participants begin categorization without organized source records ### Priority 3 — Efficiency Repairs * **Supporting Evidence:** Repeated tax questions * **Exact Change:** Create a written scope FAQ and professional-referral guide * **Responsible Owner:** Creator * **Completion Check:** FAQ is included in onboarding * **Risk if Ignored:** Repeated explanations consume live support time ### Priority 4 — Optional Enhancements * Add a visual category-map example * Add a progress tracker * Add a final self-review rubric ## 14. Next Validation Test * **Hypothesis:** Clearer scope and earlier receipt setup will improve completion and reduce support confusion. * **Target Participant:** Up to ten qualified freelance designers * **Test Format:** A second paid four-week cohort * **Minimum Sample:** Five paid participants * **Evidence to Collect:** Scope acknowledgement, weekly task completion, support questions, refunds, and final checklist completion * **Success Threshold:** At least 60% complete the monthly close with no refund caused by tax-advice expectations * **Warning Threshold:** More than two participants repeatedly request tax guidance * **Stop Condition:** The offer continues attracting buyers primarily seeking individualized tax advice These thresholds are decision rules and do not guarantee future performance. ## 15. Final Decision Rules The course should not scale beyond a small cohort until the tax-advice boundary is corrected and completion evidence improves. A second cohort is appropriate after the blocking repairs because paid commitment and participant implementation are visible. ## 16. Immediate Next Action Rewrite the landing-page, checkout, and onboarding language to state clearly that the program provides bookkeeping organization and does not provide individualized tax advice.
♊️ Gemini

Course Beta Feedback Evidence Analyzer

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GEMINI-3.1-PRO
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Turn messy course-beta feedback into an evidence-based revision decision. Analyze interviews, surveys, completion data, participant questions, refunds, and outcomes without inventing results. Separate facts from assumptions, identify repeated friction, map curriculum repairs, audit claims, find permission-safe proof opportunities, and recommend whether to scale, revise, retest, or stop.
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