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#analysis

68 community prompts tagged “analysis” for ChatGPT, Claude, Gemini, and other assistants. Breakdowns, critiques, and structured takes on docs, data, and arguments. Copy any template or import it into Open Prompt Manager.

68 prompts

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Red-team this decision before I ship it

@admin · 2026-08-20 · 2 imports

Decision: #decision#. Constraints: #constraints#. Steel-man the strongest case against it. Then: - What has to be true for this to work - How it fails in the first 90 days - Who g…

Decision memo draft

@opd-seed · 2026-05-27 · 1 import

Draft a decision memo for #decision#. Context: #notes# Audience: #audience#. Include: 1. Recommendation 2. Background 3. Options considered 4. Pros and cons 5. Risks 6. Decision o…

Argument critique

@opd-seed · 2026-05-27 · 2 imports

Critique this argument. Argument: #text# Evaluate: 1. Main claim 2. Supporting evidence 3. Hidden assumptions 4. Weak points or logical gaps 5. Strongest counterargument 6. How to…

Bug triage report

@opd-seed · 2026-05-27 · 0 imports

Triage this bug report. Bug: #notes# Output: 1. Likely severity and why 2. Expected behavior 3. Actual behavior 4. Reproduction steps 5. Suspected root causes 6. Logs or data stil…

Security review checklist

@opd-seed · 2026-05-27 · 0 imports

Review this feature for security risks. Feature: #notes# Output: 1. Assets and trust boundaries 2. Authentication and authorization risks 3. Input validation risks 4. Data exposur…

SQL query review

@opd-seed · 2026-05-27 · 0 imports

Review this SQL query. Query: #code# Database context: #notes# Check correctness, performance, indexing assumptions, null handling, and security. Output: 1. Summary 2. Problems fo…

Incident postmortem

@opd-seed · 2026-05-27 · 1 import

Draft an incident postmortem from these notes. Incident notes: #notes# Output: 1. Summary 2. Impact 3. Timeline 4. Root cause 5. Detection 6. Resolution 7. What went well 8. What…

Architecture tradeoff analysis

@opd-seed · 2026-05-27 · 0 imports

Analyze architecture options for #system_or_feature#. Context: #notes# Options: #constraints# Output: 1. Evaluation criteria 2. Option comparison 3. Recommended option 4. Risks an…

Product positioning brief

@opd-seed · 2026-05-27 · 1 import

Create a positioning brief for #product#. Context: #notes# Audience: #audience#. Output: 1. Target customer 2. Main problem 3. Core promise 4. Differentiators 5. Proof points 6. M…

Research brief

@opd-seed · 2026-05-27 · 3 imports

Create a research brief on #topic#. Use only the information provided below. Source notes: #notes# Output: 1. Key findings 2. Evidence summary 3. Conflicting information 4. Unknow…

Source comparison

@opd-seed · 2026-05-27 · 3 imports

Compare these sources on #topic#. Source notes: #notes# Output: 1. Agreement points 2. Disagreements 3. Strongest evidence 4. Weakest evidence 5. Biases or limitations 6. Bottom-l…

Evidence table

@opd-seed · 2026-05-27 · 0 imports

Extract evidence from the notes below. Notes: #notes# Output a table with: - Claim - Supporting evidence - Source mentioned - Confidence level - Caveats Do not invent sources or e…

Market landscape scan

@opd-seed · 2026-05-27 · 1 import

Analyze the market landscape for #market#. Notes: #notes# Audience: #audience#. Output: 1. Main segments 2. Customer problems 3. Competitor types 4. Differentiation opportunities…

Risk assessment

@opd-seed · 2026-05-27 · 1 import

Assess risks for #project_or_decision#. Context: #notes# Output: 1. Top risks ranked by likelihood and impact 2. Early warning signals 3. Mitigations 4. Owner suggestions 5. Decis…

Survey response analysis

@opd-seed · 2026-05-27 · 1 import

Analyze these survey responses. Responses: #text# Research question: #goal# Output: 1. Main themes 2. Representative anonymized quotes if available 3. Surprising patterns 4. Segme…

Competitor matrix

@opd-seed · 2026-05-27 · 1 import

Create a competitor comparison matrix. Competitors and notes: #notes# Evaluation criteria: #constraints# Output a table with competitor, strengths, weaknesses, target users, prici…

Literature review map

@opd-seed · 2026-05-27 · 1 import

Map the literature or source landscape for #topic#. Notes: #notes# Output: 1. Major schools of thought 2. Key concepts 3. Methods used 4. Open debates 5. Gaps in the evidence 6. S…

Assumption audit

@opd-seed · 2026-05-27 · 0 imports

Audit the assumptions in this plan or argument. Text: #text# Output: 1. Explicit assumptions 2. Implicit assumptions 3. Which assumptions matter most 4. How to test each critical…

Task prioritizer

@opd-seed · 2026-05-27 · 3 imports

Prioritize this task list. Tasks: #notes# Goal: #goal# Output: 1. Must do today 2. Schedule this week 3. Delegate or ask for help 4. Drop or defer 5. Reasoning for the top priorit…

Decision journal

@opd-seed · 2026-05-27 · 1 import

Create a decision journal entry for #decision#. Context: #notes# Output: 1. Decision being considered 2. Options 3. Expected outcome 4. Risks 5. What would change my mind 6. Revie…

Personal budget review

@opd-seed · 2026-05-27 · 1 import

Review this personal budget or spending summary. Data: #notes# Goal: #goal# Output: 1. Spending pattern summary 2. Areas to investigate 3. Practical savings ideas 4. Risks or miss…

Roadmap tradeoff note

@opd-seed · 2026-05-27 · 1 import

You are advising a product leadership team. Compare roadmap options and recommend a direction based on impact, effort, risk, and strategic fit. Input: Options: #options# Goal: #go…

Decision options matrix

@opd-seed · 2026-05-27 · 1 import

You are facilitating a decision. Build a decision matrix from the options and criteria provided. Input: Decision: #goal# Options: #options# Criteria: #criteria# Constraints: - Exp…

Requirements ambiguity finder

@opd-seed · 2026-05-27 · 0 imports

You are reviewing requirements before engineering starts. Find ambiguity, contradictions, missing edge cases, and untestable language in the requirements. Input: Requirements: #te…

Adoption metrics brainstorm

@opd-seed · 2026-05-27 · 1 import

You are defining product adoption metrics. Suggest useful adoption, activation, retention, and quality metrics for the feature. Input: Feature: #feature# User journey: #notes# Con…

KPI definition workshop

@opd-seed · 2026-05-27 · 2 imports

You facilitate metric definition workshops. Turn a fuzzy business goal into measurable KPIs and a lightweight measurement plan. Input: Goal: #goal# Context: #notes# Constraints: -…

Process improvement proposal

@opd-seed · 2026-05-27 · 0 imports

You are improving an internal workflow. Analyze the current process and propose a better one that reduces friction without overengineering. Input: Current process: #text# Pain poi…

Vendor comparison brief

@opd-seed · 2026-05-27 · 1 import

You are preparing a vendor comparison. Compare the vendors using the provided notes and produce a decision-ready brief. Input: Vendors: #options# Requirements: #criteria# Notes: #…

API error contract review

@opd-seed · 2026-05-27 · 0 imports

You review API contracts. Evaluate the API error format for consistency, debuggability, user safety, and client ergonomics. Input: Error contract: #text# Client context: #notes# C…

Database index advisor

@opd-seed · 2026-05-27 · 0 imports

You are a database performance reviewer. Suggest indexes and query changes based on the schema and access patterns. Input: Schema: #schema# Queries: #queries# Constraints: - Do no…

Migration risk scan

@opd-seed · 2026-05-27 · 0 imports

You review production data migrations. Identify risks in the migration plan and suggest safer rollout steps. Input: Migration plan: #text# Data volume or constraints: #constraints…

CI failure triage

@opd-seed · 2026-05-27 · 0 imports

You are diagnosing a CI failure. Analyze the log and propose the most likely causes with next debugging steps. Input: CI log: #logs# Recent changes: #notes# Constraints: - Focus o…

Observability plan

@opd-seed · 2026-05-27 · 1 import

You are designing observability for a service. Propose logs, metrics, traces, and alerts for the described system or feature. Input: System description: #text# Failure modes: #ris…

Performance bottleneck hunt

@opd-seed · 2026-05-27 · 1 import

You are investigating performance problems. Analyze the code, logs, or description and identify likely bottlenecks. Input: Evidence: #text# Performance goal: #goal# Constraints: -…

Background job design review

@opd-seed · 2026-05-27 · 0 imports

You review asynchronous job design. Evaluate the background job design for reliability, retries, idempotency, and observability. Input: Job description: #text# Failure modes: #ris…

Authentication flow threat model

@opd-seed · 2026-05-27 · 0 imports

You are threat-modeling an authentication flow. Review the flow for security, privacy, abuse, and usability risks. Input: Flow description: #text# Assets to protect: #assets# Cons…

Data model normalization check

@opd-seed · 2026-05-27 · 0 imports

You review data models. Assess whether the model should be normalized, denormalized, or adjusted for the described use cases. Input: Data model: #schema# Access patterns: #queries…

Cloud cost investigation

@opd-seed · 2026-05-27 · 0 imports

You investigate cloud cost spikes. Analyze the usage notes and propose likely cost drivers plus a verification plan. Input: Usage notes: #notes# Billing symptoms: #text# Constrain…

Browser extension manifest review

@opd-seed · 2026-05-27 · 2 imports

You review browser extension manifests. Review the manifest for permission minimization, compatibility, and store-review risks. Input: Manifest or permission list: #code# Extensio…

Rate limit handling design

@opd-seed · 2026-05-27 · 0 imports

You design resilient API clients. Propose a rate-limit handling strategy for the client or integration. Input: API usage: #notes# Observed errors: #logs# Constraints: - Include ba…

Cache invalidation plan

@opd-seed · 2026-05-27 · 1 import

You design caching behavior. Create a caching and invalidation plan for the feature or endpoint. Input: Feature or endpoint: #feature# Freshness needs: #constraints# Constraints:…

Incident alert tuning

@opd-seed · 2026-05-27 · 0 imports

You tune operational alerts. Review alert rules or incident history and suggest how to reduce noise while preserving real coverage. Input: Alert rules or incidents: #text# Service…

Persona messaging matrix

@opd-seed · 2026-05-27 · 1 import

You are a positioning strategist. Create a messaging matrix for different customer personas. Input: Product or offer: #product# Personas: #audience# Differentiators: #notes# Const…

Comparison page outline

@opd-seed · 2026-05-27 · 0 imports

You plan conversion-focused comparison pages. Outline a comparison page that is persuasive, fair, and useful for buyers. Input: Comparison: #options# Buyer concerns: #notes# Const…

Trial conversion audit

@opd-seed · 2026-05-27 · 0 imports

You audit trial-to-paid conversion. Analyze the trial experience and suggest improvements to activation and conversion. Input: Trial flow: #text# Observed metrics or feedback: #no…

Pricing page critique

@opd-seed · 2026-05-27 · 0 imports

You review pricing pages. Critique the pricing copy, packaging clarity, trust signals, and conversion path. Input: Pricing page text: #text# Audience: #audience# Constraints: - Do…

Landing page teardown

@opd-seed · 2026-05-27 · 0 imports

You are a conversion copy reviewer. Review the landing page draft and identify where the message, proof, or flow breaks down. Input: Landing page copy: #text# Target audience: #au…