AI Prompt Library

Review my code.

Act as a senior software engineer performing a pull-request review. Review the code below for: (1) correctness — are there bugs or off-by-one errors? (2) performance — any O(n²) loops that could be replaced with a hash map? (3) readability — variable names, function length, comments. For each issue, quote the affected line and suggest the corrected version. Severity: Critical / Major / Minor.

Explain this code to me.

Explain the following Python code to a junior developer who knows basic syntax but has never used async/await. Structure your explanation: (1) what the overall function does in one sentence, (2) walk through each block line-by-line in plain English, (3) explain any Python-specific idioms (e.g. list comprehensions, context managers). Avoid jargon.

Write tests for this function.

Write pytest unit tests for the Python function below. Cover: (1) the happy path with typical inputs, (2) edge cases — empty input, None, and maximum value, (3) at least one test that confirms the correct exception is raised on invalid input. Use descriptive test names (test_returns_sorted_list_for_valid_input). No mocking unless strictly necessary.

Write a SQL query to get sales data.

Write a PostgreSQL query that: (1) joins the `orders` table with `customers` on customer_id, (2) filters to orders from 2025 where status = 'completed', (3) groups by customer country, (4) returns: country, total_orders (count), total_revenue (sum of order_value), avg_order_value. Order by total_revenue DESC. Include a comment above each major clause.

Refactor this code to be cleaner.

Refactor the following JavaScript code to: (1) replace callback-based async patterns with async/await, (2) extract repeated logic into named helper functions, (3) replace magic numbers with named constants at the top of the file. Do NOT change the external API or function signatures. Return only the refactored code — no explanation unless you changed something non-obvious.

Write a blog post about remote work.

Write a 700-word blog post for a B2B SaaS audience on the topic: "3 Remote Work Policies That Actually Reduce Burnout." Tone: practical and direct — no fluff. Structure: intro (problem statement, 2 sentences), three sections (one policy each, with a concrete example), conclusion with a single CTA to download a free policy template. Subheadings should be action-oriented (e.g. "Set a Hard No-Meeting Day, Not a Soft Preference").

Write a follow-up email after a sales call.

Write a post-sales-call follow-up email (150 words max). Context: I spoke with Sarah (Head of Engineering at Acme Corp) about our API monitoring tool. She mentioned two pain points: slow incident alert times and missing Slack integration. Tone: warm but professional — no pushy closing. Structure: (1) one sentence re-stating the value for her specific pain points, (2) two bullet points recapping what we agreed on, (3) clear next step with a proposed date.

Write a LinkedIn post about my product launch.

Write a LinkedIn post (200–250 words) announcing the launch of [Product Name], a [one-line description]. Hook: open with a counterintuitive insight or a concrete result (not "I'm excited to announce"). Body: 3 short paragraphs — the problem it solves, how it works, one customer result or data point. End with a question that invites comments. Use line breaks after every 2 sentences for mobile readability. No hashtags in the body; add 3 relevant hashtags at the end only.

Write a product description.

Write a 100-word e-commerce product description for a stainless-steel insulated water bottle (32 oz, keeps cold 24h / hot 12h, BPA-free, dishwasher safe, available in 5 colors). Target audience: fitness enthusiasts aged 25–40. Tone: energetic but not hypey. Lead with the biggest benefit in the first sentence. Include one social-proof cue ("join 100,000+ athletes"). End with a CTA: "Pick your color."

Edit this text.

Proofread and edit the following text. Correct: (1) grammar and spelling errors, (2) passive voice — rewrite in active voice where possible, (3) sentences over 25 words — split them. Do NOT change the meaning, tone, or key terms. Return the edited text only, followed by a bullet list of every change you made and why.

Analyze my spreadsheet data.

Analyze the following CSV data (monthly website traffic for Q1–Q4 2024). Return a JSON object with: { "peak_month": string, "lowest_month": string, "avg_monthly_sessions": number, "month_over_month_growth_pct": [array of numbers], "anomalies": [months where growth deviated > 2 standard deviations], "executive_summary": string (2 sentences max) }. Do not include the raw data in your response.

Do a competitive analysis for my product.

Perform a competitive analysis comparing [Product A] vs [Product B] vs [Product C] across these dimensions: (1) pricing — tiers and entry cost, (2) core features — what each does well, (3) target customer segment, (4) key weaknesses. Format as a markdown table with columns: Dimension | Product A | Product B | Product C. After the table, add a 3-bullet "strategic takeaway" section. Use only publicly available information.

Summarize these survey results.

Analyze the following NPS survey responses (open-text comments). Group the feedback into 5–7 themes. For each theme: (1) theme name (3 words max), (2) representative quote from the data, (3) frequency (roughly how many responses mention it), (4) sentiment (Positive / Negative / Mixed). Sort by frequency, descending. Do not invent themes not present in the data.

Summarize this financial report.

Read the following Q3 earnings report. Extract and return: (1) revenue YoY growth %, (2) gross margin %, (3) operating income, (4) the single biggest risk factor management disclosed, (5) guidance for Q4 (if mentioned). Format as a structured list. Use exact numbers from the document — do not round or estimate. Flag any metric that is missing from the source as [NOT DISCLOSED].

Write a Facebook ad for my app.

Write three Facebook ad variants for [App Name], a time-tracking app for freelancers. Each variant should have: headline (6 words max), primary text (50 words max), and CTA button label. Variant A: pain-point hook ("How many unpaid hours did you log last week?"). Variant B: social-proof hook ("47,000 freelancers cut invoice disputes by 80%"). Variant C: feature hook (lead with the standout feature). Keep all copy under a 6th-grade reading level.

Write meta tags for my page.

Write SEO meta tags for a landing page about [topic]. Provide: (1) title tag (50–60 characters, include primary keyword near the front), (2) meta description (140–155 characters, include primary keyword, end with a soft CTA), (3) OG title (can differ from title tag, optimized for social shares), (4) OG description (max 200 characters). Primary keyword: [keyword]. Do not use passive voice.

Write a cold email to a potential customer.

Write a cold outreach email (under 100 words) to a VP of Engineering at a mid-size SaaS company. Context: I'm offering an API monitoring tool that cuts incident response time from 45min to under 5min. Open with one sentence showing I researched them (use placeholder [PERSONALIZATION]). State the value in one concrete sentence. Single CTA: a 15-minute call. No buzzwords (no "synergy", "leverage", "game-changing"). No closing paragraph that restates everything.

Write a press release for our product launch.

Write a press release for the launch of [Product Name]. Format: inverted pyramid — most important info first. Include: (1) headline (15 words max, includes the company name and "launches"), (2) dateline (City, Date), (3) lead paragraph — who, what, when, where, why in 3 sentences, (4) one executive quote (realistic, not hypey), (5) boilerplate About [Company] paragraph (3 sentences). No exclamation marks. Target reading level: journalist.

Write a reply to a refund request.

Write a customer support reply to a refund request. Tone: empathetic and professional — not robotic or defensive. Structure: (1) acknowledge the frustration in one sentence (do not use "I understand your frustration" — it's clichéd), (2) state the resolution clearly (approved / partial / declined with reason), (3) if declined, offer one alternative (store credit, exchange, or escalation path), (4) close warmly. Max 120 words. First person ("I" not "we") to feel personal.

Write a FAQ page for my product.

Write 8 FAQ entries for [Product Name], a project management app for agencies. Each entry: question (how the customer actually phrases it — use informal language), answer (max 60 words, no jargon, step-by-step if it's a process). Cover: account setup, billing, team permissions, integrations, and data export. Sort from most-asked (basic setup) to least-asked (advanced config). Format as a definition list (Q: / A:).

Write a script for handling angry customers.

Write a customer support escalation script for call-center agents handling an angry customer whose order was delayed 3+ weeks. Script structure: (1) opening that acknowledges delay without making excuses (5–10 words), (2) three de-escalation moves (empathy, ownership, action), (3) specific remedies to offer in order: expedited shipping > discount code > refund, (4) closing that confirms resolution and next contact date. Include stage directions in [brackets]. Avoid: "I understand," "unfortunately," "there's nothing I can do."

Write a lesson plan for teaching fractions.

Write a 45-minute lesson plan for teaching equivalent fractions to 4th graders (age 9–10). Learning objective: students can identify and create two equivalent fractions for any simple fraction. Include: (1) warm-up activity (5 min, visual — use fraction strips), (2) direct instruction (10 min — concrete-representational-abstract sequence), (3) guided practice (15 min — partner activity with manipulatives), (4) independent practice (10 min — 6 problems), (5) exit ticket (5 min — 2 problems that assess the objective). Note any common misconceptions to watch for.

Write quiz questions about World War II.

Write 10 multiple-choice quiz questions about the causes of World War II, suitable for a 10th-grade history class. Each question must: have exactly four options (A–D), have one unambiguous correct answer, include at least one plausible distractor (common misconception, not obviously wrong). Cover: Treaty of Versailles, rise of nationalism, appeasement policy, and economic factors. Avoid trick questions. After each question, add the correct answer and a one-sentence explanation in [brackets].

Explain supply and demand to me.

Explain the economic concept of supply and demand to a 16-year-old who has never studied economics. Use one real-world example they'd relate to (concert ticket prices, not commodity markets). Structure: (1) define demand in one sentence with the example, (2) define supply in one sentence with the same example, (3) explain equilibrium — what happens when supply and demand match, (4) explain what happens when they don't. Total: under 200 words. No graphs — words only.

Make a grading rubric.

Create a 4-level grading rubric (Excellent / Proficient / Developing / Beginning) for a 5th-grade persuasive essay assignment. Assess these four dimensions: claim clarity, use of evidence, counterargument acknowledgment, and grammar/mechanics. For each level in each dimension, write 1–2 sentences describing what the work looks like at that level. Use observable, specific language (no "good," "adequate," or "poor"). Format as a table: rows = dimensions, columns = levels.