TUE, OCTOBER 20, 2026
Independent · In‑Depth · Practitioner‑Tested
AI Prompt Library

Prompts that actually work

Curated prompt collections for the tools we test — organised by AI tool and use case. Copy, adapt, and get better output.

155 Collections
929 Prompts
14 AI Tools
22 Use Cases
Use case Sort 155 collections
Claude Productivity 5 prompts
Five Prompts to Price a Task Instead of a Token
Two price moves in two days, and neither is readable from a per-token table. Claude Sonnet 5.5 kept identical pricing while cutting cost per task up to 30% through fewer tokens and batched tool calls. GPT-6.1 Sol claims parity with Astra on coding and computer use at one fifth the token cost, launched beside a $500-a-month tier whose speed mode charges up to 6x. The only number that settles any of it is what one finished task costs you. These five prompts work it out.
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Claude Productivity 5 prompts
Five Prompts to Redo Your Patch Maths After Astra
OpenAI says Astra scored 100% on ExploitBench and found two previously unknown zero-days during evaluation - the first model to meet the Critical cybersecurity threshold in its Preparedness Framework. Most patch policies were written when discovering a novel vulnerability was slow and expensive. These five prompts surface where your timelines quietly depend on that assumption.
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Grok Voice AI 5 prompts
Grok Voice Agent Prompts
Five prompts for building and stress-testing a voice agent on Grok Voice 3.0. Written for the Voice Agent API at $0.08 per minute, where every extra turn costs money, so each one is aimed at cutting call length rather than making the agent sound friendlier.
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Any LLM Business 5 prompts
Prompts to Audit an AI Vendor's Safety Claims
Eight states sued OpenAI this week alleging ChatGPT was marketed as safe while its risks were withheld. Whatever the outcome, the practical lesson for anyone buying AI is that a vendor's safety page is marketing copy until you test it. These five prompts turn a vendor's own claims into questions you can check — run them against the vendor's documentation, not against the vendor's chatbot.
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Any LLM Voice 5 prompts
Prompts to Evaluate a Text-to-Speech Model Properly
Fish Audio's Drama 3 landed this week at 93.2% on a pronunciation robustness benchmark — which tells you about pronunciation robustness and nothing else. Benchmark scores do not predict whether a voice works for your script, your languages or your budget. These five prompts build the test set a leaderboard cannot give you.
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ChatGPT Cost 5 prompts
True Token Cost Prompts
Listed price per million tokens is not what you pay. Tokenizers differ between model families, some providers rebill an entire request once input crosses a threshold, and cache pricing varies by more than 5x. These prompts turn a pricing page into the number that lands on your invoice. Paste the pricing page text in with each prompt.
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ChatGPT Coding 4 prompts
Best ChatGPT Prompts for Coding (2026)
ChatGPT is fast, flexible, and excellent for coding tasks ranging from quick scripts to full feature implementation. These prompts are optimized for GPT-4o and work well across ChatGPT Plus and the API.
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Claude SEO 4 prompts
Best Claude AI Prompts for SEO (2026)
Claude is exceptionally good at SEO tasks that require structured thinking — keyword clustering, meta tag writing, content briefs, and title optimization. These prompts are built for SEO professionals and content teams.
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ChatGPT Development 4 prompts
Model Deprecation Migration Prompts
GitHub Copilot drops Claude Opus 4.8, Claude Opus 5 and GPT-5.6 Terra on 16 November 2026. Model retirements now land every few months, and the expensive failure is never the switch itself — it is a pinned model name that silently falls back to a default and quietly degrades your output for a week. These four prompts make the migration boring.
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ChatGPT Writing 3 prompts
Best ChatGPT Prompts for Writing (2026)
ChatGPT is the most versatile writing assistant available in 2026. These prompts cover blog writing, copywriting, emails, social media, and creative writing — all tested on GPT-4o for quality output.
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Grok Research 3 prompts
Best Grok AI Prompts for Research (2026)
Grok excels at research tasks that require real-time information, current events, and fast-moving topics. These prompts are optimized for Grok 3 and take advantage of its live data access and direct response style.
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