About
About Prompt Reporting
Built by Analysts Who Got Tired of Bad AI Reports
This site exists because we wasted months wrestling AI tools into producing useful output — then figured out what actually works.
Who Is Behind Prompt Reporting
Years in BI / Analytics
2 + years
Reports tested prompts on
200+ real reports
AI tools evaluated
ChatGPT, Claude, Gemini
Site launched
February 2026
Our Story
Prompt Reporting started from a simple frustration: AI could clearly write — but the moment you pointed it at a spreadsheet of KPIs and said “write me a report,” the output was generic, structurally flat, and wrong about what mattered. The variance between a good AI report and a useless one had almost nothing to do with the model. It had everything to do with the prompt.
Over 2 years, I ran the same reporting tasks — executive summaries, variance analyses, quarterly reviews — through dozens of prompt structures. I tracked which frameworks produced decision-ready language versus filler, and which output formats actually got used by stakeholders.
- Early 2025
Started documenting prompt patterns that consistently outperformed ad hoc instructions across 5 core report types. - Mid 2025
Tested structured prompt frameworks with colleagues across multiple departments. Refined output criteria based on real stakeholder feedback. - February 2026
Launched Prompt Reporting to share the toolkit publicly, starting with the AI Powered Reporting Toolkit and an ongoing blog.
What This Site Covers
Prompt Reporting is focused on one specific application of AI: producing accurate, readable, decision-useful business reports. Every guide and prompt template on this site is designed for a real reporting context — the kind of output that lands in front of a VP, a board, or a client.
Prompt frameworks
Structured, reusable prompt templates for executive summaries, data analysis, KPI reports, and stakeholder presentations.
Tested methodology
Every framework documented here was tested against real outputs. We show examples of what works and why.
Practical guides
Blog posts covering specific report types, AI tool comparisons for reporting use cases, and workflow integrations.
Workflow integration
How to incorporate structured AI prompts into existing BI stacks, from Excel and Google Sheets to Power BI outputs.
How We Research and Publish
Every prompt framework published on Prompt Reporting follows the same evaluation process. We do not publish prompts based on theory alone. If we cannot show that a prompt structure reliably produces better output than a generic instruction across multiple runs, it does not make it into a guide.
Tested before published. Every prompt in our toolkit was run across at least [5-10] variations of real business data before being documented as a recommended pattern.
Model-specific notes. Where prompt behavior differs meaningfully between ChatGPT, Claude, and Gemini, we note it. We do not pretend prompts are universally identical across models.
Updated as tools evolve. AI model behavior changes with updates. We review and revise guides when significant model changes affect output quality.
Honest about limitations. AI-generated reports require human review. We do not promote AI as a replacement for analyst judgment.
Transparency and Disclosures
Prompt Reporting may earn a commission if you purchase the AI Powered Reporting Toolkit or other products linked from this site. These commissions help support the cost of running and researching the site. We only recommend tools and resources we have personally used in real reporting workflows. Our editorial content and prompt guides are not influenced by affiliate relationships.
This site does not accept sponsored content or paid reviews. Our Privacy Policy, Terms and Conditions, and Disclaimer contain full legal disclosures.
Get in Touch
Questions about the toolkit, feedback on a prompt guide, or press inquiries — reach out directly. I respond to most emails within 2 business days.