How to Write a Report with GitHub Copilot

GitHub Copilot, GitHub's AI-powered coding assistant, is not limited to programming. It can also help you write professional reports directly from your code editor. Whether you are writing a technical report, a project review, or a data analysis, Copilot significantly speeds up the process by suggesting structures, completing paragraphs, and reformulating ideas. In this tutorial, you will learn how to use GitHub Copilot to produce clear, well-structured, and professional reports in a fraction of the usual time. We will cover each step, from initial setup to document finalization, including best practices for getting relevant suggestions.

Prerequisites

1.Have a GitHub account with an active GitHub Copilot subscription (Individual, Business, or Enterprise)
2.Have Visual Studio Code installed with the GitHub Copilot and GitHub Copilot Chat extensions enabled
3.Know the basics of Markdown format to structure your report
4.Have data, notes, or raw information to feed the report content

Steps

Set up the environment and create the report file

Open Visual Studio Code and create a new Markdown file (.md) for your report. Name it descriptively, e.g., rapport-projet-q1-2026.md. Start by adding a level 1 header with the report title and some comments describing the context. These comments will help Copilot understand the topic and generate more relevant suggestions throughout the writing process.

Quarterly Report - Project X - Q1 2026

Tip: The more detailed your context comments, the more accurate and tailored Copilot's suggestions will be to your specific need.

Generate the report structure with Copilot Chat

Use GitHub Copilot Chat (Ctrl+I or Cmd+I) to request a complete structure tailored to your report type. Copilot will propose a table of contents with relevant sections that you can customize. Validate the structure, rearrange sections as needed, then use this framework as a basis for writing each part.

Suggest a detailed structure for a quarterly project report including: an executive summary, quarterly objectives, results achieved with KPIs, challenges faced, lessons learned, and recommendations. Generate the titles in Markdown with appropriate heading levels.

Tip: Ask Copilot Chat for several structure variants and combine the best ideas from each to get an optimal outline.

Write content section by section

Go through each section of your structure and start typing the first sentences. Copilot will automatically complete your paragraphs with contextual suggestions. For each section, write a lead sentence describing the main idea, then let Copilot elaborate. Accept relevant suggestions with Tab, reject unsuitable ones with Escape, and cycle through alternative suggestions with Alt+].

Executive Summary

During the first quarter of 2026, Project X has

Tip: Always write the first sentence yourself to guide Copilot in the right direction. If suggestions are off-topic, add an HTML comment specifying what you expect in that section.

Enrich and rephrase with Copilot Chat

Once the draft is complete, use Copilot Chat to improve writing quality. Select a passage and ask Copilot to rephrase it, make it more concise, adopt a more professional tone, or add missing numerical data. You can also ask it to generate Markdown tables to present your KPIs or create bullet lists to summarize key points.

Rephrase this paragraph to be more professional and concise. Add logical connectors and transform the mentioned data into a clear Markdown table with columns: Indicator, Target, Result, Variance.

Tip: Use the /fix command to correct grammar and spelling, and /explain to verify that your technical explanations are understandable to a non-technical audience.

Review, finalize, and export the report

Perform a complete review by asking Copilot Chat to analyze the entire document for inconsistencies, repetitions, or missing sections. Also ask it to generate a synthetic conclusion and a final executive summary based on the written content. Once satisfied, export your Markdown file to PDF using a VS Code extension like Markdown PDF, or convert it with Pandoc for a professional finish.

Analyze this complete report and identify: 1) inconsistencies between sections, 2) missing information, 3) repetitions to remove, 4) wording improvements. Then generate a 5-line executive summary recapping the key points.

Tip: Before exporting, ask Copilot to verify that all Markdown tables are correctly formatted and section numbering is consistent.

Common mistakes to avoid

✗Not providing enough context in the initial comments, causing Copilot to generate generic content unrelated to your specific topic
✗Blindly accepting all Copilot suggestions without verifying the accuracy of generated data and claims, which may contain fabricated information
✗Writing the entire report in a single request instead of proceeding section by section, resulting in superficial and poorly structured content
✗Forgetting to review and harmonize the tone between manually written sections and those completed by Copilot, creating a document with inconsistent style
✗Not using Copilot Chat for the final review and relying only on inline suggestions, missing important structural improvements

FAQ

Can GitHub Copilot write an entire report automatically?

No, Copilot works as a writing assistant and not as an autonomous writer. It excels at completing your sentences, suggesting structures, and reformulating content, but you need to provide context, data, and editorial direction. The best results come from collaboration: you guide, Copilot accelerates.

What report formats work best with Copilot?

Markdown format is ideal because Copilot handles it perfectly (headings, tables, lists, links). You can also work in LaTeX for academic reports or reStructuredText. Avoid writing directly in Word from VS Code; prefer Markdown, which you can later convert to PDF or DOCX with Pandoc.

Is my report data sent to GitHub's servers?

With GitHub Copilot Business and Enterprise, your data is not used to train models and you benefit from enhanced privacy guarantees. With Copilot Individual, suggestions are processed server-side but snippets are not retained. For reports containing sensitive data, check your organization's policy and consider Copilot Enterprise with its retention options.

How to use this prompt

Copy the prompt with the button above.
Paste it into ChatGPT, Claude or your favorite AI assistant.
Replace the bracketed variables with your details, then refine the result.

About Prompt Guide

Prompt Guide is a free library of 2500+ ready-to-use prompts for ChatGPT, Claude and other AIs, with guides to learn prompting and tools to build and optimize your own prompts.

Prompt library Learn prompting Prompt builder Prompt optimizer

More tutorials

How to Write a Sales Page with GitHub Copilot

GitHub Copilot isn't just for developers. This AI assistant, integrated directly into your code editor, can also help you write compelling sales pages. In this tutorial, you'll learn step by step how to use GitHub Copilot to produce a complete sales page, from main headline to final call-to-action. Whether you're selling a digital product, training, or service, this method will save you considerable time while maintaining professional quality.

How to Write a Thesis with DALL-E

DALL-E, the AI image generator developed by OpenAI, can become a valuable ally in writing your academic thesis. This guide explains how to use DALL-E to create illustrations, diagrams, and visuals that enrich your academic work.

How to Write a Video Script for Sora

Sora, the video generation model developed by OpenAI, turns text descriptions into amazing video sequences. But the quality of the generated video depends directly on the quality of the script you submit. A good video script for Sora goes beyond a simple description: it structures shots, specifies camera movements, defines the visual mood, and guides the AI shot by shot. In this tutorial, you will learn how to write an optimized video script for Sora, breaking down your creative vision into clear and actionable instructions. Whether you want to create a short film, an advertisement, or social media content, mastering the art of scripting for Sora will help you achieve consistent, cinematic results that stay true to your artistic intent.

How to Write a Video Script with Mistral

Writing a compelling video script requires structure, creativity, and a good understanding of your audience. Mistral, the French AI assistant,

How to Write an Email with ChatGPT

Writing a professional or personal email can sometimes be time-consuming, especially when you're looking for the right tone and ideal wording. ChatGPT is a...

How to Write an Email with GitHub Copilot

GitHub Copilot, the AI assistant developed by GitHub and OpenAI, is not limited to code generation. With its integrated chat feature in VS Code, i

Get new prompts every week

Join our newsletter.