Computer ScienceChapter 53 min read

AI in Practice — Triple Your Report and Proposal Writing Speed with AI

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OIYO EditorialContributor
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Chapter 5 Overview: Reports and Proposals — Speed and Quality Together, with AI

One of the tasks that eats up the most of an office worker’s time is writing documents. With AI, you can cut drafting time by 70% while producing more tightly structured, polished documents.


1. Writing a Report — A 5-Minute First Draft

Status report prompt

Prompt: “Based on the information below, write an executive-level status report.

  • Purpose of the report: [purpose]

  • Key metrics: [figures]

  • Problems: [current issues]

  • Proposed direction: [ideas]

  • Format: 3-line summary → current status → root cause → proposal

  • expected impact”

The PREP structure for a good report:

ComponentContentLength
P (Point)State the conclusion first1–2 sentences
R (Reason)Evidence and data3–5 points
E (Example)A concrete example1–2 examples
P (Point)Restate the conclusion + your ask1–2 sentences

2. Writing a Proposal — A Structure That Persuades Leadership

New project proposal

Prompt

“Turn the idea below into a proposal that will persuade
leadership.

  • Idea: [core idea]
  • Background: [problem context]
  • Budget: [estimated cost]
  • Timeline: [execution period]

Include

  1. Background and problem statement
  2. Solution overview
  3. Expected impact (quantitative/qualitative)
  4. Execution plan (timeline)
  5. Resources needed and risks”

3. A 5-Step AI Document-Writing Workflow

Step 1: Ask for structure
”Give me a 5-section outline for a report on [topic].”

Step 2: Generate content for each section
”Write section 1, ‘Current Status,’ in about 150 words,
including [data].”

Step 3: Connect everything and check the flow
”Read the whole report and check whether the logical flow
feels natural.”

Step 4: Edit for an executive audience
”Summarize this so a CEO can grasp it in 30 seconds.”

Step 5: Final proofread
”Find vague phrasing, redundancy, and unnecessary content
in this report and fix it.”


4. Report Templates by Use Case

Report typeHow to prompt AI
Weekly status report”Create a weekly status report template. Include key results, issues, and next week’s plan.”
Marketing performance report”A campaign performance report. Include KPI attainment, insights, and next actions.”
Project post-mortem”A project post-mortem report. Include results vs. goals, lessons learned, and reusable methodology.”
Risk analysis report”A risk analysis report template that includes a risk matrix.”

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