AI Prompt Hackers

AI Prompt Hackers

How I Use AI to Cut Through a 20-Page Business Report in 3 Minutes (And Get the Only 3 Key Takeaways)

How to go from report attachment to executive-ready analysis in less time than it takes to make coffee

Jan 07, 2026
∙ Paid

Hey there!

You’re staring at another 20-page quarterly report. The meeting’s in an hour. You need the critical insights, not a speed-reading marathon.

Most people skim and hope they catch the important parts. Or worse - they read every word and still can’t articulate what matters.

Today I have something special for you: 7 specific prompts that extract, analyse and prioritise business reports in under 3 minutes. You’ll walk into meetings with the exact insights executives care about, formatted how you need them, backed by the data that matters.

Why These Prompts Work Differently

Traditional document analysis wastes time on summarisation. These prompts target decision-making intelligence instead.

They’re built on a progression: extract the structure first, then pull insights by priority, then format for action. Each prompt feeds the next one. No rework, no guessing what to ask for.

The Report Analysis System

Prompt #1: Document Structure Mapper

What it does: Creates a visual breakdown of how information is organised in the report

When to use it: First step with any new report format, or when you need to understand what sections contain

The Prompt:

Analyze this business report and create a structural map. For each major section:
- Section title and page numbers
- Primary topic (one sentence)
- Key data types present (metrics, forecasts, comparisons, etc.)
- Stakeholder focus (who this section serves)

Report: [PASTE FULL REPORT OR PROVIDE FILE]

Format as a table with these columns: Section | Pages | Topic | Data Types | Audience

How to use it:

  1. Paste the entire report or attach the file

  2. Copy the output table for reference

  3. Use it to decide which sections need deep analysis

Example input: Report: Q4 Financial Report with sections on Revenue Performance (pp. 1-6), Market Analysis (pp. 7-12), Risk Assessment (pp. 13-18), Forward Guidance (pp. 19-20)

What you’ll get: A scannable table showing exactly where different types of information live

Pro tip: Save structure maps for recurring reports (quarterly earnings, annual reviews) to speed up future analysis


Prompt #2: Executive Priority Extractor

What it does: Pulls out the 3-5 points that leadership actually cares about

When to use it: When you need to brief upward or prepare for executive discussions

The Prompt:

You are extracting C-suite priorities from this report.

Report: [PASTE REPORT SECTION OR SUMMARY]

Identify the top 3-5 priorities based on:
- Explicit mentions of strategic importance
- Data presented with context/comparison
- Action items or decisions required
- Risk flags or opportunity highlights

For each priority, provide:
1. The priority (one sentence)
2. Supporting data point (specific number/metric)
3. Why it matters (business impact)
4. Pages where discussed

Rank by urgency/importance.

How to use it:

  1. Input the full report or key sections

  2. Review the ranked priorities

  3. Cross-check page numbers if claims seem unclear

Example input: Report sections covering 15% revenue decline in APAC region, new product launch delays, and competitive pressure from emerging startups

What you’ll get: A Ranked list of what executives will focus on in meetings

Pro tip: Run this on earnings call transcripts alongside reports to see what leadership emphasises verbally vs. in writing


Prompt #3: Data Point Hunter

What it does: Finds every significant number and metric with context attached

When to use it: When you need to cite specific figures or validate claims

The Prompt:

Extract all significant metrics and data points from this report.

Report: [PASTE REPORT]

For each metric, provide:
- The exact figure
- What it measures
- Time period
- Comparison context (YoY, QoQ, vs. target, etc.)
- Page number
- Whether trend is positive, negative, or neutral

Focus on: Revenue figures, growth rates, market share, customer metrics, operational KPIs, cost data, and forecast numbers.

Format as a table: Metric | Value | Period | Context | Page | Trend

How to use it:

  1. Paste report text

  2. Sort output by trend (all negatives together)

  3. Pull specific figures when making your case

Example input: Report containing: Q4 revenue $45M (vs $42M prior quarter), customer churn 8.2% (up from 6.1%), net margin 18% (down from 22%)

What you’ll get: Every number that matters, with the context you need to interpret it

Pro tip: Copy this into a spreadsheet to track metrics across multiple reports over time


Prompt #4: Risk & Opportunity Identifier

What it does: Separates threats from opportunities with urgency levels

When to use it: When planning a strategy or assessing business health

The Prompt:

Analyze this report for risks and opportunities.

Report: [PASTE REPORT]

RISKS - Identify and categorize:
- Immediate threats (0-3 months)
- Emerging concerns (3-12 months)  
- Strategic vulnerabilities (12+ months)

OPPORTUNITIES - Identify and categorize:
- Quick wins (actionable now)
- Growth vectors (requires investment)
- Market gaps (requires validation)

For each item provide:
- Clear description
- Supporting evidence from report
- Potential impact (High/Medium/Low)
- Page reference

Use bullet points. Be specific not vague.

How to use it:

  1. Input full report or relevant sections

  2. Sort by impact level

  3. Flag items for follow-up questions

Example input: Report mentioning delayed product launch (engineering capacity), increasing customer acquisition cost (market saturation), but strong retention in the enterprise segment (expansion opportunity)

What you’ll get: Sorted lists of what to worry about and what to pursue

Pro tip: Compare risk/opportunity analyses across quarters to spot patterns leadership might miss


Get the Advanced Analysis System

You just got 4 prompts that handle extraction and basic analysis.

But here’s what you’re still missing: turning these insights into decision-ready formats that drive action.

The next 3 prompts handle the hard part:

  • Competitive intelligence extraction - what the report reveals about market position

  • Scenario planning from forecasts - turning projections into strategic options

  • Executive briefing generator - packaging everything into board-ready summaries

Plus: The complete Report Analysis Workflow Template that shows exactly when to use each prompt and how they connect.

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