Prompt Vocab Mastery
2026-10-10
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By Sanjeev Kumar
Lesson 3: The Morning Briefing (News & Articles)
At 8:30 AM, before you dive into work, you need to catch up on long industry newsletters, articles, or reports. If you ask an AI to “summarize this,” it often returns a paragraph that is nearly as long as the original text. You need high-speed synthesis.
The Briefing Swap Table
| # | Generic Term | Precise Alternative | Output Benefit |
|---|---|---|---|
| 1 | Summarize this | Synthesize / Extract key insights | Prevents duplication of sentences; forces synthesis of themes. |
| 2 | Important stuff | Focus on macroeconomic impact | Instructs the AI to ignore local case studies and isolate market trends. |
| 3 | Explain paper | Extract methodology & limitations | Directs the AI to isolate academic structure instead of general descriptions. |
| 4 | Is there news | Identify product announcements | Targets specific product launches and technical specifications. |
| 5 | Boss briefing | Draft a 3-sentence executive summary | Forces high-level brevity suitable for direct reporting. |
Example 1: Industry Newsletter Summary
- Noob Prompt:
Tell me what this newsletter says. - Pro Prompt:
Extract key industry insights from this newsletter. Provide a 3-bullet summary. - Alternative Scenario Combinations:
- Scenario A: Competitive Intelligence ➡️
Extract mentions of competitor launches and market positioning from this newsletter. - Scenario B: Product & Features ➡️
Identify new software feature rollouts and product integration updates in this newsletter. - Scenario C: Executive Hiring ➡️
Extract executive-level hiring announcements and team expansion details from this newsletter.
- Scenario A: Competitive Intelligence ➡️
- Why It Works: Triggers the AI to seek specific, narrow data clusters (e.g. hiring, competitors, features) rather than summarizing general text.
Example 2: Competitor Announcements
- Noob Prompt:
Did our competitor launch anything new in this news release? - Pro Prompt:
Analyze this news release. Identify all product announcements and list technical specs. - Alternative Scenario Combinations:
- Scenario A: Valuation & Funding ➡️
Extract valuation updates, revenue figures, and funding round details from this competitor release. - Scenario B: Marketing & Positioning ➡️
Identify the brand messaging and target audience demographics highlighted in this competitor release. - Scenario C: Mergers & Partnerships ➡️
Extract details about corporate acquisitions, mergers, or joint ventures in this competitor release.
- Scenario A: Valuation & Funding ➡️
- Why It Works: Directs the search parameters to corporate metrics (revenue, target audience, M&A) instead of writing general descriptions.
Example 3: Macroeconomic News
- Noob Prompt:
Summarize the financial news this week. - Pro Prompt:
Synthesize this week's financial reports. Focus on interest rate changes and market volatility. - Alternative Scenario Combinations:
- Scenario A: Inflation & CPI ➡️
Synthesize this month's economic news, focusing solely on inflation metrics, CPI increases, and monetary policy changes. - Scenario B: Real Estate Inventory ➡️
Extract mortgage rate changes, housing starts, and inventory trends from this real estate report. - Scenario C: Energy Prices ➡️
Synthesize commodity price trends, focusing on crude oil, natural gas, and clean energy investments.
- Scenario A: Inflation & CPI ➡️
- Why It Works: Filters out general market noise and pinpoints specific metrics (CPI, inventory, commodity prices) to build a focused briefing.
Example 4: Academic & Research Summaries
- Noob Prompt:
Tell me what this research paper is about. - Pro Prompt:
Extract the methodology, results, and core limitations from this paper abstract. - Alternative Scenario Combinations:
- Scenario A: Clinical Trials ➡️
Extract sample size, trial phase, drug efficacy results, and adverse effects from this clinical abstract. - Scenario B: Machine Learning benchmarks ➡️
Extract benchmark dataset performance, training cost, model size, and hardware architecture from this ML paper. - Scenario C: Survey Demographics ➡️
Extract survey demographics, statistical correlations, and cultural findings from this sociology abstract.
- Scenario A: Clinical Trials ➡️
- Why It Works: Applying domain-specific structures (clinical, machine learning, survey markers) forces the AI to output technical facts rather than general claims.
Example 5: Executive Email Brief
- Noob Prompt:
Write a summary of this report to send to my boss. - Pro Prompt:
Draft a 3-sentence executive summary of this report for my manager, using a professional register. - Alternative Scenario Combinations:
- Scenario A: VC Pitch Brief ➡️
Draft a 3-bullet talking-points card preparing my manager for a VC pitch presentation. - Scenario B: Outage Incident Report ➡️
Draft a 2-sentence status update to my manager regarding this morning's server outage and recovery timeframe. - Scenario C: Budget ROI Proposal ➡️
Draft a brief request for budget approval, highlighting the ROI calculation and cost justifications.
- Scenario A: VC Pitch Brief ➡️
- Why It Works: Restricts output to executive formats (talking points, status logs, ROI) to match business workflows.
Put It Into Action
Pick one of the exercises above:
- Open your favorite AI tool, paste the Noob Prompt, and look at the response.
- In a brand-new chat session, paste the corresponding Pro Prompt or one of the Alternative Scenario Combinations.
- Compare the outputs. See how different vocabulary mixes completely shift the focus, structure, and quality of the response!
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SK
Written by
Sanjeev Kumar
Founder & Lead Engineer at PrepNew. Building cross-platform Flutter applications, serverless AI backends, and full-stack Dart web architectures.
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