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14 ChatGPT Prompts for Client Reports and Research Summaries
Prompts for the professional side of research and reporting: turning findings into a client-ready report, structuring a brief, and writing an executive summary that gets read.
At a glance
- 14 prompts
- 4 min read
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ChatGPT
Claude
Gemini
Google AI Mode
Perplexity
Jump to a prompt 14
- Turn raw findings into a report structure
- Write an executive summary that gets read
- Turn a data table into a narrative
- Build a report template for a recurring deliverable
- Simplify a technical finding for a non-technical stakeholder
- Turn a finding into a clear recommendation
- Present a finding that contradicts what the client expected
- Write a limitations section honestly
- Build a comparison table from unstructured research
- Summarize a competitive landscape
- Turn interview notes into thematic findings
- Prepare talking points for presenting a report
- Anticipate questions before a report is presented
- Write a one-page summary for someone who won't read the full report
This is the professional, client-facing side of research writing — distinct from academic research, which has its own separate collection on this site. The job here isn’t proving rigor to an examiner, it’s getting a busy stakeholder to understand and act on what you found.
Structuring a report
Turn raw findings into a report structure
Fill in the blanks below, or click a highlighted word in the prompt.
Here are my raw research findings, in no particular order. Organize them into a report structure: Executive Summary, Key Findings, Detailed Analysis, Recommendations. Group related findings together rather than listing them in the order I gave them.
FINDINGS:
[paste your raw notes/data]Write an executive summary that gets read
Fill in the blanks below, or click a highlighted word in the prompt.
Write an executive summary for this report, aimed at someone who will only read this one section. Lead with the single most important finding or recommendation, not a chronological account of the research process.
FULL REPORT OR FINDINGS:
[paste your report or a summary of it]Turn a data table into a narrative
Fill in the blanks below, or click a highlighted word in the prompt.
Here's a data table. Write a short narrative paragraph that explains what it shows, calling out the most notable pattern or outlier — don't just describe every row.
DATA:
[paste your table/data]Build a report template for a recurring deliverable
Fill in the blanks below, or click a highlighted word in the prompt.
I produce a [frequency] report on [topic] for [audience]. Design a reusable template with section headers and a one-line note on what belongs in each, so I'm not rebuilding the structure each time.Presenting findings clearly
Simplify a technical finding for a non-technical stakeholder
Fill in the blanks below, or click a highlighted word in the prompt.
Here's a technical finding from my research. Rewrite it for a stakeholder with no background in the subject, keeping the actual conclusion intact — simplify the explanation, not the finding itself.
FINDING:
[paste the technical finding]Turn a finding into a clear recommendation
Fill in the blanks below, or click a highlighted word in the prompt.
Here's what my research found: [describe the finding]. Turn this into a specific, actionable recommendation — not a vague "consider exploring this further," but a concrete next step someone could actually take.Present a finding that contradicts what the client expected
Fill in the blanks below, or click a highlighted word in the prompt.
My research found [finding], which contradicts what the client expected or hoped for. Help me write this up in a way that's honest about the finding without being unnecessarily blunt or defensive about it.Write a limitations section honestly
Fill in the blanks below, or click a highlighted word in the prompt.
Help me write a limitations section for this research, based on what I actually did: [describe your methodology and any constraints]. Be honest about real limitations without undermining the value of the findings that do hold up.Comparative and competitive research
Build a comparison table from unstructured research
Fill in the blanks below, or click a highlighted word in the prompt.
Here's my research on [what you're comparing, e.g. "3 competitors"], in unstructured notes. Turn it into a comparison table with these columns: [list the columns you care about].
NOTES:
[paste your notes]Summarize a competitive landscape
Fill in the blanks below, or click a highlighted word in the prompt.
Based on this research, write a short summary of the competitive landscape for [market/topic] — who the main players are, how they differentiate, and where the gaps seem to be.
RESEARCH:
[paste your research/notes]Turn interview notes into thematic findings
Fill in the blanks below, or click a highlighted word in the prompt.
Here are notes from [number] interviews about [topic]. Identify the 3-5 recurring themes across them, with a representative quote or example for each theme.
INTERVIEW NOTES:
[paste your notes, labeled by interview if possible]Presenting to a client or stakeholder
Prepare talking points for presenting a report
Fill in the blanks below, or click a highlighted word in the prompt.
I'm presenting this report to [audience] and have [time limit]. Help me prepare talking points that hit the key findings and recommendation without reading the report aloud — what to say instead of what's written.
REPORT SUMMARY:
[summarize the report]Anticipate questions before a report is presented
Fill in the blanks below, or click a highlighted word in the prompt.
Based on this report's findings and recommendations, what are the 3 questions a skeptical stakeholder is most likely to ask, and what's a solid, honest answer to each?
REPORT SUMMARY:
[summarize the report]Write a one-page summary for someone who won’t read the full report
Fill in the blanks below, or click a highlighted word in the prompt.
Condense this full report into a single page: the question being answered, the top 3 findings, and the recommendation. Assume the reader has 90 seconds.
FULL REPORT:
[paste or summarize]Frequently asked questions
How is this different from the academic research prompts on this site?
Academic research writing answers to an examiner and follows citation conventions; this collection is for research done for a client, employer, or stakeholder, where the goal is a clear, actionable business document rather than demonstrating scholarly rigor. Some prompts would work for either, but the framing here assumes a business audience.
Should I paste real client data into these prompts?
Check your confidentiality obligations and the AI tool’s data policy first. Where possible, anonymize company names and sensitive figures before pasting, the same way you would with any third-party tool handling client information.
What’s the most common mistake in client reports?
Burying the recommendation. Most reports are read backwards — the executive summary and recommendation first, the detail only if something there raises a question — so if those two sections aren’t strong on their own, the rest of the report’s quality won’t save it.