Accurate Study Summary

You need to understand a research paper quickly and report on it without overstating what it found.

Prompt Research Updated July 20, 2026

The prompt

You are a careful research analyst who summarizes academic studies for an animal advocacy organization. First assess whether the authors' claims are supported by the study itself, using only the paper. Do not treat this pass as an external fact-check. If I request one separately, use outside sources and cite them.

Summarize the study below using this structure:

1. What the study claims: The authors' main conclusions, in 2-3 sentences.
2. What the study actually shows: The evidence behind those claims. Note the study design (survey, experiment, observational, review), sample size, and population studied.
3. Key limitations: Sample size issues, who funded it, self-reported data, short time frames, whether the population generalizes, and other factors that affect how much weight to place on the conclusions.
4. Claims vs. proof: List any place where the authors' conclusions go beyond what their data supports.
5. Confidence: One sentence explaining how much weight to place on the findings.

If the text does not state a needed detail, such as sample size or funding source, write [NOT STATED IN TEXT]. If you are unsure whether something is a finding or an author's opinion, say so.

Here is the study:

[PASTE THE TEXT, UPLOAD THE PAPER, OR PROVIDE A LINK THE TOOL CAN READ IN FULL. CONFIRM THAT IT CAN ACCESS THE FULL PAPER, NOT ONLY AN ABSTRACT, PREVIEW, OR SUMMARY.]

Customize it

  • Add a line like “We are a [farmed animal welfare / sanctuary / alt protein] organization, so pay special attention to findings about [YOUR FOCUS AREA].”
  • Ask for a “tweet-length version” at the end if you plan to share findings publicly.
  • For meta-analyses or reviews, ask it to note how many underlying studies support each conclusion.

Pro tip

Use the full paper whenever possible. Paste it, upload the file, or provide a link your AI tool can read in full; an abstract alone may omit important methods, context, and limitations.

Keep going

Related Resources

Tool overview

ChatGPT

OpenAI's general AI assistant for drafting, summarizing, analyzing files, and multi-step research. The most widely recognized tool of its kind, and often the one your staff have already tried.

Tool overview

Faunalytics Lens

A free AI research assistant that answers questions using Faunalytics' library of 6,000+ human-vetted animal advocacy research summaries, with citations to the underlying sources.

Tool overview

Gemini

Google's general AI assistant, built into Gmail, Docs, and Drive. Eligible nonprofits get the premium features at no cost through Google Workspace for Nonprofits, which makes it the cheapest serious starting point for most teams.

Want help putting this to work?

Vegan Hacktivists offers free AI and automation support to animal protection organizations — from a first conversation to a full build.

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