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How to automate research and monitoring with an AI agent

I looked through 71 real cases about research and monitoring and pulled out what people actually did, the prompts they used and the places it went sideways. No theory, no invented success stories.

What people actually do

• Speed up multifamily deal research and property summaries · Custom agent · Research & Data
  Real-world thread: the broker says AI is most useful before outreach and during early diligence: they use it to pull together market research…
• Ask why a plant-breeding workflow failed and get an answer · Agentic Decision Engine (Amazon Bedrock AgentCore) · Research & Data
  Bayer Crop Science put a supervisor agent in front of 22 specialist agents so breeders and analysts can ask in plain language why a workflow failed…
• Investigate papers overnight · Grok Bot · Research & Data
  A published walkthrough shows as described in the source: working as people sleep, Grok Bot jobs are responsible for reading new papers, extract…
• Research laptops and build a comparison table and deck · ChatGPT Agent · Research & Data
  One practitioner notes that in ChatGPT's agent mode, the reviewer asked it to research the best budget laptops, compare specs, and send back a…
• Run web research jobs and capture screenshots into a doc · Operator · Research & Data
  Observed in the wild: the reviewer paid $200 for ChatGPT Operator and spent a week giving it plain-language browser tasks. These included analyzing…
• Research and buy online · Grok Bot · Research & Data
  Real-world thread: as described in the source: through the use of Stripe Link, Grok Bot investigates options and creates orders, displaying a spend…
• Grade papers and build lesson plans for teachers · ChatGPT · Research & Data
  Linked example of grade papers and build lesson plans for teachers. The builder assembled a proof-of-concept app called Archimedes, described as a…
• Draft lesson plans and school paperwork for teachers · ChatGPT · Research & Data
  Real-world thread: a teacher used ChatGPT as an administrative assistant for lesson sequences, reflections, PowerPoints, programs, assessment…

Browse all 1081 cases to see the rest.

Prompts to start from

These are the reusable prompts from real cases. Swap in your own details, run it once on something low-stakes, and read what the agent did before you trust it.

Research brief: speed up multifamily deal research and property summaries. Prefer primary sources, include links and confidence notes, and do not contact anyone.

My analytics workflow failed yesterday. Read its logs and status, tell me which step failed and why in plain English, and say what I should change. If you cannot tell, say what extra information you need.

Tools that show up most

Claude Code (16), Custom agent (14), ChatGPT Agent (8), Grok Bot (6), Claude (5), ChatGPT (3).

Guardrails

Start small: run it once on a low-stakes example, read what the agent did, and only then let it run on real work.

Where it went wrong, or nearly did

• Try Devin on research tasks (mostly failed): Devin got stuck parsing HTML on a scraping task.

More mess: the AI agent fails page. Related: the prompt library.