AI research

Deep Research

Kai Gray·
Deep Research
  1. We all know how to Google. You type a question, skim a few links, maybe fall into a Wikipedia rabbit hole (or Reddit, if you’re me). Deep research is something very different. Tools like ChatGPT, Claude, Perplexity, and Google Gemini are not just answering questions anymore. They are building narratives, connecting dots across sources, and sometimes pointing out gaps in the way we think. It feels less like search and more like having a group of research assistants who each bring a different style to the table.

    Each one has a personality. Perplexity gives you clean bullet points and organized lists that are easy to scan. Claude often feels like a thoughtful colleague who lays out pros and cons. ChatGPT tends to pull everything together into a complete briefing. Gemini lands somewhere in between. On their own they are powerful. When you combine them the results are even better.

    Here is how I often use Deep Research. If I have a call coming up with someone in an industry I do not know much about, I will run the same prompt across all four tools. Then I take the outputs and merge them into one report. That becomes my crash course. Sometimes I even go further and drop that report into Google’s Notebook LM (https://notebooklm.google), which turns it into a podcast. I can listen on the way to the meeting and walk in sounding like I have been following the industry for years.

    This is not just about business. It works just as well for community learning. Take Mobile Baykeeper (https://mobilebaykeeper.org), the nonprofit that protects the health of our bay. If you are curious about their work, deep research can surface everything from scientific studies to local news, giving you a picture that is richer than anything you would get from a quick headline search. You not only know what they do, you start to understand why it matters for oysters, seagrass, and the people who depend on the bay.

    This all sounds nifty, but where do you actually find deep research in these tools? In most of them it is right in the chat bar. In Perplexity you can choose deep research before you type your question. Claude has a similar setting where you can toggle research mode. ChatGPT recently added a research option that you can turn on when you start a new chat. Gemini works much the same way, and when you are on mobile it will sometimes suggest a research deeper follow up automatically. None of these menus are hidden away, but they are easy to miss if you have not gone looking for them.

    The good news is that you do not need a paid subscription to try it. Free users get some access across the board, just with limits. Perplexity gives you about five deep research runs per day. ChatGPT offers a lighter version with five runs per month. Gemini lets free users try it a few times as well. Claude has research mode available on free accounts, but it is more limited than what paid plans allow. So yes, you can absolutely test this out today, but if you find yourself using it heavily, the paid plans open things up quite a bit more.

    And we are only at the beginning. Imagine when deep research connects directly to live data. Instead of piecing together articles, you could see an up to the minute view of what is happening in your backyard, explained in plain language, with trends and risks highlighted for you. That is where we are headed.

    Try It Yourself

    (Here was my prompt in Claude: “I am conducting a research report on the Mobile Bay, and I'd like to learn about its history, the health of the Mobile Bay, and what's being done to protect it. Can you help me craft a prompt?”)

Here’s is Claude’s suggested prompt for a Deep Research project.

    “Conduct a comprehensive analysis of Mobile Bay's environmental status and conservation efforts, structured as follows:
    1. Mobile Baykeeper Profile: Research the organization's founding (1997), evolution, key leadership, funding sources, and partnership network. Document their major campaigns, legal victories, and community engagement programs including their citizen monitoring initiatives.
    2. Ecosystem Health Assessment: Analyze current data on water quality metrics (dissolved oxygen, nutrient levels, pH), document the status of oyster reef restoration efforts and their ecological significance, evaluate seagrass bed coverage trends and restoration projects, and assess the impact of industrial discharge permits and compliance rates.
    3. Environmental Threats: Map pollution sources including industrial facilities, agricultural runoff, and urban stormwater. Examine the effects of ship channel dredging, coastal development pressures, and climate change impacts including sea level rise and increased storm intensity.
    4. Economic & Ecological Value: Quantify Mobile Bay's contribution to regional seafood industry, tourism revenue, and job creation. Document its role as nursery habitat for Gulf species, migratory bird stopover, and storm buffer for coastal communities.
    5. Success Stories & Active Initiatives: Highlight watershed restoration projects, community science programs, policy victories at local and state levels, and collaborative efforts with businesses, universities, and government agencies.
    6. Future Outlook: Identify emerging challenges, funding needs, policy recommendations, and opportunities for community involvement and regional collaboration.”

    Enjoy your researching!


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