AI for Everyday Work: Writing, Research, Meetings & DataResearch and verification · Lesson 12 of 17
Research with citations and deep research
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Research with citations and deep research
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0:00 Research with citations
Research used to mean an afternoon of tabs. Twenty browser tabs, half of them ads, and a nagging doubt about whether any of it was current. AI has changed that. Today, an assistant can search the web in seconds, and deep research modes can read dozens of sources and write you a cited report while you get a coffee. But here's the catch. A confident report with links is not the same as a correct report. In this lecture you'll learn which research mode to use when, how to brief a deep research run so it actually answers your question, and how to get sources you can check. You'll see two examples and watch me brief a real research task.
0:52 Why citations matter
Why do citations matter so much? An assistant's built in knowledge comes from training, which has a cut off date, and it can simply be wrong, even about things it sounds sure of. Rules change. Prices change. Companies launch, merge and close. When facts matter, you need sources: links that show where information came from. Citations do two jobs. They let you check claims quickly, and they let you give credit properly in your own work. Here's the key idea for this lesson. You're not asking the AI to be the source. You're asking it to find the sources, and to show its work.
1:37 Four modes
There are four research modes, and choosing the right one is half the skill. Quick answer, with search off, is fine for explaining a concept or brainstorming. Web search, where the assistant searches right now and answers with links, is for current facts and quick checks. ChatGPT, Claude, Gemini, Copilot and Perplexity all do this. Deep research plans many searches, reads lots of sources and writes a long cited report, which takes a few minutes. ChatGPT's deep research, Claude's Research, Gemini Deep Research, Copilot's Researcher agent and Perplexity's Deep Research are examples. And source grounded tools, like Gemini Notebook, which was called NotebookLM, answer only from files you give them. That's the most reliable option when you already have the right documents.
2:30 The research assistant analogy
Think of deep research like hiring a research assistant for an afternoon. If you say, research the snack market, they'll come back with something, but probably not what you needed. If you say, I need to decide whether to launch in the UAE and Saudi Arabia, focus on data since last year, prefer official trade statistics and retailer announcements, and tell me what you couldn't find, they'll come back with something useful. That's the research brief. Question. Why. Scope, meaning region, time frame and exclusions. Preferred sources. And the output you want. One line that people forget, and it's powerful: tell me what you couldn't find. It forces honesty about gaps instead of filling them with guesses.
3:21 Example 1: the tax threshold
A simple example. Omar runs a small online business in Leeds. His sales are growing and he wants to know whether he needs to register for a particular tax. Instead of asking about tax rules, he asks a specific question: what is the current registration threshold for this tax for a UK online business, and from when does it apply? Use official government sources and give dates. The assistant, with web search on, summarizes the rules and links to the official pages. Omar opens them, confirms the threshold and the date, and notices one detail the summary simplified. He doesn't treat the AI as his accountant. He books a call with his accountant and arrives with three precise questions. Twenty minutes of research instead of an afternoon.
4:16 Example 2: the market-entry scan
Now a realistic business case, with illustrative details. A healthy snacks brand in Karachi is considering exporting to the UAE and Saudi Arabia. The founder, Mariam, runs a deep research report with a full brief: the decision it informs, the two countries, sources published since the start of last year, official trade statistics and major retailer announcements preferred, vendor blogs treated as low confidence. The tool shows a research plan first. She notices it's planning to cover the whole Gulf, so she narrows it to the two countries before it starts. The report comes back with linked findings, a table of sources with dates, and a section saying it couldn't find reliable market size figures for her category. That last section saved her from quoting a made up number in her investor update.
5:14 Watch me do it
Let me brief one. My question: what are the current rules for employers in the UAE offering remote work to staff? Why: our HR lead needs a one page overview before a policy meeting. Scope: UAE federal rules, published or updated in the last two years, excluding free zone specific rules for now. Sources: government and official portals first, reputable law firm summaries second, and forums as low confidence. Output: five bullet summary, findings with a link after every fact, disagreements, what you couldn't find, and a source table. I start the run. It shows a plan that includes free zones anyway, so I tell it to drop that. A few minutes later, I've got the report. Now the measure. I pick five facts at random and open their sources. Four hold up perfectly. One link goes to a page that doesn't mention the claim. So that fact is out until I verify it properly.
6:21 No web access? Bring the sources
What if your tool can't search the web, or your organization has turned search off? You can still research well, and sometimes better. Find the reliable sources yourself: the regulator's page, the company's annual report, the official statistics release. Paste or upload them, and ask the assistant to answer only from these sources and to say which source each point comes from. This is often the most reliable approach for important work, because you've chosen the sources and the AI's job is just to read carefully. It's also how source grounded tools like Gemini Notebook work by design.
7:04 Common mistakes
Common mistakes. Vague questions, which get vague answers. Add purpose, region, time frame and source types. Assuming a link proves the claim. A link only shows where the AI says the information came from. You still need to open it, and that's the whole next lesson. Using AI research about laws, tax, health or finance as final advice. Use it to prepare, then check official sources or ask a professional. Skipping the research plan when a tool shows you one. That's your chance to fix the scope before it spends ten minutes going the wrong way. And putting private information into search queries. Search the topic, not the person or the client.
7:53 Recap and try this now
Let's recap. Choose the right mode: quick answer for concepts, web search for current facts, deep research for multi source reports, and source grounded tools for your own documents. Write a proper brief with the question, the purpose, the scope, the preferred sources and the output, and always ask what it couldn't find. Read the research plan if the tool shows one. Here's your try this now. Pick a real question you need answered this month. Use the research brief from the lesson text in whichever deep research tool you have. Then spot check five facts by opening their sources. That five fact check tells you how much you can trust the rest.
Why citations matter
AI assistants can explain almost anything, but their built-in knowledge has a cut-off date and can contain mistakes. When facts matter, you need sources: links or references that show where information comes from. Citations let you check claims and give credit properly.
Tools that cite sources
- Assistants with web search (for example, Claude, ChatGPT, Gemini and Microsoft Copilot, depending on plan and settings) can search the web and show links.
- Answer engines such as Perplexity are designed around cited answers.
- Deep research modes in several assistants run many searches and produce longer reports with citations, taking more time.
- Source-grounded tools such as Gemini Notebook (formerly NotebookLM), or assistant projects with uploaded files, answer from documents you provide.
Features and availability vary by plan and region, so check what your tools offer.
The research prompt
Research question: [specific question].
Context: I need this for [purpose] for [audience]. Region: [country]. Time frame: [e.g. last 12 months].
Please:
- Use reliable sources (official, government, well-known organizations, reputable publications)
- Put a source link after every fact
- Say if sources disagree or if information may be out of date
- Tell me what you couldn't find
Format: short summary (5 bullets), then details, then a list of sources.Make your question specific
| Vague | Specific |
|---|---|
| Remote work rules | What are the current rules for employers offering remote work to staff in the UAE? |
| Social media trends | Which content formats are brands in Saudi Arabia using most on short-video platforms in the last year, according to reputable sources? |
| AI in schools | What guidance has the UK government published on using generative AI in schools? |
Specific questions get specific, checkable answers.
Choose the right source for the job
- Laws, rules and official guidance: government and regulator websites.
- Company information: the company's own website, annual reports and press releases.
- Statistics: official statistics offices and recognized research organizations; be careful with numbers from companies selling something.
- Academic topics: peer-reviewed papers via your library or scholarly search tools.
Worked example
Omar, a small business owner in Leeds, wants to know whether he needs to register for a particular tax as his online sales grow. He asks an assistant with web search using the research prompt. It summarizes the rules and links to the official government pages. He opens the pages, confirms the threshold and date, and notices one detail the summary simplified. He books a call with his accountant, arriving with the right questions. Research that used to take an afternoon of confusing searches took twenty minutes.
Sample output check
A good research answer has a link after each factual sentence, prefers official sources for rules, gives dates, and ends with "What I couldn't find". If you see a specific number with no link, ask: "Which source says this?" If the answer is vague, treat the number as unconfirmed.
When there's no web access
If your tool can't search, you can still research well: find reliable sources yourself, paste or upload them, and ask the AI to summarize only from them and to say which source each point comes from. This is often the most reliable approach for important work.
Quick answer, web search or deep research?
| Mode | What it does | Use it when | Examples |
|---|---|---|---|
| Quick answer | Answers from training data | Explaining concepts, brainstorming | Any assistant with search off |
| Web search | Searches now, answers with links | Current facts, quick checks, news | ChatGPT search, Claude web search, Gemini, Copilot, Perplexity |
| Deep research | Plans many searches, reads dozens of sources, writes a long cited report (takes minutes) | Market scans, regulation overviews, comparing options | ChatGPT deep research, Claude Research, Gemini Deep Research, Microsoft 365 Copilot's Researcher agent, Perplexity Deep Research |
| Source-grounded | Answers only from files you provide | Policies, contracts, course materials, internal knowledge | Gemini Notebook (formerly NotebookLM), projects with files, Copilot Notebooks |
Some deep research features can also include your own files or connected work data (for example Gemini Deep Research with Gmail and Drive, or Copilot's Researcher with your Microsoft 365 content), where enabled.
Hands-on: brief a deep research run
Deep research is only as good as its brief. Paste and fill this in:
Research brief
Question: [one specific question]
Why: [the decision this informs, and for whom]
Scope: [region], [time frame, e.g. published since Jan 2025], [what to exclude]
Sources: prefer [government / regulator / official company / peer-reviewed / reputable media];
treat vendor blogs and forums as low confidence.
Output:
1. 5-bullet executive summary
2. Findings with a source link after every factual sentence
3. Where sources disagree or may be out of date
4. What you couldn't find
5. A source table: title, publisher, date, linkMany tools show a research plan before starting; read it and correct the scope if needed.
Before: "Research the plant-based snack market" produces a generic global overview citing old press releases.
After: a report scoped to the UAE and Saudi Arabia since 2025, with official trade statistics and retailer announcements linked, a clear "couldn't find reliable market-size data" section, and a source table you can check in 15 minutes.
Measure it
Pick five facts from the report at random and open their sources. If all five hold up, the report is usable with normal care. If one or more fails, verify every key fact before using it (next lesson).
Pitfalls
- Asking vague questions.
- Assuming a link proves the claim; open it (next lesson).
- Using AI answers about laws, tax, health or finance as final advice. Use them to prepare, then check official sources or ask a professional.
- Putting private information into search queries.
Key takeaways
- Pick the mode: quick answer for concepts, web search for current facts, deep research for multi-source reports, source-grounded tools for your own documents.
- Write specific research questions with purpose, region, time frame and preferred source types.
- Ask for a link after every fact, disagreements, what couldn't be found, and a source table.
- Use official and primary sources for rules, statistics and company facts; use AI research to prepare, not as final legal, tax or financial advice.
Check your understanding
Quick questions to lock in the lesson. They don’t count towards your certificate.
Put it into practice
Pick a real question from your work. Use the research prompt, then list the sources and label each as official, company, research body or other.
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