Lesson 13 of 25
The Search for Absolute Truth (Fact-Checking)
Treat a confident answer as a draft, not a result. Go back and ask for the specific claim to be sourced, checked against a second independent source, or withdrawn - and say explicitly that "I could not verify this" is an acceptable answer. Most false statements survive because nobody asked the follow-up question.
This is the chapter Perplexity was built for, and the one place where it is simply the right tool rather than a compromise. Every answer arrives with its sources attached, so you can judge the citation and not just the sentence - and because it retrieves rather than recalls, the fabricated-reference failure mode that affects the other three largely does not arise. The method that gets the most out of it: name the claim, name the sources that would settle it, demand the date on every figure, and - the step almost everyone skips - ask it to distinguish sources that independently corroborate a claim from sources that merely repeat it, and to tell you when the whole trail leads back to one place. Use Academic focus for scientific and historical claims, Web focus for current data, and a Space to hold an ongoing verification.
- Name the claim and the sources that would settle it.
- Demand a date and a series on every figure.
- Ask it to separate corroboration from repetition.
- Academic focus for science and history; Web for current data.
- Read the citations - ranking is not reliability.
Instead of
What are the primary health benefits of a turmeric-based diet, specifically referencing the role of curcumin?
Perplexity version
I want the evidence base for curcumin's anti-inflammatory effects, properly sourced. This is the kind of question where another tool will hand me a reference list that looks perfect and contains papers that do not exist, so I am asking here and I will be reading your citations. Use Academic focus. Answer each of these separately. 1. What do systematic reviews and meta-analyses conclude about curcumin and inflammation in humans? Cite them with authors, year and journal. Give me reviews rather than individual trials, and tell me how many trials each review pooled and what it said about their quality. 2. What is the evidence on bioavailability? Curcumin is poorly absorbed. How much of the positive literature uses enhanced formulations, piperine combinations or nanoparticle delivery rather than dietary turmeric? Cite it. Then answer directly: are "curcumin reduces inflammation" and "eating turmeric reduces inflammation" the same claim on this evidence? This is the question that decides whether the popular version of the claim stands at all. 3. Which specific health claims about curcumin are well supported, which are preliminary, and which have failed in larger trials? Sort them into three lists, each citation dated. The walked-back claims are the ones I most want, because they are the ones still circulating. 4. What do the Cochrane reviews, if any, say on turmeric or curcumin? Cite them - and if there are none on a given indication, say so, because absence of a Cochrane review is itself information. 5. What do ICMR, AYUSH and Indian pharmacological research say, and how does that differ in emphasis or conclusion from the international literature? Cite both. Where they diverge, describe the divergence rather than reconciling it. 6. What dose was used in the human trials that found effects, and how does it compare to dietary turmeric intake in a typical Indian diet? Cite both the trial doses and any published dietary intake estimates. 7. What is documented about safety - interactions with anticoagulants, gallbladder contraindications, and the reported cases of liver injury associated with high-dose supplements? Cite the case reports and any regulatory notices, with dates and countries. 8. How much of the positive literature is funded by or affiliated with the supplement industry? Cite what the declarations say where you can see them. Rules for your answer: - Every claim gets a citation with a date. No exceptions. - For each citation, tell me whether it independently studied the question or is reviewing or repeating others' work. Turmeric is one of the most derivatively written-about subjects in health content; if ten sources trace to one review, say so. - Separate peer-reviewed research from health content sites, supplement marketing and news coverage, and label each citation accordingly. - Where the literature is genuinely mixed, say mixed. Do not resolve it for me. - If you cannot find evidence for something, say so rather than citing something adjacent. Save this in a Space so I can keep adding to it. And note: this is health information - a sourced literature summary is not medical advice, and the dosing and interaction questions belong with a doctor or pharmacist.
Instead of
I read somewhere that Hyderabad produces more pearls than any other city in the world. Is this still true today?
Perplexity version
Verify a specific claim: that Hyderabad is the world's leading producer of pearls. I suspect it is a category error rather than an outdated fact, and I want that tested against sources. Answer each part separately, with sources and dates. 1. What is the 'City of Pearls' name actually based on? Trade, drilling, processing, the Nizams' patronage, retail? Cite historical sources, and give me the earliest documented use of the phrase you can find. 2. Is "producer" the right word at all? Hyderabad is inland; pearls are produced in water. Find out whether the city was ever a producing centre in any meaningful sense, or only a trading, drilling and processing one. Cite what you find. If the claim is a category error, that is the finding I want, stated plainly. 3. Who actually produces the world's pearls today - cultured freshwater and cultured saltwater, by country and region? Give current figures, each with its source and the year of the data. Name which countries dominate which category. 4. What are India's actual pearl production, import, processing and re-export figures? Cite trade data - Ministry of Commerce, UN Comtrade, GJEPC. Give the series name and the year, not just a number. 5. What is documented about the pearl trade in Hyderabad today - is it still a significant processing or retail centre, and on what evidence? Cite recent reporting or industry data rather than tourism copy. 6. Does any credible source, at any point, actually assert that Hyderabad led world pearl production? Find the origin of the claim if you can. This is the most useful question on the list: a claim repeated for decades usually has a single traceable source, and finding it settles everything. Be strict about three things: - **Independent sources only for the production figures.** Two articles both citing the same industry body are one source. Say explicitly when that is what you have found. - **Corroboration versus repetition.** For every source, say which it is doing. Telangana tourism material, travel sites and listicles repeating 'City of Pearls' are not evidence about production. - **Every figure carries a date.** An undated production figure is how this claim survived in the first place. Then give me a verdict in one line: "The claim is [true / false / was true until approximately when / is a category error]", with the source it rests on, followed by a separate list of what you could not establish and - importantly - what kind of source would settle those if it existed, and who would hold it. For Indian trade history, absence of an online source does not mean absence of a record.
Instead of
Give me a brief history of the famous Paradise Food Court in Hyderabad." (Imagine the AI responds with, "Founded in 1948 by Irani Chai merchants, it quickly became famous after Jawaharlal Nehru visited and praised its biryani in 1953.")
Perplexity version
Verify one specific claim. Another AI told me that Jawaharlal Nehru visited Paradise in Hyderabad and praised its biryani in 1953. A named person, a named place, a specific year and a specific action - detailed enough to feel verified, which is exactly why it needs checking. Restaurant-and-famous-visitor anecdotes circulate widely with nothing behind them, and a model asked to produce a history will often supply one. This is precisely what you are for: I need to see the sources, not a verdict. 1. Is there any credible source corroborating this exact event and date? Search newspaper archives, published biographies of Nehru, the Selected Works of Jawaharlal Nehru, and documented accounts of his travels. Cite whatever you find, with dates. 2. Separately - and this is the checkable half - is there an independent record of Nehru visiting Hyderabad in or around 1953 at all? Cite the record: Press Information Bureau material, Nehru Memorial Museum and Library holdings, contemporaneous newspaper coverage in The Hindu or Deccan Chronicle. If the visit itself is undocumented, the biryani story has nothing to stand on. 3. What is actually documented about Paradise's own history - founding year, founders, how it became well known? Cite sources, and keep the restaurant's own marketing claims separate from independent reporting. A business's 'our story' page is not a historical record. 4. Does the Nehru anecdote appear anywhere in print, and if so, where does it first appear? Give me the earliest instance you can find, with its date. If every later mention traces back to one article or one website, say so - that is the answer to my question. 5. What is the earliest documented reference to Paradise in any newspaper, directory or archive you can reach? Cite it. 6. Are there similar famous-visitor claims attached to other Hyderabad restaurants, and have any of them been examined or debunked by journalists or historians? Cite it. The pattern matters: if several establishments claim the same kind of visit, that tells me what kind of story this is. Be strict about the distinction that decides this: for every source, say whether it **corroborates** the claim with independent evidence, or merely **repeats** it. A travel blog, a listicle or a city guide repeating the anecdote is repetition. Count the independent sources and tell me the number. Then give me one of three verdicts, stated plainly: - **Corroborated** - by this source, dated. - **Unverified** - circulating but with no identifiable primary source. Tell me where the trail goes cold. - **Contradicted** - the record says otherwise. And one more thing, because you cannot establish a negative: if you find nothing, tell me what kind of source would exist if this were true - a newspaper report of the visit, a published itinerary, a photograph - and where it would be held. Indian newspaper archives from the 1950s are substantially offline, so "no source found online" and "did not happen" are different findings, and I need to know which one you are giving me.