Best People Research Tools in 2026: Lorvio vs Perplexity, ChatGPT, and Contact Databases

Search "how to research someone before a meeting" and you will get a wall of tools all swearing they are the answer. Some are genuinely brilliant. Some are glorified phone books. Most are built for a completely different job than the one you actually have. So we did the tedious part for you and lined them up against each other.

One promise up front: this is not the kind of comparison where every competitor mysteriously loses to the company writing it. Different tools really do win different jobs, and we will say so plainly. Perplexity is excellent at the thing Perplexity is for. A contact database is the right call when you need ten thousand emails by Friday. The honest question is not "which people research tool is best," full stop. It is "which tool is best for understanding one specific human before you talk to them." That is the job we are scoring for, because it is the job most people actually mean.

A fair-play note: tools in this space ship changes constantly, so treat this as a snapshot of categories and what each is built for, and always test against your own use case.

How we scored

We judged each tool on the things that actually matter when the goal is a real conversation:

• Cited and verifiable. Can you see where each claim came from and check it, or are you trusting a confident paragraph?
• Built for one person. Does it lock onto the correct individual, or blur several namesakes into one answer?
• Brief you can use. Do you get something structured for a conversation, or a wall of text to re-read at the door?
• Talk to the research. Can you ask follow-ups, or rehearse the conversation against a persona?
• A read on style. Does it tell you how the person tends to communicate, so you can match it?
• Honest when the web is quiet. Does it admit the gaps, or invent details to fill them?
• Public-first and respectful. Is this something you would be comfortable showing the person it describes?

The contenders

Perplexity

Perplexity is an AI answer engine, and a very good one. It searches the live web and cites its sources, which already puts it a full class above a plain chatbot. For "what does this company do" or "summarize this topic," it is genuinely great, and we use it ourselves.

Where it gets wobbly for people research: it is built to answer a question, not to assemble a profile of one specific human. Ask about a person with a common name and it will cheerfully blend two or three of them together, because it is optimizing for a fluent answer, not for locking onto the right individual. You get a tidy paragraph, not a brief you can walk into a meeting with, and there is no persona to chat with and no read on how the person communicates. Verdict: a superb general research tool that was not built for prepping a conversation with a person.

ChatGPT and general LLMs

The default chatbot experience is fast, friendly, and with browsing switched on it can pull live information. The catch is trust. Without a strict sourcing discipline, a general model will state things about a real person with total confidence and zero citation, and some of those things will be quietly wrong or two years out of date. That is the worst possible failure mode for people research, because you usually discover the made-up fact at the exact moment you repeat it to the person it is about. Brilliant for drafting and brainstorming. Risky as your source of truth about a human unless every claim is cited.

Google and manual search

The honest baseline. Everything is in there somewhere, and it is free. The cost is your time and your attention. You get ten blue links and then you become the research engine: opening tabs, reconciling sources, working out which "John Smith" is yours, and trying to remember where you read each thing. It works. It just does not scale to "I have four back-to-back calls and about ninety seconds before each one."

Contact databases (ZoomInfo, Apollo, RocketReach, Lusha)

These are excellent at precisely one thing: contact data at volume. Emails, phone numbers, titles, and firmographics, filtered and exported by the thousand. If your job is to load a sequence with five thousand prospects, this is your tool and Lorvio is not.

What they do not hand you is a person. A row tells you how to reach someone and almost nothing about who they are, what they care about, or how to earn the reply once you have the address. The data is also stale the day you buy it, because people change jobs constantly. Different job, often done well.

People-search and background sites (Spokeo, BeenVerified, Pipl, Whitepages)

This category is built around public records and background-check style lookups: addresses, relatives, phone history, that sort of thing. It is useful for a narrow set of verification needs, but it sits much closer to the surveillance end of the spectrum than the preparation end, and most of what it surfaces is not something you would want to bring into a friendly professional conversation. It also leans consumer and records focused rather than "here is a warm, sourced brief on who this person is and what they care about." Right tool for a few specific jobs, wrong instinct for meeting prep.

LinkedIn and Sales Navigator

For professional context, LinkedIn is the single richest source there is, and Sales Navigator layers real filtering and signals on top. The limitation is right there in the name. It is one source. A person's work, writing, talks, side projects, and press are scattered all over the web, and LinkedIn only sees the slice that happens to live on LinkedIn. An excellent starting point, and an incomplete picture on its own.

Lorvio

Full disclosure: this one is us, so weigh it accordingly. Lorvio is built for a single job on purpose, which is understanding one person well enough to have a great conversation with them.

You paste a name and a public link. It reads across the public web, locks onto the right individual, and returns a warm, fully-cited brief in about a minute, with every claim linked back to its source. When the web is genuinely quiet about someone, it tells you, rather than inventing a biography to fill the silence. It estimates communication style (using DISC and Big Five signals) so you know whether to lead with the bottom line or the story, and it turns the brief into a persona you can chat with, or even call, to rehearse before the real thing.

What it is not: a place to export ten thousand emails, or a background-records service. It does the conversation-prep job, and it tries to do that one extremely well.

The scorecard

A quick at-a-glance read. "Partial" means it can sort of do the thing, with caveats covered above.

So which one is best?

The honest answer is that "people research" is at least four different jobs wearing one label, so match the tool to the job:

• Researching a topic or a company in general? Perplexity is hard to beat.
• Need contact data at scale for outbound? Use a contact database and do not overthink it.
• Need a formal background or records check? A people-search site is the category, with the obvious caveats about taste and consent.
• Living inside LinkedIn and want professional context? Sales Navigator is a great first source.
• About to walk into a specific conversation, a sales call, an interview, a pitch, a partnership, a first hello, and you want to arrive already knowing who is across the table and how to talk to them? That is the exact job Lorvio was built for, and for that job it is the one we would pick.

For the thing most people mean when they say "research someone before I meet them," a sourced, cited, conversational brief beats a general answer engine, a contact dump, or a records lookup, because it is the only one of them actually designed to end in a better conversation.

The bottom line

There is no single best people research tool, only the best tool for the job in front of you. Use Perplexity to understand a topic. Use a database to reach a crowd. Use Lorvio to understand the one human you are about to talk to, with sources you can check and an honest "we could not find much" when the web is quiet.

Research your next person with Lorvio, free to start, every claim cited. Then compare the brief to whatever else you were going to use, and keep whichever one actually helps you walk in warm.