10 Best Web Research Tools to Find B2B Contacts in 2026

10 Best Web Research Tools to Find B2B Contacts in 2026

Key takeaways:

  • The real split between these tools is where you search: on a LinkedIn profile (Kaspr, ContactOut, Skrapp), on a company website (Hunter), on almost any page you open (Lusha, RocketReach, Seamless.AI, SignalHire), inside a contact database you filter (most of them, Reply.io included), or in a Gmail draft (our free Name2Email extension).
  • A phone number costs more than an email on most of these tools: Lusha charges 5 credits against 1, and our own Real-Time Data Search charges 3 against 2. Hunter and Skrapp don’t sell phone numbers at all.
  • Read the word “unlimited” twice. ContactOut’s Terms cap its unlimited plans at 2,000 emails and 1,000 phones per account per month, and RocketReach’s annual “unlimited” emails are still bounded by 1,200 exports a year.
  • We rank Reply.io first because it’s our product. Its data comes bundled inside the platform: 50 live data credits a month on paid plans, with more from $39 a month for 200.

Type “web research tools” into Google and you’ll mostly get academic software such as ResearchRabbit, Semantic Scholar and Consensus. Those are useful for papers, and this list isn’t about them. Here, web research means finding a specific B2B person and a working way to reach them: a verified work email, a direct dial, or both.

That job happens in four places. You’re on a LinkedIn profile, on a company’s About page, inside a filtered contact database, or halfway through writing an email in Gmail. We compare the ten web research tools below on how well they work there, what one contact really costs, and what a failed search costs.

Finding the contact is only the first step, though. The wider sales prospecting tools stack adds sequencing, dialing and intent data on top.

What Are Web Research Tools for Finding B2B Contacts?

A web research tool for prospecting takes a clue you already have (a name, a LinkedIn URL, a company domain or a set of filters) and returns contact details for the person behind it. Most work as a Chrome extension that reads the page you’re viewing, then checks a database, guesses address patterns, or both.

The output is usually a work email with a verification label, sometimes a mobile or direct dial, plus job title and company data. The better tools tell you how confident they are, and they don’t bill you when they come back empty.

Newer AI lead finders skip the browsing step: you describe an ICP in a sentence and the tool builds a list for you. That suits volume, but it tells you less about each person than a profile you’ve actually read.

The 10 Best Web Research Tools Compared

The table shows where each tool lets you search, since that decides whether it fits how your reps already work. Best for and Main limitation are our judgment; prices are each vendor’s lowest published paid entry on October 10, 2026.

Reply.io is in row one because we make it. After that, the order is our editorial call: the tools we’d hand a new SDR first come first (Hunter for company domains, then Lusha and ContactOut for LinkedIn plus phones), and narrower or harder-to-price tools follow.

Tool Best for Where you search Main limitation Pricing (from)
Reply.io Finding contacts and sequencing them in one place LinkedIn extension, contact database, Gmail Data bundled with the platform, not sold alone $49/month billed annually (1,000 active contacts)
Hunter Finding everyone at one company domain Company website, database No phone numbers Free; $34/month billed yearly
Lusha Emails and phones from any page LinkedIn extension, any website, Gmail, database A phone costs 5 credits Free; $37.45/month billed yearly
ContactOut Personal and work emails from LinkedIn LinkedIn extension, company website, database “Unlimited” capped in its Terms Free; $49/month billed annually
RocketReach Lookups refunded when nothing verifies Any website, database Phones start on Pro 5 free lookups; $33/month billed annually
Kaspr European contacts from LinkedIn LinkedIn extension Phone credits metered per user Free; $49/user/month billed annually
Seamless.AI Phones and emails on any site Any website, database No published prices 50 free credits; paid plans by quote
SignalHire Research beyond LinkedIn, in bulk Most websites (Chrome and Firefox), database Phone packs buy far fewer credits Free; $57/month billed annually
Skrapp Low-cost email finding with rollover LinkedIn extension, company website, database Emails only Free; $29/month billed annually
GetProspect Big Sales Navigator exports with an API LinkedIn extension, company websites, database 5 phone numbers a month on Starter Free; $34/month billed annually

Treat the pricing column as the door price: the credit rules decide what one usable contact really costs, which the cost table further down works out.

Reply.io as one of the best web research tools

1. Reply.io

Best for: Finding contacts that go straight into outreach

Overview: Reply.io is a sales engagement platform with three built-in ways to find the people you’ll contact, depending on what you’re looking at when you start.

On LinkedIn, Findy, our Chrome extension, works on people search, profiles, Sales Navigator results and saved lead lists, and LinkedIn Recruiter. It works out the likely addresses from a person’s name and company domain, checks them through your own Google session, and labels each result Valid, Risky, Catch all or Invalid. For that check to run, Gmail has to be open in the same browser profile.

When you start from an ICP instead of a name, Real-Time Data Search (powered by Generect) searches a database of 1B+ contacts, 220M+ of them in the US. You can preview 5 to 7 matching contacts before spending a credit.

The third route is Name2Email, a separate Chrome extension we make and give away. You type a name and a company domain into a Gmail draft, it suggests the common address patterns, and Gmail’s contact card appears on the one it recognizes. There’s no database behind it, so it can’t find everyone.

Key features:

  • Findy on LinkedIn, Sales Navigator, Recruiter, Gmail and Salesforce, HubSpot or Copper pages, with up to 300 successful email searches per hour per user
  • Search filters for job title, department, industry, location, keywords, hiring activity and technology, plus a pasted Sales Navigator search URL or a list of company domains
  • Duplicate checks against contacts already in your account, so re-finding someone you already have costs nothing
  • Email and phone searches that come back empty are refunded rather than charged
  • Email validation that labels addresses Valid, Risky or Invalid, with invalid contacts skipped by sequence emails
  • Found contacts drop into multichannel sequences (email, LinkedIn, calls, SMS, WhatsApp tasks) and sync two ways with your CRM

Pricing: Email Volume is priced by active contacts: $49 a month billed annually, or $59 billed monthly, covers 1,000 active contacts, and Findy is included.

Every paid plan carries 50 live data credits a month (2 per email, 3 per phone), more start at $39 a month for 200, and the same balance pays for AI field enrichment. Email validation is a separate add-on from $20 a month for 5,000 checks, and LinkedIn automation costs $69 a month per account.

Pros: three ways to find a contact, one per research habit (LinkedIn, ICP filters, Gmail), a preview before credits are spent, refunds on empty email and phone searches, found contacts go straight into a sequence, Name2Email costs nothing and needs no account

Cons: the data is bundled inside the platform, so we aren’t a standalone data vendor, and 50 credits a month covers about 25 emails before you buy a pack. Findy needs Chrome and an open Gmail session, and our own docs describe its per-lookup credit cost in two different ways, so watch the counter during your first finds.

How to start using it:

  1. Create a Reply.io account (the 14-day trial needs no credit card and includes 50 credits), then add Findy to Chrome and sign in.
  2. Keep Gmail open in the same Chrome profile so Findy can check addresses.
  3. Open a Sales Navigator search, scroll to load every result, and run a bulk find.
  4. For list-building, set filters in Real-Time Data Search and read the 5 to 7 previewed contacts before you commit credits.
  5. Turn on automatic validation in email settings, then add the found contacts to a sequence.

Why it’s a good web research tool: you can research a contact on LinkedIn, in a filtered database or in Gmail, and the result lands where your outreach runs, with no CSV export in between.

Final verdict: pick Reply.io if finding contacts and contacting them should happen in one tool. If you only need a data subscription for a CRM, a dedicated provider further down this list fits better.

Hunter as one of the best web research tools

2. Hunter

Overview: Hunter (Hunter.io) starts from the company rather than the person. Enter a domain in Domain Search and it lists the addresses it knows at that company, while Email Finder turns a name plus domain into the likeliest address. Its Chrome extension does the same for whatever site you’re browsing.

Key features:

  • Domain Search and Email Finder, each charging 1 credit per email returned
  • A verifier at half a credit per check, so you can clean a list you already own
  • Discover, a B2B database with filters, plus Sequences and a Google Sheets add-on

Pricing: the Free plan includes 50 credits a month. Starter costs $34 a month billed yearly or $49 monthly for 2,000 credits, and Growth costs $104 yearly or $149 monthly for 10,000; credits reset each month and don’t roll over.

Pros: unlimited team members on every plan, verification built in, a free plan for occasional lookups

Cons: no phone numbers anywhere, unused credits disappear monthly, only basic Discover filters on Free

Where it fits: when your research starts on a company’s website, Hunter shows you everyone it knows there in one search.

Final verdict: the cleanest choice for email-only research by domain.

Lusha as one of the best web research tools

3. Lusha

Overview: Lusha’s extension follows you around the web: LinkedIn, CRMs, Gmail, Google Calendar and any website, showing a person’s email and phone where Lusha has them. The company now pitches itself as a data layer for go-to-market teams and AI agents.

Key features:

  • One extension across LinkedIn, CRMs, Gmail and any site, with direct export to your CRM
  • Simple credit math: 1 credit per verified email, 5 per phone number
  • Buying signals at 1 credit per data point

Pricing: the Free plan includes 40 credits a month and needs no card. Starter is $37.45 a month billed yearly (4,800 credits for the year, granted upfront) or $49.90 monthly for 400 credits a month, while two seats on Pro run $52.45 a month on yearly billing ($69.90 month to month).

Pros: works on nearly any page you research, emails and phones in one place, a free plan to test coverage

Cons: a phone costs five times an email, credits roll over only on Pro and Premium, full API access starts at Pro

Why reps shortlist it: the extension shows up wherever the research happens, so nobody switches tabs to look a person up.

Final verdict: a strong all-rounder if phone numbers matter and you budget for the 5-credit price.

ContactOut as one of the best web research tools

4. ContactOut

Overview: ContactOut is popular with recruiters and covers personal email addresses as well as work ones. Its extension works on LinkedIn and company websites, and the product now adds email campaigns and a cloud dialer.

Key features:

  • Bulk reveal on LinkedIn search results, plus a search portal for finding people without a profile open
  • Personal and work emails, plus phone numbers on the Email + Phone plan
  • Gmail enrichment alongside the LinkedIn extension

Pricing: Free allows 5 emails, 5 phones and 5 exports a day. The Email plan costs $49 a month billed annually or $99 monthly with 300 exports, and Email + Phone costs $99 annually or $199 monthly with 600 exports.

Pros: strong personal-email coverage, a daily free allowance, bulk reveal on LinkedIn

Cons: the Terms cap “unlimited” plans at 2,000 email credits and 1,000 phone credits a month per account, one user per company on self-serve plans, API access only on the sales-led Team plan

Its real strength: the daily free allowance lets you check coverage on your own prospects before paying.

Final verdict: best for small teams and recruiters who live on LinkedIn.

RocketReach as one of the best web research tools

5. RocketReach

Overview: RocketReach pairs a contact and company search app with a browser extension that surfaces details as you browse, plus an API, MCP access and its Autopilot sequences. Its billing suits messy lists, because RocketReach hands the lookup back whenever it can’t verify an email or a phone for that person.

Key features:

  • An extension on every plan that works across the web, not only on LinkedIn
  • Lookups refunded automatically when nothing verifies
  • Intent data and healthcare data on the Ultimate plan

Pricing: Essentials, which is email-only, costs $399 a year (about $33 a month) or $69 billed monthly with 100 lookups. Pro adds phones at $75 a month annually or $119 monthly for 250 lookups, and a free account gets 5 lookups.

Pros: no charge for a lookup that verifies nothing, works on any site, annual Essentials has no monthly lookup cap

Cons: phones start at Pro, monthly billing caps lookups at 100 on Essentials, annual plans are still bounded by exports (1,200 a year on Essentials)

Why it belongs among web research tools: it searches wherever you browse and only charges for contacts it can verify.

Final verdict: a safe pick if failed lookups have burned your budget elsewhere.

Kaspr as one of the best web research tools

6. Kaspr

Overview: Kaspr is a LinkedIn Chrome extension with a dashboard behind it, built around European contact data, and it’s part of Cognism. Open a profile, Sales Navigator (from Starter) or Recruiter Lite (on Business) and Kaspr shows the person’s details.

Key features:

  • Unlimited B2B email credits from the Starter plan
  • CSV enrichment from a list of LinkedIn URLs
  • Integrations with HubSpot, Salesforce, Zoho, Aircall and Zapier

Pricing: Starter costs $49 per user a month billed annually or $65 monthly, with 100 phone credits a month; Business is $79 annually or $99 monthly with 200 phone and 200 direct email credits plus the API. The free plan’s email allowance reads 15 credits on the plan card and 25 in the comparison grid.

Pros: built for European prospects, no meter on B2B emails, CSV enrichment from LinkedIn URLs

Cons: works only on LinkedIn, phones metered per user, extra phone credits cost roughly $0.21 to $0.36 each

Why buyers shortlist it: teams selling into Europe get their work emails without counting credits.

Final verdict: a focused choice for LinkedIn-first teams prospecting in Europe.

Seamless.AI as one of the best web research tools

7. Seamless.AI

Overview: Seamless.AI is an AI prospecting platform whose Chrome extension finds cell phones, emails and direct dials on any website, spotting people on profiles and company pages automatically. Prospector search, buyer intent, a dialer and emailing sit around it.

Key features:

  • Org charts and technology data in the extension sidebar
  • A credit back on any email that turns out invalid
  • Job-change tracking, so you hear when a contact moves company

Pricing: Seamless.AI publishes no prices; its pricing page is a form asking how many contacts you need a month. The free tier covers 50 credits, and the extension itself is free.

Pros: phones and emails from almost any page, invalid emails refunded, dialer and intent data in the same account

Cons: you can’t see a price before talking to sales, only 50 free credits, “switch and save” promotions suggest negotiated rates

What it does well: a rep can pull a direct dial from a company page they’re already reading.

Final verdict: worth a demo if you want phones and an all-in-one platform and are happy to negotiate.

SignalHire as one of the best web research tools

8. SignalHire

Overview: SignalHire looks beyond LinkedIn. Its extension runs on Chrome and Firefox and reads Facebook, GitHub, X and most other websites, which helps when your buyers are engineers or creators with thin LinkedIn profiles. It also has a searchable database, sequences and an API.

Key features:

  • Bulk lookups of up to 1,000 people at a time
  • One credit returns every available contact for a profile, charged only on success
  • Search API and Person API for building it into your own tools

Pricing: Free gives 5 credits, or 10 a month with the extension installed. Emails cost $57 a month billed annually for 12,000 credits a year or $69 monthly for 1,000, while the phone pack starts at the same price for 5,400 credits a year (435 a month on monthly billing).

Pros: Firefox support, charged only when it finds something, unlimited users on paid plans

Cons: the cheapest pack covers emails only, phone packs carry far fewer credits per dollar, the headline price is the lowest point on a credit slider

Why it made this list: it explicitly supports GitHub, Facebook and X, where many engineers and creators keep their profiles.

Final verdict: a good second finder for technical and creator audiences.

Skrapp as one of the best web research tools

9. Skrapp

Overview: Skrapp is an email-only finder for LinkedIn, Sales Navigator, Recruiter and company websites, with a lead database and bulk enrichment behind it. Its billing is gentle: credits go only when the Finder returns an address, unused ones roll over, and you keep them after canceling.

Key features:

  • An extension on LinkedIn, Sales Navigator, Recruiter and company websites
  • Bulk CSV enrichment of up to 250,000 rows per upload
  • A List Saver for Sales Navigator and multi-page enrichment from Professional

Pricing: Free includes 50 credits. Professional costs $29 a month billed annually or $39 monthly for 2,000 credits a month and 2 users, and Enterprise is $262 annually or $349 monthly for 50,000 credits with API access.

Pros: credits roll over, no charge for invalid results, a low paid entry

Cons: no phone numbers, daily caps on Professional (20 people searches a day), API only on Enterprise

Where it beats pricier tools: if you only need emails, Skrapp’s rollover means a slow month doesn’t waste money.

Final verdict: a sensible budget choice for email-only research.

GetProspect as one of the best web research tools

10. GetProspect

Overview: GetProspect is an email finder with a LinkedIn and Sales Navigator extension that exports up to 2,500 leads at once and also runs on other websites. Behind it sit a B2B database with 17+ filters, an email verifier, reverse email lookup and a cold email tool.

Key features:

  • Large Sales Navigator exports from the extension
  • An API on every plan, including Starter
  • Emails checked for deliverability before a credit is taken, and duplicates free

Pricing: the Free plan gives 50 valid emails and 100 verifications a month. The Starter plan runs $34 a month on annual billing ($412 a year) or $49 monthly for 1,000 valid emails, 2,000 verifications and 5 phone numbers a month, and Growth 5k is $69 annually or $99 monthly.

Pros: API access from the first paid plan, big exports, no charge for duplicates

Cons: only 5 phones a month on Starter, business emails only, extra phone credits are a separate add-on

Its main appeal: developers can script GetProspect from day one without paying for an enterprise tier.

Final verdict: a good fit for Sales Navigator power users who also want API access.

How We Chose These Web Research Tools

We read each vendor’s homepage, pricing page and, where they exist, terms and help docs on October 10, 2026, and every price and credit rule here comes from those pages. Where a vendor contradicts itself, as Kaspr does on its free plan, we say so instead of picking the kinder number.

Three criteria decided the cut. The tool had to find a named B2B person and return a way to reach them, which ruled out the academic web research tools that fill the search results. It had to work where reps actually research: a LinkedIn profile, a company website, Gmail or a filterable database.

We also wanted published pricing, with one exception. Seamless.AI stays in because its free tier and any-website extension let you test it without a sales call, but we flag the missing price.

We left out platforms whose main job is account scoring or intent tracking, which belong with broader lead prospecting tools, because they rank companies rather than return a person’s email or phone.

What One Contact Really Costs on Each Tool

Sticker prices hide the number that matters: what you pay for one usable email and one usable phone, and whether an empty search still eats a credit.

The credit rules below are as each vendor states them. The cents in brackets are our own arithmetic, not vendor figures: the entry plan’s monthly price on annual billing divided by the contacts it buys a month (for Reply.io, the $39 pack of 200 live data credits).

Tool One email One phone When a search finds nothing
Reply.io 2 live data credits (39 cents; our docs also state 1 credit per new person) 3 live data credits (about 59 cents) Email and phone searches refunded; enrichment from a LinkedIn profile charged 1 credit per attempt
Hunter 1 credit per email returned (1.7 cents) Not offered Finder charges per email found; verification costs 0.5 credit
Lusha 1 credit (9.4 cents) 5 credits (47 cents) Not stated on the pricing page
ContactOut Within plan, capped at 2,000 a month (2.5 cents at the cap) Email + Phone plan, capped at 1,000 a month (about 10 cents at the cap) Not stated
RocketReach 1 lookup (33 cents per export, annual) 1 lookup, Pro and above (25 cents per export, annual Pro) Lookup refunded unless an email or phone is verified
Kaspr Unlimited B2B emails from Starter 1 phone credit, 100 a month on Starter (49 cents) Not stated
Seamless.AI Credits, rate set in your quote Credits, rate set in your quote Credit back on invalid emails
SignalHire 1 credit returns all available contacts (5.7 cents) Phones or combined pack, 450 a month on annual (13 cents) Charged only on success
Skrapp 1 credit per address returned (about 1.5 cents) Not offered Invalid results not charged
GetProspect 1 credit per verified email (3.4 cents) 5 a month on Starter, add-on for more Verified before charging; duplicates free

Among the tools that meter emails, Skrapp and Hunter come out cheapest on our math at under 2 cents each, and our own live data credits come out highest at 39 cents, since they top up an outreach platform rather than a bulk data plan.

Phones also carry a premium on most tools (5 to 1 at Lusha, 3 to 2 with us), so a phone-heavy team should price its plan on phones.

Refund rules differ too. RocketReach, SignalHire, Skrapp and our own email and phone searches skip the charge on a miss, while Lusha, ContactOut and Kaspr don’t state their rule on the pages we checked.

When a paid lookup finds no number, the manual routes for finding someone’s phone number, such as a switchboard or an email signature, are often faster than buying a second tool.

How to Choose the Right Web Research Software

The best web research software is the one that sits where your team already researches, so start from habit rather than features. These questions narrow the field before you trial anything:

  • Do reps start on LinkedIn profiles? Kaspr, ContactOut, Skrapp and GetProspect are built around that page.
  • Do they start from a target-account domain list? Hunter’s Domain Search is made for that.
  • Do they research on GitHub, X or other non-LinkedIn sites? SignalHire, Lusha, RocketReach and Seamless.AI cover those pages.
  • Do you need direct dials? Rule out Hunter and Skrapp, then compare phone prices.
  • Will several people share the account? ContactOut’s self-serve plans allow one user per company, while Hunter allows unlimited team members.

If you start from an ICP rather than a name, our Real-Time Data Search lets you filter by title, industry, location and technology before revealing anyone. A team doing both kinds of research can pair one database with one of the browser-based web research apps instead of paying for two databases.

Found Contacts Go Stale Faster Than You Think

Every one of these web research platforms returns a snapshot, and people move. In the U.S. Bureau of Labor Statistics’ long-running NLSY97 survey, Americans born in the early 1980s held an average of 9.4 jobs from age 18 through age 38. Even among people who started jobs while ages 25 to 38, the average worker had 32 percent of those jobs end in less than a year.

Mid-career buyers are exactly who B2B teams sell to, so an address that was valid in spring can bounce by autumn. The fix is cheap: verify a list again right before it enters a sequence, not only when you first pull it.

Most web research platforms on this list make that easy. Hunter charges half a credit per verification, GetProspect includes verification credits in every plan, and our validation add-on starts at $20 a month for 5,000 checks. Our own docs suggest keeping Risky addresses (catch-all, disposable or honeypot domains) to no more than 20% of any send.

Test Two Tools on the Same 50 Names This Week

Coverage varies by market and seniority, so pricing pages only get you so far. The honest test is to run the same names through two web research apps and count what comes back.

  1. Pick 50 real prospects from your target list, mixing seniorities and regions.
  2. Choose two tools that search in different places, such as one LinkedIn extension and one database.
  3. Use our 14-day trial or the other vendor’s free plan, and note each starting credit balance.
  4. Run all 50 names through both and record found emails, found phones and credits spent.
  5. Validate every found email with one verifier, so both tools are judged against the same standard.
  6. Send a small sequence to the valid results and count bounces after a week.

Divide credits spent by valid contacts and you have a real cost per contact for your market, a better number than any vendor’s coverage claim. Keep the runner-up on its free plan, if it has one, for the names the winner misses.

Frequently asked questions

Are web research tools the same as academic research tools?

No. Academic web research tools such as ResearchRabbit and Semantic Scholar find and summarize papers. In sales, the term means tools that find a B2B person and their contact details on LinkedIn, company websites or a database, which is what this list compares.

Which web research tools find phone numbers?

Reply.io, Lusha, ContactOut, RocketReach (from Pro), Kaspr, Seamless.AI and SignalHire all return phone numbers, and GetProspect includes 5 a month on Starter. Hunter and Skrapp are email-only. Expect a phone to cost more than an email: 5 credits at Lusha and 3 with our live data credits.

How much do web research tools cost?

Every published paid entry here falls between $29 and $57 a month on annual billing, from Skrapp to SignalHire, and monthly billing costs more ($49.90 instead of $37.45 at Lusha). Seamless.AI publishes no prices, and our Email Volume plan starts at $49 a month billed annually for 1,000 active contacts.

Is it legal to use contacts found with web research solutions?

Often, but none of these web research solutions takes the legal duty off you. The European Commission’s guidance says a company using a list from another organization must ensure it is up to date and inform people that it has collected their personal data, at the latest at the time of the first communication. Check the rules in each country you contact.

Can I find someone’s business email for free?

Yes, within limits. Our Name2Email extension suggests address patterns inside a Gmail draft and lets Gmail’s contact card confirm the right one, with no account or credits, though it can’t find everyone. Hunter’s free plan gives 50 credits a month, Skrapp and GetProspect each start you with 50 free, and tools that use AI to find email addresses apply the same guess-and-verify approach at higher volume.

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