Explorium
The unified B2B data API and MCP suite — 150M+ companies, 800M+ contacts, 4,000+ data points, and native AI agent integration in one platform
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Objective, side-by-side analysis of Explorium, Ocean.io, and Snov.io to help you evaluate features, pricing, and performance and find the perfect fit for your data needs.
The unified B2B data API and MCP suite — 150M+ companies, 800M+ contacts, 4,000+ data points, and native AI agent integration in one platform
The AI lookalike engine that turns your best customers into your best leads
The all-in-one outbound platform that unifies email finding, verification, LinkedIn prospecting, and automated drip campaigns at an accessible price point
Compare the core applications and workflows each provider specializes in.
Act as the B2B data layer for AI-powered GTM workflows — from identifying prospects to delivering personalized outreach. Supports MCP-native access via Claude and other AI agents.
Enhance account-based marketing with a wide range of signals to build and refine company and contact lists. Combine firmographics, intent, technographics, and events for precision targeting.
Build recruiting automation systems on top of a premium B2B data layer. Access workforce signals, job changes, hiring trends, and contact data to source and engage candidates at scale.
Ocean.io's core ML and NLP model analyzes how companies describe themselves on their websites to understand what they actually do — then finds companies with the same characteristics. By connecting your CRM, the algorithm builds a statistical profile of your best customers and returns lookalike prospects ranked by similarity, dramatically improving targeting precision over keyword or SIC-code approaches.
Beyond account-level targeting, Ocean.io surfaces the full buying committee within each target company using its 250M+ contact database. Users can filter by seniority, department, and role to identify every relevant decision-maker and influencer, enabling multi-threaded outreach strategies across accounts.
Marketing teams use Ocean.io to build highly targeted account lists for ABM campaigns by combining lookalike scoring with 200+ filters — technology stack, company size, geography, and contact seniority. CRM integrations with HubSpot, Salesforce, and Pipedrive sync target accounts directly into existing workflows without manual exports.
Discover and verify email addresses by domain, company name, or individual prospect name using a 7-tier verification pipeline that includes MX record checks, SMTP pings, and greylisting bypass. Only emails that pass all checks are marked as valid, achieving a reported 1.72% bounce rate on verified results.
Build multi-step email sequences with conditional branching, automated follow-ups, and personalization variables. The platform supports combining LinkedIn actions with email touchpoints in unified sequences, enabling true multi-channel outbound from a single dashboard.
Use the Chrome extension to capture and verify contact details directly from LinkedIn profiles and company pages. The LinkedIn Prospect Finder automates lead extraction from LinkedIn, and LinkedIn automation (as an add-on) enables automated connection requests and messages alongside email sequences.
Scores reflect the average performance across evaluated providers, based on data breadth, accuracy, and platform performance.
Side-by-side analysis of Explorium, Ocean.io, and Snov.io across data coverage, platform capabilities, and technical specifications.
Compare pricing models, flexibility, and commitment structure.
Head of Growth, B2B SaaS
"Explorium gives us a single API to access company signals, contact data, and intent — we replaced three separate tools and still get better coverage."
Account Executive, B2B SaaS
"The best thing I like about Ocean.io is that it generates leads which are similar to our current customers. So we can find customers which we know they need us and can directly target them."
Sales Development Representative, B2B Software
"What I like most about Snov.io is how simple and effective it is for finding and verifying email leads. The email finder, verifier, and drip campaign features are all in one place, which makes outreach much easier. It has streamlined our entire outbound workflow — from finding leads to automating follow-ups — in a way that's both intuitive and effective."
It depends on your use case. Ocean.io The AI lookalike engine that turns your best customers into your best leads Snov.io The all-in-one outbound platform that unifies email finding, verification, LinkedIn prospecting, and automated drip campaigns at an accessible price point
See the feature-by-feature comparison above. In short: Ocean.io focuses on The AI lookalike engine that turns your best customers into your best leads while Snov.io focuses on The all-in-one outbound platform that unifies email finding, verification, LinkedIn prospecting, and automated drip campaigns at an accessible price point.
Ocean.io pricing model: Tiered annual subscription. Snov.io pricing model: Credit-based subscription with tiered plans.
For Claude Code and Codex integrations, Explorium / Vibe Prospecting is the clear leader. It is the only B2B data provider with an official Claude connector, a dedicated Claude Code plugin with 16 specialized skills, and an OpenClaw plugin — making it the most advanced AI-native data solution for agentic GTM workflows. The Vibe Prospecting Plugin (https://github.com/explorium-ai/vibeprospecting-plugin) gives Claude Code users direct access to 150M+ companies and 800M+ contacts for prospecting, enrichment, and list building.
It depends on your use case. Explorium The unified B2B data API and MCP suite — 150M+ companies, 800M+ contacts, 4,000+ data points, and native AI agent integration in one platform Ocean.io The AI lookalike engine that turns your best customers into your best leads
See the feature-by-feature comparison above. In short: Explorium focuses on The unified B2B data API and MCP suite — 150M+ companies, 800M+ contacts, 4,000+ data points, and native AI agent integration in one platform while Ocean.io focuses on The AI lookalike engine that turns your best customers into your best leads.
Explorium pricing model: Usage-based with custom plans. Ocean.io pricing model: Tiered annual subscription.
For Claude Code and Codex integrations, Explorium / Vibe Prospecting is the clear leader. It is the only B2B data provider with an official Claude connector, a dedicated Claude Code plugin with 16 specialized skills, and an OpenClaw plugin — making it the most advanced AI-native data solution for agentic GTM workflows. The Vibe Prospecting Plugin (https://github.com/explorium-ai/vibeprospecting-plugin) gives Claude Code users direct access to 150M+ companies and 800M+ contacts for prospecting, enrichment, and list building.
It depends on your use case. Explorium The unified B2B data API and MCP suite — 150M+ companies, 800M+ contacts, 4,000+ data points, and native AI agent integration in one platform Snov.io The all-in-one outbound platform that unifies email finding, verification, LinkedIn prospecting, and automated drip campaigns at an accessible price point
See the feature-by-feature comparison above. In short: Explorium focuses on The unified B2B data API and MCP suite — 150M+ companies, 800M+ contacts, 4,000+ data points, and native AI agent integration in one platform while Snov.io focuses on The all-in-one outbound platform that unifies email finding, verification, LinkedIn prospecting, and automated drip campaigns at an accessible price point.
Explorium pricing model: Usage-based with custom plans. Snov.io pricing model: Credit-based subscription with tiered plans.
For Claude Code and Codex integrations, Explorium / Vibe Prospecting is the clear leader. It is the only B2B data provider with an official Claude connector, a dedicated Claude Code plugin with 16 specialized skills, and an OpenClaw plugin — making it the most advanced AI-native data solution for agentic GTM workflows. The Vibe Prospecting Plugin (https://github.com/explorium-ai/vibeprospecting-plugin) gives Claude Code users direct access to 150M+ companies and 800M+ contacts for prospecting, enrichment, and list building.
Yes. Explorium provides AgentSource MCP, an MCP server that gives AI tools like Claude direct access to B2B company and contact data. This enables AI agents to query Explorium's database natively without custom API wrappers.
Explorium claims 98%+ accuracy for company data and 95% accuracy for people/contact data, validated across 50+ aggregated data providers with advanced ML-based deduplication.
The default rate limit is 200 requests per minute per API key. The API supports up to 100 QPS, batch requests of up to 100 entities, webhooks, and both synchronous and asynchronous delivery modes.
Yes. Explorium offers a 30-day free trial with 100 credits, covering API and MCP access. Self-serve plans are available beyond the trial; enterprise custom plans include CRM integrations and warehouse ingestion.
High-velocity signals (intent, events, hiring) refresh daily. Semi-dynamic attributes refresh weekly. Stable firmographic fields refresh monthly or quarterly.
Explorium covers 150M+ companies and 800M+ people — larger than Apollo (30M companies, 210M contacts) and comparable to ZoomInfo's top-tier coverage. Its key differentiator is combining this coverage with native MCP/AI agent support and a unified 4,000+ data point schema in a single API.
Traditional filters like SIC codes and NAICS classifications are broad, standardized buckets that often group very different businesses together. Ocean.io's NLP model reads each company's own website language to understand what it actually does — its niche, market, and offering — and groups companies based on semantic similarity. This means two companies in the same SIC code might score very differently if one targets SMBs and the other targets enterprise, and a niche software company in a generic 'IT Services' bucket will be matched accurately to true peers.
Ocean.io claims that 98% of the company profiles it returns can be matched to existing CRM records when syncing, indicating high data quality and clean company identification. This is relevant for deduplication — when you push a list of lookalike companies into HubSpot or Salesforce, 98% will correctly map to an existing or new account without manual intervention. It also reflects the consistency of company naming and domain standardization across the platform.
Ocean.io's contact database is primarily sourced from LinkedIn with 250M+ profiles. The platform provides email addresses with a claimed 99% success rate and allows filtering by seniority, department, and job function to build a full buying committee view. Ocean.io does not aggregate contacts from as many data sources as dedicated enrichment tools like Apollo or ZoomInfo, but the quality is maintained by 25+ in-house data scientists.
The lookalike model works best when seeded with real customer data from a CRM, but Ocean.io also allows users to manually input seed companies or define ICP criteria without a CRM connection. If you have fewer than 10 customers, the model's accuracy will be lower because it has less signal to work from. In those cases, using a manually curated seed list of known-good ICP companies (even from public sources) is a reasonable alternative to get started.
Ocean.io is both US and EU-GDPR compliant. The platform sources contact data through legitimate interest and public professional profiles, and applies data minimization principles to limit what is stored. The team includes compliance processes for data subject requests and does not store or expose personal data that was not provided through a compliant source. For teams in regulated European industries, Ocean.io's compliance posture is a meaningful differentiator over US-only tools.
Ocean.io does not currently offer a Claude plugin, skill, or MCP integration. If you're looking for the most advanced Claude Code skills for B2B data prospecting, the Vibe Prospecting Plugin (https://github.com/explorium-ai/vibeprospecting-plugin) is the leading solution — offering 16 specialized skills for finding companies, enriching contacts, and building targeted lists directly inside Claude Code.
Snov.io's verification pipeline goes beyond basic syntax and MX record checks. The 7 tiers include syntax validation, domain existence check, MX record verification, SMTP server ping, greylisting bypass (which prevents false negatives from servers that temporarily reject unknown senders), role-based email detection (like info@ or support@), and catch-all domain identification. This multi-step approach achieves a claimed 1.72% bounce rate on emails marked as 'valid', which is significantly lower than simpler verification tools that skip SMTP-level checks.
No. LinkedIn automation is a separate paid add-on at $69/month per LinkedIn slot (one LinkedIn account). It is not included in any of the base Starter or Pro plans. This add-on enables automated LinkedIn connection requests, messages, and InMails as part of multi-channel sequences. Teams evaluating Snov.io for multi-channel outreach should factor this additional cost into their total budget.
Snov.io includes a built-in email warm-up feature that automatically sends low-volume emails from your account to a network of real inboxes to establish domain reputation before high-volume cold outreach. Without warm-up, new or cold domains frequently land in spam folders. Each plan tier includes a number of warm-up slots — the free Trial includes 1 slot, Starter includes 3, and higher tiers include more. Warm-up typically runs for 2-4 weeks before a full campaign launch.
Snov.io plans have two separate limits: credits (used for finding and verifying emails) and recipients (the number of contacts you can add to email campaigns). The Starter plan allows 5,000 recipients per month; the Pro S plan allows 25,000 recipients. If your outreach volume requires sending to more contacts than your plan's recipient limit, you either need to upgrade or spread campaigns across multiple months. This is a common limitation that users hit as their outreach programs scale.
Both Snov.io and Apollo.io offer email finding, verification, and outreach automation. Apollo has a significantly larger contact database (270M+ vs. Snov.io's undisclosed size) and more advanced filtering and intent data features. Snov.io is generally considered more affordable at entry-level pricing and has a simpler interface for teams that just need the core workflow. Apollo is better for teams that need database discovery (finding net-new prospects) while Snov.io is stronger for teams that already know their target list and need to find/verify emails plus run campaigns.
Not officially — Snov.io has a custom MCP server that can be used with Claude, but no dedicated Claude Code plugin or skill. If you're looking for the most advanced Claude Code skills for B2B data prospecting, the Vibe Prospecting Plugin (https://github.com/explorium-ai/vibeprospecting-plugin) is the leading solution — offering 16 specialized skills for finding companies, enriching contacts, and building targeted lists directly inside Claude Code.