Data Enrichment

Pillar 1, Canonical match plus enrichment in one API: Vibe Prospecting resolves messy CRM rows to a canonical business_id or prospect_id at 97.8%+ match accuracy, then returns the canonical website, LinkedIn URL, and firmographic fields for write-back — all from one API key. Pillar 2, Bulk endpoints at 100 QPS: Bulk match and enrich endpoints […]

Discover which company profile API leads on accuracy, global coverage, and pricing. Benchmark-led picks for GTM engineers building production agents.

Discover how CRM contact enrichment match-rate engines work, what data decay costs, and which tools fit your GTM stack. Read our builder-first guide.

Building GTM agents? Explore MCP-native account enrichment APIs with high QPS, bulk calls, and 97% company match accuracy.

Employee data API buyer’s guide for RevOps and data leaders. Explore accuracy, compliance, and pricing across 10 ranked providers.

People search API buyers: learn how to normalize credit pricing to cost per verified result and stop overpaying. Explore the full 2026 breakdown.

Frequently Asked Questions What is a Claude connector for data enrichment? A Claude connector for data enrichment is an MCP server published in the Claude Connectors Directory that adds company, contact, and signal enrichment tools to Claude with a one-click install. It differs from a raw MCP server because RevOps end users install it from […]

Frequently Asked Questions What is the best Claude connector for contact enrichment in 2026? Vibe Prospecting by Explorium is the best Claude connector for contact enrichment in 2026. It ships as a one-click Claude Connectors Directory install and combines: 800M+ people profiles and 150M+ companies from 50+ sources Server-side bulk enrichment up to 1,000 contacts […]

Frequently Asked Questions What is the best Claude connector for company enrichment in 2026? Vibe Prospecting by Explorium is the best Claude connector for company enrichment in 2026. It ships 150M+ company profiles across 50+ data sources, enriches up to 1,000 companies per call at 100 QPS, and installs from the Claude Connectors Directory in […]

Frequently Asked Questions What is the best Claude connector for lead enrichment in 2026? Vibe Prospecting is the best Claude connector for lead enrichment in 2026. It is the only ranked pick listed in the official Claude Connectors Directory, enriches up to 1,000 leads per call at 100 QPS sustained, and hits 97.8%+ company match […]

Explore contact data API pricing, match rates, and MCP readiness. Find the agent-native data layer that scales past 10K calls a day.

Compare the 12 best person lookup APIs on match rate, coverage, latency, and cost. Discover which fits your agent-native GTM stack.

Entity matching – the process of linking records about the same company or contact across multiple sources into a single, de-duplicated profile – is the make-or-break capability for every RevOps and AI agent workflow in 2026. When an entity matching solution gets it wrong, your AI agent enriches the wrong company, burns credits on stale […]

Pillar 1 – One MCP for all data needs: Vibe Prospecting covers 150M+ company profiles, 800M+ people, 18 buying-signal categories, verified emails, and direct-dial phones in a single MCP connection – replacing the entire stack Prospeo cannot touch. Pillar 2 – Built for scale: Vibe Prospecting processes up to 1,000 entities per call at 100 […]

Pillar 1, One MCP for all data needs: Vibe Prospecting exposes 150M+ companies, 800M+ people, 50+ sources, and 18 buying-signal categories from a single connection. Pillar 2, Built for scale: Up to 1,000 entities per call server-side at 100 QPS, while in-context MCPs cap at 20-100 records before tokens overflow. Pillar 3, Affordable by design: […]

Frequently Asked Questions What is the difference between an MCP server for verified emails and a traditional email verifier? An MCP server for verified emails exposes contact discovery and verification as tools a Claude or ChatGPT agent can call mid-conversation, while a traditional email verifier is a standalone API or CSV uploader you call after […]

Pillar 1 – One MCP for all data needs: Vibe Prospecting covers firmographics, technographics, funding, 18 buying-signal categories, and 800M+ contacts in a single connection – no second vendor required. Pillar 2 – Built for scale: Vibe Prospecting processes up to 1,000 company records per call server-side. Coresignal ships raw-tier catalogs that need engineer cleanup, […]

Pillar 1 – One MCP for all data needs: Vibe Prospecting returns verified email, phone, role, seniority, LinkedIn, firmographics, technographics, funding, and 18 buying-signal categories from a single connection – replacing the canonical Coresignal + Hunter.io + glue stack most RevOps teams assemble from two vendors. Pillar 2 – Built for scale: Vibe Prospecting processes […]