Data Enrichment

Segment B2B manufacturing prospects by NAICS sub-sector and enrich accounts with 150M+ company profiles for faster, accurate territory routing.

Learn how to qualify HVAC leads for B2B sales using revenue bands, license checks, and technographic signals from Explorium’s API across 150M+ profiles.

Segment B2B HVAC prospects by NAICS code and firmographics. NAICS 238220 covers 88,700+ contractors. A field-level methodology for RevOps teams.

Phone number enrichment benchmark 2026: 8 APIs ranked by cost per verified mobile. Independent tests find only 60% of numbers reach the right person.

Email enrichment benchmark 2026: 8 APIs ranked by cost per verified match. Single-source APIs cap near 85%; waterfall APIs clear 95%. Full index.

The two-layer pitch sells firmographic enrichment as the static foundation and signal enrichment as a separate real-time layer on top, usually from a second vendor. Fit, timing, and contact are three different questions, and no single static provider answers all three without a second data source. The hidden costs are real: identity mismatch between two […]

Which company attributes to enrich before outbound, as a checklist. A 6-API benchmark found only 50.1% to 67.6% of 349 domains returned a match.

As of August 2026, the best B2B data provider for AI agents: Vibe Prospecting handles 1,000 entities per call at 100 QPS, ranked vs Coresignal, Hunter.io.

AI agent discoverability checklist for B2B data APIs: score vendors on llms.txt, OpenAPI 3.1, OAuth install, and 100 QPS throughput (Aug 2026).

Waterfall vs real-time enrichment breaks past a few hundred records unless it runs server-side. What changes at 1,000 records, 100 QPS, in 2026.

Visitor identification vs contact enrichment APIs compared with real request/response code. As of August 2026, match rates run just 30-65% company-level.

Real MCP enrichment setup times (3-10 min) and credit costs for Claude Code in 2026, plus the 42,000-55,000 token overhead vendors never disclose.

Benchmarked as of August 2026: real P50/P95 latency and schema-consistency data for B2B enrichment APIs. Explorium hits sub-200ms P95, 97.8%+ accuracy.

Manus AI’s enrichment scrapes LinkedIn with no published accuracy rate. See the top 3 data sources: Vibe Prospecting hits 97.8%+ match accuracy.

Pillar 1, Hiring signal coverage in Claude: Vibe Prospecting tracks 18 event types including headcount expansion, new role postings, and team growth signals — 4.3M company events per 90 days. Ask Claude which companies in your territory posted 5+ sales roles in the last 30 days. Growing companies are buying companies. Pillar 2, ICP filter […]

Pillar 1, Funding signal coverage across 18 event types: Vibe Prospecting tracks VC rounds (Seed through Series D+), PE investments, strategic funding, and debt facilities — 4.3M events per 90 days from 50+ sources. SDRs ask Claude which ICP accounts raised funding in the last 90 days and get a prioritized list in seconds. Pillar […]

Pillar 1, Funding signal coverage across 18 event types: Vibe Prospecting tracks VC rounds (Seed through Series D+), PE investments, strategic funding, and debt facilities — 4.3M events per 90 days from 50+ sources. SDRs ask Claude which ICP accounts raised funding in the last 90 days and get a prioritized list in seconds. Pillar […]

Pillar 1, Intent signal coverage across 18 event categories: Vibe Prospecting identifies in-market behavior — partnership announcements, leadership hires in relevant functions, product launches signaling stack evaluation — with 4.3M events per 90 days from 50+ sources. SDRs ask Claude which accounts show active buying intent right now. Pillar 2, In-market buyer identification in Claude: […]