ComparisonEnrichment & data
Lusha is a B2B contact database with a browser extension, a workspace, an API and an MCP server, sold as credits per revealed email or phone. AstroFabric is the agent layer that discovers, enriches, verifies and delivers company and person data from an objective, with a source on every field. The honest map, with September 2026 pricing.
Sep 15, 2026 · 8 min read
ComparisonEnrichment & data
Exa Websets turns a natural-language query into a verified list of companies, people or documents, with the reasoning and references behind every match, from the search engine Exa built for AI agents. AstroFabric starts where the list ends: enrichment with provenance, verification, standing signals, audiences and governed delivery into the systems you run. The honest map, with September 2026 pricing.
Sep 15, 2026 · 8 min read
ComparisonEnrichment & data
Ocean.io is the specialist for lookalike account discovery: paste your best customers, get the companies that resemble them. AstroFabric runs the lookalike step and everything after it - people, verification, enrichment, signals, audiences - as agent missions. The honest map, with September 2026 pricing.
Sep 1, 2026 · 8 min read
ComparisonEnrichment & data
Evaluating Apollo alternatives? Split the data job from the sending job, score each separately, and see when a dedicated data layer fits better than a bundle.
Sep 1, 2026 · 8 min read
ComparisonEnrichment & data
How to evaluate Clay alternatives by workflow ownership, composition model, data scope and tool fit, with a scored rubric and a worked example.
Aug 13, 2026 · 7 min read