ComparisonPipeline & outbound
Rox sells a swarm of revenue agents that research accounts, write and send outreach, book meetings and update the CRM, priced per agent action and aimed first at enterprise sales teams. AstroFabric is the data layer underneath any rep or agent: discovery, enrichment with provenance, verification, signals, audiences and governed delivery. The honest map, with September 2026 pricing.
Sep 15, 2026 · 8 min read
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
ComparisonPipeline & outbound
Origami is a Y Combinator-backed prospecting agent for small sales teams: describe the businesses you want in plain English, the agent searches the live web, and a list with emails and phones comes back on a low-cost credit plan. AstroFabric runs the whole GTM data chain as governed agent missions with evidence on every field. The honest map, with September 2026 pricing.
Sep 15, 2026 · 8 min read
ComparisonPipeline & outbound
Cargo is a revenue orchestration builder: data models, workflows, AI agents and a hundred-plus integrations that a RevOps engineer wires into a system. AstroFabric hands the same GTM data work to agents with an objective. The honest map, with September 2026 pricing.
Sep 1, 2026 · 8 min read
ComparisonPipeline & outbound
Unify is an AI outbound platform sold per seat: prospecting, signals, sequencing and managed mailboxes in one product with a free tier. AstroFabric is the credit-priced agent layer that builds, enriches, verifies and delivers GTM data into whatever you send from. The honest map, with September 2026 pricing.
Sep 1, 2026 · 8 min read
ComparisonSignals & intent
Common Room stitches signals from your community, product and web presence into one person-and-account graph for sellers. AstroFabric watches the whole market for hiring, funding, technology and intent signals and runs the data work behind them as agent missions. The honest map, with September 2026 pricing.
Sep 1, 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
ComparisonPipeline & outbound
ZoomInfo is the enterprise standard for B2B contact and company data, sold on annual contracts with a copilot on top. AstroFabric is a credit-priced agent layer that plans, enriches, verifies and delivers from an objective. The honest map, with what is publicly known about 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
ComparisonEngineering
RAG retrieves knowledge at answer time; fine-tuning trains it into the weights - what each changes, the cost and freshness trade-offs, and when each one wins.
Aug 14, 2026 · 7 min read
ComparisonAgentic GTM
An outbound or lead-gen agency sells judgment, hands and someone to call; an agent platform sells list-building, enrichment, verification and outreach data that compound in-house. The honest decomposition of the retainer, and where each purchase wins.
Aug 13, 2026 · 8 min read
ComparisonAgentic GTM
Automation executes the paths you drew; agents plan paths toward objectives you set. Why the distinction is architectural, what it means for list building, enrichment and signal work, and how to tell which one a vendor is selling.
Aug 13, 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