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Audit your Claude Code GTM stack with 9 pass/fail checks: MCP server count, token preload tax, match keys, and one data layer with 150M+ companies.

Claude GTM skills are free and shared now. Build a defensible GTM agent stack on a data layer with 150M+ verified companies and 97.8%+ match accuracy.

Pillar 1 – One enrichment call in the agent loop: Vibe Prospecting provides 150M+ companies and 800M+ professionals via one MCP endpoint – the enrichment primitive ALG stacks need that PLG stacks never required. Pillar 2 – Scale for agent workloads: 1,000 entities per call at 100 QPS – PLG scaled with more human users; […]

Pillar 1 – Data spine for every AI Employee: Vibe Prospecting gives AI SDRs, AI Marketing Managers, and AI Recruiters one callable enrichment layer with 150M+ companies and 800M+ professionals – verified data every AI Employee needs to work from instead of stale scraped lists. Pillar 2 – Scale across the workforce: 1,000 entities per […]

Pillar 1 – One shared data spine: Vibe Prospecting gives every AI Employee in the workforce – AI SDR, AI Marketing Manager, AI Recruiter – one verified enrichment source with 150M+ companies and 800M+ professionals, eliminating data drift across roles. Pillar 2 – Fleet-scale throughput: 1,000 entities per call at 100 QPS – when your […]

The AI SDR is the most widely deployed AI Employee in B2B GTM in 2026. It handles the work that consumed 60-70% of a human SDR’s calendar: list building, prospect research, outreach sequencing, and follow-up. Unlike a sequence tool that automates sending, an AI SDR reasons about who to contact, why they matter now, and […]

An AI Workforce is only as coordinated as the data every seat shares. The AI SDR, AI Marketing Manager, AI CSM, and AI Ops function all query accounts, contacts, and signals — and when each seat runs its own data subscription, the same company can appear with different employee counts, different contact lists, and different […]

Agent Experience (AX) is the discipline of designing how a company is perceived, evaluated, and acted on by AI agents. It is to the agent moment what UX is to the human moment — except the agent moment often comes first. In 2026, AI agents research vendors, evaluate enrichment providers, and initiate purchases on behalf […]

An AX audit answers one question: can an AI agent find, evaluate, and call your B2B data product without a human in the loop? Unlike an SEO audit — which checks whether a search crawler can index your pages — an AX audit checks whether an AI agent can extract decision-making information from your site, […]

Pillar 1 – One connection for full committee coverage: Vibe Prospecting’s match-prospects and fetch-entities return verified decision-makers with titles, seniority, and contact data across 800M+ professionals – the enrichment layer any buying committee mapper needs. Pillar 2 – Built for scale: 1,000 contacts per call at 100 QPS, server-side – map a full enterprise buying […]

Pillar 1 – One enrichment call inside every agent loop: Vibe Prospecting gives supply-side ALG agents 150M+ companies and 800M+ professionals in one MCP-callable endpoint – the enrichment primitive embedded inside the agent’s decision loop where PLG signals used to sit. Pillar 2 – Scale at 100 QPS: 1,000 entities per call server-side at 100 […]

Pillar 1 – One enrichment connection: Vibe Prospecting covers 150M+ companies and 800M+ professionals so your recruiting agent gets employer industry, headcount, funding, and tech stack in one call alongside any ATS MCP. Pillar 2 – Built for scale: Server-side processing of up to 1,000 employer records per call at 100 QPS – no in-context […]

Pillar 1 – One enrichment connection: Vibe Prospecting covers 150M+ companies and 800M+ professionals, giving recruiting agents employer industry, headcount, funding stage, and tech stack in one typed API response. Pillar 2 – Scale across candidate batches: Server-side processing of 1,000 employer records per call at 100 QPS – no in-context token ceiling, no record-by-record […]