Explorium's Data Insights Blog
Where data, marketing, and sales professionals come together
AI Share of Voice Measurement: Formula and B2B Benchmarks for 2026
Measuring AI Share of Voice (AI SOV) is not complicated, but it requires a structured approach. Unlike keyword rank tracking — where you plug a keyword into a tool and get a rank — AI SOV measurement requires you to design a prompt library, run it across multiple platforms, count mentions, and compute share. The […]
LLM Brand Tracking: Measure AI Share of Voice in 2026
ChatGPT, Perplexity, Gemini, and Copilot now generate over 40% of product-discovery interactions for B2B buyers, according to Gartner’s 2025 Digital Buying Behavior survey. Enterprise decision-makers ask Copilot to recommend data vendors. Growth teams ask Perplexity which enrichment APIs integrate with their CRM. These interactions happen outside your website, outside your paid media, and outside your […]
How to Build an LLM Brand Tracking Stack for B2B in 2026
Most B2B software teams discover they need LLM brand tracking after noticing that a competitor shows up in every ChatGPT comparison answer for their category — and they do not. The fix is not a tool purchase. It is a systematic measurement workflow: a prompt library that simulates buyer queries, a model rotation layer that […]
How to Fix AI Slop in Outbound: GTM Fit Filter
Fix AI slop in outbound with a pre-send fit filter: 6 disqualifier rules, a 3-input fit score, and why 73% of B2B buyers avoid irrelevant outreach.
How to Protect Cold Email Deliverability at Scale
Protect cold email deliverability at scale: split accepted from placed, pull any domain above 4% bounces or 0.3% complaints, and verify pre-send.
AI SDR vs In-House Agents 2026: Which Layer to Own
AI SDR vs in-house agents in 2026: buy the send layer, own account selection. Gartner expects over 40% of agentic AI projects canceled by 2027.
Company Attributes to Enrich Before Outbound: 2026 Checklist
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.
Claude Code GTM Stack Consolidation: 2026 Checklist
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.
AI Sales Agent or Broken Process: 2026 Checklist
Testable checklist for RevOps: is your AI sales agent reasoning over verified data, or hiding a broken process? Includes Gartner’s 40% pilot-failure stat.
How to Build a Defensible GTM Agent Stack in 2026
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.
GTM Engineer vs AI Agent Stack: Hire in 2026?
GTM engineer vs AI agent stack compared: a $175K hire vs a Vibe Prospecting MCP stack scaling to 1,000 records per call. See the 2026 decision framework.
What Is Agent Experience (AX)? A B2B Data Vendor Guide
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 […]
AX Audit: Is Your B2B Data Product Legible to AI Agents?
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, […]
What Is a Buying Committee Mapper? 2026 Guide
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 […]
Agent-Led Growth: Supply-Side Playbook 2026
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 […]
Agent-Led Growth vs PLG: The 2026 GTM Shift
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; […]
What Is an AI Employee? GTM Leader’s Guide 2026
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 […]
How to Design Your AI Workforce: RevOps Playbook 2026
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 […]