Data for GTM

AI-native services companies sell the finished work, not the software that produces it. The AI-native services category hardened in 2026: Y Combinator added AI-native service companies to its Summer 2026 Requests for Startups, Sequoia published its Services: The New Software thesis, and Forbes profiled agencies selling outcomes into labor budgets an order of magnitude larger […]

A GTM brain is the governed context and memory layer that a revenue team shares with its AI agents: one source of truth for what you sell, who you serve, what proof backs each claim, and what has already happened with every account. The term GTM brain is new, and the race to define it […]

Marketing to agents is the practice of making your company legible, verifiable, and selectable by the AI agents that now participate in B2B buying decisions. The phrase inverts what most of the market means by it: this is not about agents doing your marketing, it is about agents being your audience. Gartner projects that 90% […]

Uncaptured intent is the buying interest that existed at your target accounts but never registered in any system you own. A director compares your pricing page against two competitors, a founder asks an AI assistant to shortlist vendors, an ops lead reads your docs for twenty minutes, and none of it produces a record, because […]

Score B2B verticals on vendor density, addressability, and problem density before building a list. Saturated segments reply at just 1% to 2.5%.

Build a B2B outbound follow-up sequence of 4 to 6 touches where step 3 books 35.6% of meetings. Give every send a dated trigger for 1 credit.

Calculate GTM stack cost per account in 4 steps. The same $9,452 month reads as $0.95, $1.21 or $7.88 per account. Formulas plus a worked example.

Audit AI outbound reply quality with a 5-class reply taxonomy, a 1.5% to 3% positive reply benchmark, and a 0.30% Gmail spam-rate hard stop for RevOps.

SEO rank is losing its grip on B2B buyer discovery. Gartner projects roughly 25% of organic search traffic is shifting to AI chatbots, and AI-driven referral traffic to US retail sites surged 4,700% year over year. Enterprise buyers ask ChatGPT to compare vendors. Growth teams query Perplexity to build shortlists. Copilot answers vendor questions inside […]

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 […]

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 […]

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.

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 in 2026: buy the send layer, own account selection. Gartner expects over 40% of agentic AI projects canceled by 2027.

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.

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.

Pillar 1 – One call replaces 15 feeds: Vibe Prospecting returns structured, freshness-stamped enrichment data on demand across 150M+ companies and 800M+ professionals, replacing the subscription noise that creates attention debt in the first place. Pillar 2 – Built for scale: 1,000 entities per call at 100 QPS, server-side – query when you need context, […]

Claude’s connector ecosystem keeps expanding. Anthropic’s directory now lists over 300 third-party connectors used by millions of people every day, spanning revenue tools, creative software, developer platforms, and everyday consumer apps. Connectors work across Claude, Claude Desktop, Claude Code, Cowork, and the API, and once connected, Claude can bring a tool into a conversation on […]