A preregistered randomized study found Google AI Mode cut click-through to external sites by 18.8 points, while Search Console's new AI report still has no clicks and no position. What B2B teams can and can't measure.
Seven months after launch, ChatGPT ads still sit at test budgets because measurement doesn't hold up: click counts that disagree 5:1, conversions that never show, and tracking terms legal teams won't sign. Here's the checklist a lean B2B team needs before spending.
G2's 2026 buyer survey: 51% of B2B software buyers now start research in an AI chatbot, 69% switched their vendor pick based on what it said, and none of it shows up in your analytics. Here's why the AI dark funnel is structurally different from the old one, and what to do about it.
Salesforce's September 11 Agentforce 360 launch gave the world seven named AI agents - including Hunter, an autonomous outbound sales agent still running in pilot. Even Salesforce isn't fully trusting it yet. Here's the governance checklist a lean team needs before it tries anything similar.
Egnyte launched a "context layer" on September 15. So did half the data industry this year - Databricks, ZoomInfo, Neo4j, a dozen more. Here's what's real infrastructure, what's rebranding, and the minimum viable context layer a lean GTM team actually needs.
AI visibility tooling raised $300M+ in under a year and every SEO suite now ships a GEO tab. The category matured faster than the measurement discipline underneath it. Here's the evaluation framework a lean B2B team needs before signing anything.
Comparative listicles take roughly a third of all AI citations, and review-site profiles triple your odds of being sourced. Our own search data shows what that looks like: position 4 to 6 on comparison queries, zero clicks. Here's the build spec.
Innovid shipped Meta's Ads MCP server, KNOREX ships its XPO MCP server in October, and Google's Ask Advisor spans Ads, Analytics and Merchant Center. Your ad platforms are becoming tools an assistant can call. Here's the access and guardrail work to do before that happens.
A 52-point gap sits between AI adoption and data readiness in B2B. It's the reason most AI marketing automation underdelivers - and the fix is a context layer, not another tool.
Intentsify pushing 1.1 trillion monthly intent signals into Clay workflows is a small announcement with a big consequence: intent now triggers real work automatically, and lean GTM teams own the rules.
Your GEO dashboard's line went up. That doesn't mean anything yet. Here's the sample-size math behind AI visibility tracking - how many prompts, how many runs, and how long before a change is real.
Starting August 17, 2026, Google stopped letting budget-limited Target CPA and Target ROAS campaigns quietly beat their stated target. If your blended CPA has looked better than your target lately, this is why your numbers are about to shift - and what to do about it.
A wave of AI marketing vendors just changed their core pitch - from "look what I generated in one run" to "look what I remember and improve between runs." Here's what the shift actually changes, and how to pressure-test the claim before you buy.
Gartner predicts over 40% of agentic AI projects will be canceled by the end of 2027 - not because agents don't work, but because of runaway cost, unclear value, and weak risk controls. Here's the buy/build checklist a lean B2B team needs before signing.
97% of SaaS CEOs plan to retire seat-based pricing - yet 94% say it still fits. The first things that break aren't invoices. They're your pricing page, qualification questions, comp plan, and renewal motion.
AI agents are moving past discovery into evaluation, quoting, and purchasing. Most B2B GTM surfaces are unreadable to them. Here's what that costs you and how to fix it.
AI referral traffic is ~1% of B2B sessions but converts 5-23x better than Google organic. Here's why your dashboard hides it and the exact measurement setup a lean team needs to report pipeline, not sessions.
Skip the theory. Here are the five Claude Skills every lean B2B marketing team should build first - with copy-paste prompts, a fast build loop, and a clear principle: four well-chosen Skills beat twenty you never open.
AI SDRs flooded inboxes, mailbox providers cracked down, and 2022-era cold email is now outright rejected. Here's the math - and where lean GTM teams should move their budget.
HubSpot launched Agent Hub and Agent Builder on July 23, 2026. Here's what it actually does, why context beats capability, and what a lean team should do next.
Most of your AI visibility isn't earned on your website. 85% of brand mentions in AI answers come from third-party pages, and Reddit is the single most-cited source. Here's what that means for B2B.
Profound, Peec, Otterly, Writesonic - the GEO tool market exploded in 2026. But most only measure your AI visibility; they don't move it. Here's how a B2B team should actually choose.
51% of B2B buyers now start research inside an AI chatbot. AEO is how you become the answer they get - not just a blue link they never see. Here's the practical B2B playbook for 2026.
B2B SaaS CAC payback stretched from about 11 months in 2021 to roughly 18 months in 2026, with acquisition costs up 40-60% since 2023. Here's why go-to-market got so expensive, what the benchmarks say, and the efficient-GTM playbook to compress it.
SEO ranks pages for clicks. GEO gets your brand cited inside AI-generated answers. In 2026, B2B teams need both. Here's the crisp mental model, how AI search actually works, and a practical plan to run them together.
GTM engineer job postings grew about 205% year over year to top 3,000 open roles in early 2026. Here's what the role actually is, why it emerged now, and how lean B2B teams can adopt the GTM-engineering mindset without a $200K hire.
How B2B marketers in 2026 can leverage new intent signals from behavior, AI dialogues, and social listening, and translate them into predictive, AI-ready inbound strategies.
Sitecore acquires Scrunch for $225M. AI visibility is now an enterprise-grade category. But what does a lean B2B team actually need: a GEO agency, a tracking tool, or an end-to-end platform?
Why leading B2B teams in 2026 are no longer publishing on a schedule - but responding to market signals instead. With data, a blueprint, and a concrete advantage for one-person teams.
Salesforce has acquired Qualified - folding agentic marketing into the enterprise stack. Here's what it means for B2B teams that don't have an Agentforce budget.
Share of Voice measures a world buyers have left. Share of Model (SoM) is the replacement KPI - and most of your AI visibility is earned on pages you don't own. Here's how to measure and move it.
Google AI Mode hit 100M users with a 93% zero-click rate. B2B tech queries trigger AI Overviews 82% of the time. Here's what that does to your demand gen funnel - and what to do about it.
Open protocols from Google and OpenAI just made agent-led buying real. Most B2B GTM teams are still optimizing for human buyers. Here's what changes - and what to do about it.
Why B2B SMEs don't need to hire a Marketing Engineer - and how AI marketing platforms like Nukipa deliver more impact at lower cost.
How conversational commerce is transforming B2B sales by 2026: key numbers, risks, maturity model, and an implementation blueprint for go-to-market teams.
GTM Engineer, Content Engineer, Marketing Engineer: how these three B2B roles differ, which skills they require, and when an AI platform is the better alternative.
Practical guide for B2B marketers: move from classic SEO to GEO and AEO in 7 steps - including audit, content structure, workflows and measurement for 2026.
Practical guide for B2B marketers on how to build AI-optimized content and structured data so agents can generate recommendations and citations.
Practical 7-step guide to ROI attribution in B2B marketing with anonymous AI agents and the dark funnel, including a framework and actionable KPIs.
How agentic buyers and AI agents are transforming B2B purchasing, digital procurement, and sales - including a practical marketing roadmap for 2026.
Comparison of personal brands vs. company pages on LinkedIn for B2B thought leadership - including formats, data, owned media setup, and a practical implementation playbook.
Five concrete owned media case studies from TRUMPF, Festo, SAP, Siemens, and Bosch Rexroth-with numbers, formats, and tactics you can use to strengthen your B2B marketing.
