AI and tooling for GTM teams.
Coding agents, AI SDRs and the tools worth adding to an outbound stack, framed as buying decisions.
When to Hire a GTM Engineer: The 30-Minute Test I Actually Use
If you can get a resonating reply from 30 minutes of manual prospecting, a GTM engineer should be able to scale that message across 10,000 companies. From a conversation with Harri Konola.
The AI SDR "38-Point Drop" and "$24M in Fines" Stats: I Checked the Citations
A '38-point sender reputation drop' and a '7 actions, $24M' AI enforcement stat keep circulating on AI SDR blogs. Neither traces to a named source. Here's what chasing both turned up.
Every GTM Tool Shipped an MCP Server in 2026, Ranked by What It Means for Buyers
Clay, Apollo, Outreach, HubSpot, Pipedrive, and ZoomInfo all shipped MCP servers in 2026. I ranked each rollout by what it actually changes for a buyer.
The AI SDR Vendor Contract Checklist: 10 Clauses Before You Sign
A March 2026 legal review found AI vendor contracts granting perpetual data licenses and joint content ownership. 10 clauses to check before an AI SDR pilot.
6 Signs an AI SDR or GTM Vendor Won't Be Around When You Need It
Persana sunset in 30 days after joining Rox. 6 real signs an AI SDR or GTM vendor won't survive your contract, and what to put in writing before you sign.
How to Deploy an AI SDR Without Wrecking Your Brand
A cold-email subject line forced a public apology in February 2026. The playbook for deploying an AI SDR without becoming the next one.
Does AI-Written Cold Email Really Get Flagged as Spam More Often?
Two 2026 studies put AI-written cold email's spam-flag rate at roughly 8% versus 3% for human-written copy. Here's what checking both actually found.
Gartner's AI ROI Split: Why 25% of Sales Teams Win Big and 20% Lose Just as Big
Gartner's 2026 survey found 25% of sales orgs get 50%+ ROI from AI while 20% lose just as much. A framework for which side of that split you're actually on.
Gartner's $15 Trillion AI Agent Purchasing Prediction: What It Means for Outbound
Gartner says AI agents will handle 90% of B2B purchases and move $15 trillion by 2028. Here's what that forecast does, and doesn't, change about running outbound right now.
The Rise of Agentic Outbound, and What It Actually Changes
HubSpot rebuilt Prospecting Agent into a full-lifecycle agent in April 2026. What consolidating account discovery, sourcing, and outreach into one agent actually changes, and what to check before you trust the lift numbers.
ZoomInfo's "Agentic Confusion" Admission: What It Means for Your GTM AI Buying Decisions
ZoomInfo cut its own guidance over "agentic confusion" among buyers, twice in 2026. What that admission means before you buy, or pitch, GTM AI.
Gartner Says 40% of Enterprise Apps Will Have AI Agents by 2026: A GTM Reality Check
Gartner says 40% of enterprise apps will ship AI agents by 2026, up from under 5% in 2025. The reality check I run before calling any GTM stack agentic.
The AI SDR "15% vs 25%" Conversion Stat: Where It Actually Comes From
A widely repeated AI SDR conversion stat has no findable source. I traced it back and show what the real 2026 SDR data says instead.
Gartner's 40% Agentic AI Abandonment Prediction: A Framework for Your AI SDR Pilot
Gartner says over 40% of agentic AI projects get scrapped by 2027. A four-gate framework for telling whether your AI SDR pilot is in the 60% or the 40%.
The 47-Iteration Lesson: What SaaStr's AI SDR Case Study Really Costs
SaaStr's own AI agent case study needed 47 iterations to fix one agent's pricing tone, and 30% of a Chief AI Officer's time to keep 20 of them running. Here's the real cost behind the headline numbers.
6 AI Agent Failures Already Hitting GTM Teams in 2026, Ranked
LeanData surveyed 157 B2B revenue leaders and found six AI agent failures already hitting GTM teams. Here they are, ranked by how often they happen.
AWS Ends the Claude Code Black Box for GTM Teams: A Framework
AWS quietly ended the Claude Code usage black box on July 20. Here is my four-pillar framework for what a GTM team should do with that new visibility.
How to Build a Live GTM Dashboard With Claude Code Artifacts
Claude Code Artifacts can now pull live data through your own MCP connectors. Here is how I wired one into a real pipeline dashboard.
Claude Managed Agents and the GTM Lock-In Trade-Off
Anthropic will run your GTM agents for $0.08 a session-hour. Here is what you trade away to get that, and when I would still take the deal.
Can a Non-Engineer Build Sales Tools With AI Now?
Coding agents make building your own GTM tooling realistic without a CS degree. Here's the honest line between what you can build alone and what still needs an engineer.
Claude Code's Effort Levels: A Cost-Control Playbook for GTM Engineers
Anthropic says the same prompt can burn 7x more tokens at high effort. Here's how to set Claude Code's effort level per task when you build your own GTM tools.
ZoomInfo's GTM.AI CLI: A Build vs Buy Guide for Coding Agent GTM Stacks
ZoomInfo open sourced a CLI putting 100M companies and 500M contacts on the command line for coding agents. Here's when that actually beats building your own.
AI Agent Adoption Hit 88% in B2B. Here's Where Governance Breaks First
88% of B2B orgs are adopting AI agents per Forrester. Here is a ranked roundup of the governance gaps that sink GTM deployments first.
8 Things 200 GTM Operators Told Us About Claude Code and Cowork
200 GTM operators were surveyed on Claude Code and Cowork. The real bottleneck is not accuracy, it is credits. Here are the findings that matter.
Outreach's Agentic AI Rebrand: What to Check Before You Buy the Label
Outreach renamed its category and its G2 reviews spiked 17x in a month. Here is what I actually check before I believe a vendor's rebrand.
A Framework for Adding AI Agents to Your GTM Stack
Most teams bolt an agent onto whatever is already broken. Here's a three-layer, three-gate framework for adding AI agents to your GTM stack in an order that actually holds.
Salesforce's 2026 Sales Report: A Playbook for What to Automate First
Salesforce's own 2026 data says agents cut research time 34% and email drafting 36%, but the report does not tell you what to automate first. Here is the order that actually holds.
Clay's MCP Is Live in Claude and ChatGPT: A Governance Guide
Clay's MCP now lets any rep run enrichment and outbound workflows straight from Claude or ChatGPT. Here's how to roll it out without Ops losing control.
xAI's Grok Build and What It Means for GTM Engineers
xAI just shipped Grok Build, a local-first coding agent with an 8-agent Arena Mode. Here's whether a GTM team should care, and how to test it without churning your stack.
Does AI Personalization Actually Lift Reply Rates?
A 10,000-email 2026 study found AI-written cold emails reply worse than human ones, not better. Here is what to verify before you trust either claim.
AI SDR Tools Churn at 50 to 70% a Year: A Teardown of Why
UserGems puts AI SDR tool churn at 50 to 70% a year, roughly double human SDR turnover. Here's a sourced teardown of why, and what the survivors do differently.
How Much Will Cursor's New Pricing Split Actually Cost Your GTM Team?
Cursor now sells a Standard and a Premium seat, and its parent company is being bought by SpaceX for $60B. Here's what the split actually costs a GTM team.
The AI SDR Market Hit $5.8B in 2026. Here's Where the Money Is Going
The AI SDR market crossed roughly $5.8B in 2026 at 30%+ growth. I dug into three market reports and the vendor claims behind them to see where the money is really going.
The AI SDR Unit Economics Nobody Puts in the Demo
Cost per qualified opportunity fell 54% in hybrid AI-plus-human pods, but reply rate and show rate tell a messier story. Here is the math most demos skip.
Claude Code Now Writes 4% of GitHub's Commits: What It Means for GTM Teams
SemiAnalysis says Claude Code now writes 4% of GitHub's public commits, heading past 20% by December. Here's what that means for teams building their own GTM tools.
Claude Cowork's Usage Data Shows Sales Is Falling Behind on Agentic AI
Sales made up just 4% of Claude Cowork's usage, versus 33.4% for business operations. Here's what the gap means for GTM teams building AI tooling.
How to Connect Claude Code to Your CRM Without Losing Governance
Microsoft just added certified MCPs and Bring Your Own MCP governance for coding agents touching CRM data. Here's my step-by-step playbook for wiring Claude Code into your GTM data safely.
How to Vet an AI SDR Vendor's Claims Before You Sign
One AI SDR vendor claimed 79% retention while an employee told a reporter the real number was 70-80% churn. Here's how I'd verify a vendor's numbers before signing.
Coding Agents Are Changing GTM Operations, Just Not How You Think
Adoption data says coding agents are eating GTM busywork faster than AI SDRs are eating sales jobs. Here's the shift I'm actually watching.
Should You Trust an AI Agent to Email Your Prospects?
Short answer: yes, for most of the sequence, no for the parts that touch your reputation. Here's where I draw the line and what the 2026 numbers say about it.
How Many AI SDRs per Human Rep? A 2026 Cost Framework
New 2026 data: hybrid SDR pods cost $755 per qualified opportunity vs $2,591 for human-only pods. Here is the framework I use to pick the right ratio.
7 Outbound Tasks Worth Handing to an AI Agent
41% of GTM orgs now run an SDR agent. Here are the seven tasks I actually hand one, and the three I still do not.
Is a Fully Autonomous AI SDR Still Worth It in 2026?
Full autonomy was the pitch in 2024. In 2026 the data on hybrid pods tells a different story. Here is my direct answer.
Inside the Claude Code Plugin Marketplaces Built for Revenue Teams
I went inside two real Claude Code plugin marketplaces built for revenue teams, hundreds of skills deep, to see what's actually usable.
The Rise of the GTM Engineer: A New Job Title Built on Coding Agents
A new survey of 200 GTM operators shows why 'GTM engineer' is becoming a real job title, not a buzzword, and what the role actually builds.
5 GTM Workflows You Can Build With a Coding Agent
Five real tools I've had a coding agent build for my outbound stack, what each one replaced, and where I still draw the line.
What AI SDRs Actually Do Well, and Where They Fall Short
My honest take on what AI SDRs handle well, where they still need a human in the loop, and why Agent Frank earns a permanent spot in my own stack anyway.
What Gartner's Latest AI Predictions Actually Mean for Outbound
Gartner just published two AI-in-sales predictions that look like they contradict each other. My read on what they actually mean for how you run outbound.