AI and tooling for GTM teams.
Coding agents, AI SDRs and the tools worth adding to an outbound stack, framed as buying decisions.
AI SDR Pricing Report 2026: What 28 AI SDR Tools Publish About Price, Billing and Contracts
Original data from 28 AI SDR tools: who publishes a price, what they start at, how they charge (seat, contact, credit) and which lock you into a quarterly or annual term. Free CSV.
WTF Is a GTM Engineer? (And Why It's Not RevOps)
Everyone uses GTM engineer and RevOps like they're the same job. One builds systems that don't exist yet, the other maintains what's already running.
GTM Engineer vs Product Manager: What Actually Separates the Two Roles
Both roles prioritize, talk to engineers, and get judged on outcomes. But one builds the product you sell, and the other builds what your own revenue team runs on.
How to Become a GTM Engineer in 2026, Even With No Experience: What Job Ads Ask For and a 90-Day Plan
What eight GTM engineer job ads ask for, the tools that keep coming up, a 90-day plan to learn them and a portfolio that gets you hired without the title.
GTM Engineer vs Forward Deployed Engineer: A Framework for Which One You Actually Need
One works for you and builds infrastructure you keep. One works for the vendor and rolls off once the deployment ships. Here's how to tell which you need.
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.
MCP Servers for Sales Tools: 13 GTM Tools With an Official Server, Sorted by What Your AI Can Do
Which sales and GTM tools have an official MCP server, sorted by what your AI assistant can actually do in them: update the CRM, enrich contacts or run sequences.
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: Domains, Approvals, Volume and What Stays Human
A rollout plan for an AI SDR you've already picked: sending domains, approval stages, volume, data, the replies a person keeps and the weekly checks once it runs.
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 Prediction: What B2B Sellers Should Change When Agents Do Part of the Buying
Gartner's $15 trillion prediction checked at the source, then what a B2B seller should change when agents do part of the buying: what they can read, pricing and spec pages, listings.
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.
Agentic vs AI-Powered Sales Tools: How to Check What a Vendor's "Agent" Actually Does
Most sales tools sold as agents in 2026 are workflows with an AI step. Five levels of autonomy, the one-run test that shows what a vendor's agent really does and why ZoomInfo blamed a buying pause on "agentic confusion".
Gartner Says 40% of Enterprise Apps Will Have Task-Specific AI Agents by End of 2026. What the Agents in Your Sales Tools Actually Do
Gartner's forecast checked at the source, then the agents inside Salesforce, HubSpot, Outreach, Salesloft, Apollo, Gong and LinkedIn, sorted by what they do without a human.
The EU AI Act Code of Practice on Marking AI Content: What It Asks, and Whether AI-Written Outreach Needs a Label
The final Code of Practice under Article 50, the dates that were adopted (2 December 2026, not 2 February 2027) and whether an AI-drafted cold email or LinkedIn message needs a label.
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 Says Over 40% of Agentic AI Projects Will Be Canceled. How to Run an AI SDR Pilot That Isn't One of Them
Gartner's call that over 40% of agentic AI projects will be canceled, checked at the source, plus a 12-week AI SDR pilot plan with kill rules written before day one.
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 Governance for Sales Teams: A 20-Point Checklist
Twenty checks for any sales team running AI agents: access, approvals, data, logging and the decisions that stay with people, plus an agent card you can copy.
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 State of Sales Report 2026: What It Found and What to Automate First
What Salesforce's seventh State of Sales report found, checked on Salesforce's own pages, three caveats before you quote it and the order its data points to for automation.
Clay MCP in Claude and ChatGPT: How to Connect It, What It Costs and What to Lock Down First
Clay MCP from Clay's own docs: how to connect it in Claude and ChatGPT, which actions cost credits and who should get access before your reps start prompting.
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 for Sales and GTM Teams: What You Can Build Without an Engineer
List cleanup, enrichment, weekly reports and CRM hygiene: what a non-engineer sales team can build with Claude Code, how to set it up, what it costs and where it stops.
Claude Cowork for Sales Teams: What It Is, What Anthropic's Usage Data Shows and How to Start
What Cowork does for a sales team, what Anthropic's study of 1.2 million sessions really says about sales (4%), how to set it up safely and what it costs.
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.
AI SDR Cost vs a Human SDR: Vendor Prices, a Break-Even Model and How Many per Rep
What AI SDR tools charge on their own pricing pages, what the licence leaves out and how many held meetings an AI SDR must book to cost less than a human SDR.
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: Where the Title Came From, How Fast It Grew and Whether It Will Last
The words turned up in a 2021 job post. Clay gave them today's meaning in 2023 and 2024. A dated timeline, four job counts that disagree on size and whether the title will last.
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.