Blog
Field notes on rolling out AI with control, visibility, and ownership.
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ai-governance · ai · gtm-operations
Why AI Agents Get More Expensive Over Time
Your AI tools are not failing loudly — they are decaying quietly, and the cost lands on payroll. The stochastic tax, and four questions to find your rate.
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mcp · ai-governance · claude-code · revops
Cloudflare MCP Server Portals: Access, Not Intent
Cloudflare shipped a real MCP gateway: one endpoint, per-tool policy, per-user OAuth. It answers who may reach a tool. It does not answer why an agent called it.
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mcp · claude-code · ai-governance · revops
Google Workspace MCP: Official vs Community Server
Google's official Workspace MCP servers are in developer preview, covering 5 surfaces. The community server covers 12. What each does, and why multi-operator OAuth decides it.
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mcp · ai-governance · revops · seo
Google Search Console MCP: 5 Setup Errors
There is no official GSC MCP server. invalid_scope shows up as "Authentication failed", a dead server reports 12 tools registered, and the token file deletes itself.
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mcp · ai-governance · revops · seo
Google Analytics MCP: What the Official Server Does
Google's official analytics-mcp exposes seven tools, all read-only. Zero friction issues in two months of agent use — and why we chose not to join it to Search Console.
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mcp · claude-code · ai-governance · revops
Gmail MCP Search Returns IDs, Not Senders
search_gmail_messages returns message IDs and web links, with no sender, subject or snippet. Four of our agents filed it in seven days. The cost, and the server-side fix.
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research · ai · gtm-operations
AI Adoption by Industry in 2026: Evidence from 96,328 Job Postings
AI mention rates in job postings run from 48% in technology and internet to 4% in construction. The industries asking loudest for AI are also the ones with the worst integration pain.
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research · ai · gtm-operations
Remote vs Onsite Operations Jobs in 2026: Pay, AI, and Geography
Remote operations postings advertise a $117,500 median against $100,500 for onsite and hybrid roles, and mention AI at 26% versus 20%. RevOps is the most remote role at 39%.
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research · ai · gtm-operations
Chief of Staff and BizOps Hiring in 2026: Salary, Skills, and What the Job Really Is
Chief of Staff and business operations roles advertise a median of $157,550. They carry the highest rate of explicit decision language of any role measured — 43.7%.
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research · ai · gtm-operations
Head of AI Salary and Job Requirements: 1,055 Postings Analyzed (2026)
AI leadership roles advertise a median of $210,000, the highest of any operations class. But 62% name no tool at all and 32% name no specific AI technology.
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research · ai · gtm-operations
AI Job Posting Statistics 2026: 30 Numbers from 294,483 Postings
22.5% of operations and GTM job postings mention AI in 2026, and 58.5% of those name no product or technology at all. A citable set of statistics from 294,483 job postings.
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research · ai · gtm-operations
Does Mentioning AI Raise Advertised Salary? 2026 Job Posting Data
Within the same role, job postings that mention AI advertise 14% to 24% higher salaries. The premium is significant in four of five ops role classes — and absent in RevOps.
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research · ai · gtm-operations
Excel Is Still the Second Most-Named Tool in Operations Hiring (2026 Data)
Excel appears in 14,252 of 96,328 analyzed ops and GTM job postings — second only to Salesforce and twice HubSpot. In Sales Operations, 37% of postings still name a spreadsheet.
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research · ai · gtm-operations
Salesforce vs HubSpot in 2026 Job Postings: A 3-to-1 Hiring Gap
Salesforce is named in 21,997 job postings and HubSpot in 7,019 — a 3.1-to-1 gap. But the ratio narrows to 1.7-to-1 in RevOps and widens to 5.4-to-1 in Sales Operations.
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research · ai · gtm-operations
The SDR and BDR Tech Stack in 2026: Evidence from 4,823 Job Postings
Salesforce appears in 40% of SDR and BDR job postings, HubSpot in 19%, Outreach in 14%. The median sales development posting names just one tool. Median advertised pay: $70,000.
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research · ai · gtm-operations
The RevOps Tech Stack in 2026: What 1,520 Job Postings Actually Name
The median Revenue Operations job posting names 3 distinct SaaS tools. Salesforce appears in 62%, HubSpot in 37%, Excel in 27%. Data from 1,520 RevOps postings.
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research · ai · gtm-operations
What 294,483 Job Postings Reveal About AI and Operations Hiring in 2026
Original research: 294,483 job postings show companies hiring for an AI mandate and for the operational plumbing underneath it, in separate postings.
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mcp · claude-code · revops · ai-governance · agencies
How to Share MCP Servers Across Projects Without Mixing Client Data
Walling every MCP connection off from every other one is half the answer. You want your own tools and playbooks in every client folder, and client instances isolated from each other. Here is the one-way setup, the naming rule it depends on, and the warning Claude Code gives you.
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mcp · claude-code · ai-governance · revops
Claude Code MCP Scopes: Local, Project, User + a 4th Layer
Four layers, not three. Where each scope lives on disk, precedence order, the claude.ai connector layer most guides miss, and keeping secrets out of a committed .mcp.json.
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mcp · claude-code · revops · ai-governance · agencies
Isolate Claude MCP Connections Per Client (90-Second Test)
Project scope inherits from parent folders, so client configs leak. A 90-second test that proves it and the local-scope folder pattern that builds a hard wall.
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mcp · claude-code · clay · revops · ai-governance · n8n
Connect Clay MCP to Claude Code (the One-Line Install Fails)
Clay's MCP URL is api.clay.com/v3/mcp, but the direct install fails with an impersonation error. The mcp-remote bridge that fixes it, scoped to one client folder.