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AI gross margin: how AI spend hits SaaS profitability

AI gross margin is what remains of SaaS profitability after inference, model routing, and AI infrastructure land in cost of revenue. The numbers have moved. AI products averaged 45% gross margin in 2025 and are projected near 53% in 2026, against the 70% to 85% that SaaS built its valuations on. The compression is real, measurable, and manageable for companies that can see their cost to serve.

Why Most Enterprise AI Agent Programs Overspend, and What Actually Fixes It

Enterprise AI agent programs overspend because leaders optimize token costs, which represent just 20-25% of variable run costs. Human oversight accounts for 70-75%. The real fix is reducing exception rates and embedding governance directly into agent execution from the start.

Your next internal developer platform is a library of agent skills

What happens when AI agents become direct users of your infrastructure? Michael Kutsch, Staff SRE and Team Lead for Cloud Foundations at PostHog, argues that the next internal developer platform may be a library of agent skills. Instead of forcing every task through a portal, his team is giving agents structured context, reusable workflows, and deterministic scripts they can call when reliability and governance matter.

Fin's CTO on Building Great Engineering Organizations in the AI Era

A few months ago, Darragh Curran, CTO at Fin (formerly Intercom) set a public goal to double engineering productivity and nearly tripled it instead. They did so by pulling a few levers: AI writing code at scale, building an AI-driven PR review system, leveraging observability as a trust mechanism, and with leadership becoming more hands-on through the transition.

Building an Operational Runbook for Exporting and Managing WhatsApp Business Chats

WhatsApp is widely used for customer support, supplier coordination and project communication. However, important information can become difficult to manage when it remains inside individual conversations or employee accounts. An operational runbook creates a consistent process for exporting relevant chats, reviewing the files and storing them securely. It also reduces the risk of losing business context during employee offboarding, account changes or project handovers.

The Real Cost of Launching and Scaling a Sharetribe Marketplace

When you first dream of building an online marketplace, costs are the last thing on your mind. You're imagining buyers and sellers connecting, that first transaction ping, and creating something that genuinely matters. Then reality taps your shoulder. Bills appear. The question shifts from "wouldn't it be cool if..." to "what's this actually going to cost me?".

Industrial Processing Equipment: Key Factors Before You Invest

Industrial processing equipment affects production speed, labor demand, product consistency, and operating expense. An unsuitable purchase can cause stoppages, difficult cleaning, excessive wear, or limited capacity. Yet many buyers move forward without fully understanding the conditions their equipment must handle. Taking time to evaluate a few key factors upfront can prevent costly mistakes after installation.

How to Transform Your WordPress Site Into a Learning Hub

A WordPress site can do far more than publish articles or display service pages. With careful planning, it can host structured lessons, enroll learners, track completion, issue certificates, and support paid access. That change matters for schools, coaches, clinics, and training teams that need education beyond their main content. A well-built hub gives visitors a clear path from interest to progress, while administrators gain cleaner data.