You spent months perfecting your Shopify theme. Your product photos are stunning. Your checkout converts at 3.2%.
But when a customer asks ChatGPT "find me running shoes under $150," your store doesn't exist.
AI shopping agents don't see your homepage. They don't scroll your collections. They follow a strict, machine-readable discovery flow called UCP (Universal Commerce...
The AI agent ecosystem has built a serious industry around controlling outputs. Guardrails. Safety classifiers. Output validation. Monitoring. Retry systems. Human review.
All of that matters, but there is simpler upstream question that still goes mostly unmeasured:
Are the instructions any good?
That sounds obvious, yet it is not how t...
If you manage domains for cold email, there is a good chance your DNS authentication is silently broken.
We audited DNS configurations across 1,000+ domains onboarded to MailDeck (we provide cold email infrastructure across Microsoft 365, Google Workspace, and SMTP for 1,500+ clients). Two thirds of those domains had at least one critical SPF, DKIM, or DMARC error before we fixed it.
You have a product catalog on your website. Your marketing team wants a mobile app. Your CTO says "we need an API." Six months later, you're maintaining two codebases that do the same thing: fetch products from the database and return them to a client.
There's a better way.
Content negotiation is...
For the past two years, AI agents have been quietly eating the software development lifecycle. They write code, review PRs, spin up cloud infra, patch vulnerabilities, and manage CI/CD pipelines. Developers have been running agents inside their IDEs, their terminals, and their deployment workflows.
But one layer stayed stubbornly offline: the database.
Not because nobody tried. ...