Case Study
View Case StudyTray.ai
Migrating hundreds of thousands of pages, re-platforming and extending for the leading composable AI integration platform

Uniform’s biggest problem is the price of admission. And once you're in, good luck breezing through the learning curve. Teams consistently need workshops, onboarding sessions, and a few existential crises to get comfortable with its orchestration layer.
Because it’s still a relatively young DXP, the ecosystem is thin. You won’t find the deep plugin libraries or community support you get with more established headless tools. Content teams also struggle with their mental model. Especially since the abstraction adds a layer of debugging that feels like fighting a boss battle before publishing a single page, and unless you’re on their higher tiers, expect features and limits that remind you this thing is very much built for enterprises… not anyone trying to stay under budget this decade.

Uniform sits behind an aggressively enterprise paywall, making even basic usage expensive unless you're already swimming in Fortune-500 budgets.

Its whole “experience orchestration” model takes time to wrap your head around. Your team won’t be productive on day one, or even week one.

Marketers and developers both need onboarding and workflow retraining, which slows adoption and inflates your implementation cost.

A surprising number of essential features only unlock once you upgrade, which is frustrating when the base plan is already pricey.

Content creators won’t love the limited, indirect preview setup. It’s nowhere near as smooth as modern CMSes with first-class real-time preview.

Uniform’s abstraction layer adds mental overhead and troubleshooting work when things break, especially if you're stitching together several backend systems.
Calling your CMS “Kontent dot ai” is a brilliant way to convince people you’ve built an AI-powered future. And to be fair, the platform does have a clean editor, strong workflow tools, and a respectable multi-channel setup.
It's perfect for the kind of company that has more infosec members than it does have devs. But calling yourself an AI platform doesn’t mean you’re built like one.
Real AI-driven CMS platforms start at the foundation with structured content, flexible modeling, real-time indexing, and an architecture that doesn’t panic the moment you try something complex. Sanity doesn’t even market itself as “AI-first,” but it’s been ahead of the curve for years. They shipped an embedding index before “AI CMS” was a pitch deck buzzword. We even built one of the first AI search tools on top of it.
So yes, Kontent.ai is great. If you want a polished interface and enterprise workflows, go for it. And if you’re dead-set on building your website there, talk to us first. We’ll walk you through it and maybe even find a better way before you spend six months discovering the limits yourself.
You shouldn’t need a week of onboarding to publish a paragraph. Kontent.ai nails this with a clean interface that doesn’t punish you for being a marketer instead of a developer.

Build content the way your brain works. Modular, structured, reusable. No dev intervention every time marketing decides “we need one more field.”

The APIs are predictable, well-documented, and don’t require wild workarounds. Everything connects the way it should and developers stay happy too.

React, Vue, Angular, or whatever framework you’re obsessed with this week, Kontent.ai plays nice with all of them and keeps deployments smooth.

You can resize, crop, and optimize visuals without leaving the CMS. Think of it as an in-house designer that doesn’t complain about aspect ratios.

Writers, editors, and developers can work together without stepping on each other’s commits. Instant updates, fewer Slack messages, and zero “who overwrote my draft?” moments.
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