We started MetaSculpt AI to make page schema less of a chore.
Sure, you can slap on generic schema and call it a day, but if you actually want good schema tailored to each page’s content… that’s a time-consuming drag. Especially if you have hundreds of pages. (¬¬)

Our OG setup? One massive, bloated container doing EVERYTHING.
It worked fine for our first niche (universities). But if we wanted to add new industries, we’d either have to spin up another massive container or dive into the tangled chaos of crawl + schema gen code. A total pain! (××)

What We Changed

So we cracked open MetaSculpt’s backend into two specialized containers:

• Crawler Container → Handles site crawling & page discovery (╭☞ ͡° ͜ʖ ͡°)╭☞
• Generator Container → Creates schema markup for each page (づ｡◕‿‿◕｡)づ
• While we were at it, we upgraded from Gemini to OpenAI’s new GPT-5-nano for better accuracy.

Loads better!

• Easier industry expansion → Adding schema for law firms, e-com, or real estate? No need to touch crawl logic (¬‿¬)
• More accurate schema → GPT-5-nano gives us cleaner, better-structured output (☞ﾟヮﾟ)☞
• Faster updates → We can tweak industry-specific prompts without breaking everything else (•̀ᴗ•́)و ̑̑

What’s Next?!

We're looking into supporting more industries, starting with law firms. Attorney profiles, FAQs, reviews — all done automatically so you don’t have to lift a finger (＾▽＾)
We're also looking to add more value to our schema generator but building an AI Schema Validator Agent.

This upgrade is a step toward our dream pipeline: Crawl → Generate → Validate → Fix. Less manual work. More accuracy. Faster scaling into new verticals. (≖‿≖)

Try MetaSculpt free, and let your content do the talking.