The standalone EmbedBase product is being sunset. The knowledge-grounded generation that Embedbase offered has been rebuilt natively inside YOSA - without the setup and maintenance that came from stitching two tools together.
Why we're doing this
When we built YOSA, we kept running into the same problem our SEO clients had: AI-generated content that sounds fine but feels generic. It doesn't know your products, your tone, your existing content, or the specific way you talk about your industry.
The fix was always a knowledge base - a layer that grounds the AI in real information about your site before it writes a single word. Embedbase solved part of that problem. But running it alongside YOSA meant additional configuration, integrations and manual maintenance. For most teams, that's too much overhead.
We wanted the knowledge layer to be native to the content workflow. Not an integration you configure. Something that works the moment you add a project.
That's what Knowledge Base in YOSA does.
How Knowledge Base works in YOSA
When you add a website to YOSA as a project, the Knowledge Base crawler indexes your site's content - pages, articles, product descriptions, category copy - and makes it available as context for every generation.
You add your domain. YOSA starts learning.
When YOSA generates a new article for your site, it already knows:
- How you write - your tone, structure, vocabulary (via Brand Voice)
- What products, services, or concepts are central to your brand
- Which internal pages exist and are worth linking to
- What you've already covered and what has been said on your website
Learn more in Knowledge Base docs.
What's coming next
The current Knowledge Base is built around web crawling. For most sites, that covers the majority of useful content.
But a lot of valuable knowledge never makes it to a public URL. Strategy docs, editorial guidelines, research notes, product briefs, competitive analyses. We're building file upload support - feed YOSA any document, and it becomes part of the context it works from.
You'll also get visibility into what's in the Knowledge Base: which URLs have been indexed, when they were last crawled, and what's being used during generation. Full transparency, full control.
For teams coming from Embedbase
If you used Embedbase for content and SEO work, YOSA will feel like a natural next step - with less setup and more built in.
The core idea stays the same: AI that works from your knowledge, not generic training data. The difference is you don't need to connect anything. The Knowledge Base is already there, already being used, every time you generate.
If your Embedbase use case went beyond content - custom retrieval pipelines, developer tooling, pure RAG infrastructure - YOSA is a content tool, not an infrastructure platform. We're not going to promise something we won't deliver.
But if you were using it to make AI write better content about your business, you're in the right place.
Try it
Create a free account, add your site, let the crawler index it, then generate an article on any topic. Compare it with a generation without Knowledge Base. The difference is in specificity - your products, your language, your internal links. Not generic web knowledge.
The Free plan includes Knowledge Base from day one. No card required.
Questions about migrating from Embedbase or how Knowledge Base works? Reach out at [email protected].