PDF Embedder by WP Hive embeds a PDF using the [pdf-embedder] shortcode that points at an attachment URL on the WP Media Library. SleekAI reads the attachment ID and grabs the attachment's stored text, either from the WordPress attachment meta or from an OpenAI Files vector store you sync the PDF into. The chatbot can then answer questions about the embedded document content, not just describe that there is a PDF on the page.

The page context variable feeds the post or page slug into the prompt, so a chatbot scoped to documentation pages sees both the page text and the embedded PDF text together. Display conditions restrict the bot to pages where PDF embeds appear, and multibot can scope a separate bot per document type, like manuals on one and policy documents on another.

Every conversation is logged inside WordPress with model, tokens, and origin page, so editorial can see which documents generate the most questions and which sections need rewording. The JS API can launch the bot from a button placed inside the PDF Embedder shell, no template rebuild required.

PDF Embedder is everywhere a WordPress site has a manual, a brochure, a policy, or a compliance document. The plugin renders the file inline so visitors do not need to download it just to read a page. But viewing is not the same as understanding.

A visitor with a single question often has to scroll through 40 pages to find the section they care about, and a meaningful share of them either guess or abandon. A SleekAI chatbot with the embedded PDF in its vector store turns a passive viewer into an interactive one. The same question that used to require a download and a Ctrl-F search becomes a sentence in the chat bubble, and the answer comes back with the section and page number quoted from the original document.

Logging every conversation builds a record of which documents generate the most questions, which usually points at writing problems or missing summaries in the PDFs themselves. Scoping per document type lets you keep policy and product documentation cleanly separated, so the manuals bot never accidentally cites a refund clause and the policy bot never quotes a torque spec. The PDFs were already on the site.

SleekAI makes them readable in seconds.