AI chatbot for ElasticPress: chat-driven answers from your indexed content
ElasticPress handles fast Elasticsearch-backed search and facets. SleekAI adds conversational answers that read the live post content and postmeta, so readers who would normally search can ask in plain language. Bring your own OpenAI, Anthropic, Google, or OpenRouter key.
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Built for ElasticPress sites
ElasticPress indexes WordPress content into Elasticsearch and offers features like weighted relevance, facets, autosuggest, and related posts at index-time speed. The index itself lives in an Elasticsearch cluster outside WordPress, and ElasticPress configures which post types are indexable. SleekAI is complementary: it reads the live WordPress content for the post the visitor is on, including post_content and mapped postmeta, and answers from those values at chat-request time.
The two surfaces play different roles. ElasticPress handles fast typed queries across many posts with weighted ranking and facets. SleekAI handles conversational questions on the post itself, grounded in that post's content and structured data. Display conditions scope the chatbot per post type, template, taxonomy term, or URL pattern, so you can run it only on the indexable post types where conversational Q&A actually adds value.
Every conversation is logged inside WordPress with model name, token usage, and origin page. The JS API and PHP embed let you trigger the bot from an ElasticPress facet panel or a no-results template, so chat becomes a natural next step after a typed search returns too many results or none at all.
Workflow
How SleekAI plugs into an ElasticPress site
Install alongside ElasticPress
Scope the chatbot
Map enriching fields
Trigger from no-results
Try it now
A typical post-search conversation
Comparison
Generic chatbot vs SleekAI for ElasticPress
Generic chatbot
- Has no view into the current post's full content or fields
- Returns links from a static training set, not the live site
- Cannot answer follow-ups grounded in the article reader sees
- Treats every post type the same, ignoring indexable scoping
- Needs a separate sync workflow distinct from ElasticPress re-indexing
SleekAI chatbot
-
Reads the post's
post_contentat chat-request time - Maps any postmeta that enriches the Elasticsearch record
- Complements ElasticPress facets and weighted search
- Display conditions per indexable post type, role, or URL
- Logs every conversation with model name and token usage
Features
What SleekAI gives you for ElasticPress
Complements search
ElasticPress owns the typed query and facet flow. SleekAI owns the conversation on the post the reader landed on, so the two surfaces share an information architecture rather than competing for the same visitor intent.
Reads the live post
Whatever ElasticPress pushes into Elasticsearch is also in WordPress as post_content and postmeta. SleekAI reads those live values on chat-request, so answers stay accurate between full re-indexes of the Elasticsearch cluster.
Bridges no-results
When ElasticPress returns no hits, the next move is rarely refining the query. It is asking the question out loud. Trigger SleekAI from the no-results template with the original term as initial context and let the bot help.
Use cases
Where ElasticPress sites use SleekAI
Large documentation portals
ElasticPress handles typed queries across thousands of articles. SleekAI handles conversational follow-up on the landed article, grounded in that article's content and any structured metadata you index.
Editorial archives
Long-form publishers use ElasticPress for archive and topic discovery. The bot reads the published piece and answers reader questions about it, while search continues to do its job on the rest of the site.
Catalog and listing sites
ElasticPress's facets work well on product or property catalogs. SleekAI sits on the single template and answers questions about the specific item, using the same postmeta that powers the facets.
The bigger picture
Why chat complements ElasticPress on content sites
ElasticPress is the right tool for the discovery query at scale. Across thousands of posts, weighted ranking, autosuggest, and facets cut a large content surface down to a small list of candidates in a few hundred milliseconds. That motion ends when the visitor clicks through to an article and starts reading.
From that point on, the questions are conversational. Does this version apply to my setup. Is there a follow-up post.
What value should I actually use. Those are not search problems, they are reading-with-help problems, and a chatbot that reads the post is the right surface for them. Forcing visitors back into the search bar to refine a query they would normally just ask out loud is friction ElasticPress cannot fix on its own.
Grounding the chatbot in the live post content means the answer matches what the visitor is reading on screen, not a snapshot of the Elasticsearch index. Combine that with display conditions per indexable post type and a no-results trigger from the standard search template, and the two surfaces start to feel like one search-and-chat layer rather than two competing widgets. The compounding effect is fewer dead-end search sessions, higher time-on-article because readers stop bouncing back to search every time they hit a question, and a chat log that surfaces which articles attract repeated questions, which feeds back into both the editorial roadmap and how the team tunes ElasticPress's per-field boosts and synonym rules over time.
Questions
Common questions about SleekAI for ElasticPress
No. ElasticPress is a search and facet layer backed by Elasticsearch, optimized for fast typed queries across many posts with weighted ranking and per-field boosts. SleekAI is a chatbot that reads the live WordPress content of a specific post and answers conversationally. Most documentation and large content sites benefit from running both side by side, with search for discovery and chat for follow-up on the landed article.
 No. The Elasticsearch cluster sits behind ElasticPress's API surface and is rebuilt during re-indexes. SleekAI reads WordPress directly: post_content, postmeta, taxonomies, and any custom tables you map through the Wizard. That keeps the bot's answers fresh between re-indexes and avoids a second copy of every post traversing the network to the model on every chat-request.
 Yes. ElasticPress exposes the standard WordPress search template, which you can customize for the no-results case. SleekAI exposes a JS API to open the chatbot with an initial message. Pass the visitor's query as that initial message and the model can either suggest a refined query or answer directly when an article on the topic exists but missed the search relevance threshold.
 Yes. SleekAI is independent of where Elasticsearch is hosted. Whether ElasticPress points at the managed ElasticPress.io service, an AWS OpenSearch domain, or a self-hosted cluster, the chatbot's data path goes through WordPress directly. The only ElasticPress concern is your usual re-index cadence and which post types are marked indexable, neither of which affects the chat layer.
 By default the rendered post_content, the title, excerpt, and any postmeta you map in the Wizard. For long articles you can add a vector store of up to one gigabyte per file using OpenAI Files retrieval, so the model pulls only the relevant section. Display conditions ensure the right scoping per post type, so docs get docs-context and editorial gets editorial-context.
 Yours. SleekAI is bring-your-own-key, so message costs are billed directly by your provider with no SleekWP markup. Use OpenAI, Anthropic, Google, or OpenRouter, and pick a fast model for routine article follow-ups and a stronger one for complex synthesis under the same chatbot without changing the integration.
 No. ElasticPress and SleekAI use independent data paths. ElasticPress queries Elasticsearch on the search request, SleekAI reads the WordPress database on the chat request. The chat widget itself is lazy and only initializes when the visitor opens it, so the initial page load and the search response time both stay unchanged from the ElasticPress-only baseline.
 Yes. ElasticPress's related-posts module renders related links into the post output the bot reads. You can also map a related-query into a named variable that the system prompt formats, useful for editorial sites where the recommendation logic is driven by a custom taxonomy or relationship rather than purely by ElasticPress's content similarity calculation across the index.
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