AI Chatbot with Analytics: See Every Conversation, Token, and Page
SleekAI logs every conversation with model name, prompt and completion tokens, response time, origin URL, and visitor session in a normal WordPress table, so you can filter, export, and feed it to BI tools without reaching into a vendor's hosted dashboard.
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Most chatbot analytics dashboards are a graveyard
The standard chatbot vendor dashboard shows you a conversation count, an average response time, and a CSAT chart that nobody trusts. The actual data, like which prompts led to refusals, which questions came back without a grounding match, and which pages drove the most chat starts, is either buried five clicks deep or behind an enterprise tier upgrade. Worse, the data lives in the vendor's tenant, so you cannot join it with anything else you measure.
SleekAI logs every conversation in your own WordPress database with the prompt, the response, the model used, the prompt and completion token counts, the response latency, the origin URL, and a session identifier. That row sits next to your posts, your users, and your orders. Joining chat data to user behaviour, conversion events, or content performance is a SQL query, not a vendor integration request.
The practical effect is that the chatbot stops being a black box widget and starts being a content research surface. You can pull the top 50 questions of the past month grouped by origin URL and immediately see which docs pages are underperforming. You can filter for prompts the bot refused to answer and use them as the prioritized FAQ backlog. Every column you wished a hosted analytics dashboard had is there because you can write the query yourself.
Workflow
How SleekAI analytics work end to end
Logs land in WordPress
wp_sleekai_logs with prompt, response, model, tokens, latency, origin URL, session, bot ID, and user ID. The schema is documented and stable, so dashboards and exports keep working across plugin updates.
Query like any other table
wp_posts by origin URL or to wp_users by user ID gives you content and audience views without leaving WordPress.
Export or stream out
Alert and tune
Try it now
An analytics-aware support conversation
Comparison
Generic chatbot vs SleekAI for Analytics
Generic chatbot
- Analytics behind an enterprise tier paywall
- Cannot join chat data with user, order, or content tables
- Token cost hidden inside an aggregated monthly bill
- Export to CSV requires a support ticket on some plans
- No way to query refusals or grounding misses directly
SleekAI chatbot
-
Every prompt, response, and token count in
wp_sleekai_logs - Joinable with posts, users, orders via standard SQL
- Per-conversation token cost lets CAC stay visible
- WP-CLI export to CSV, JSON, or piped to other tools
- Filter by bot, model, origin URL, or refusal outcome
Features
What SleekAI gives you for Chatbot with Analytics
Joinable conversation table
Logs land in a normal WordPress table with foreign keys to user ID, post ID, and bot ID. Join it with your existing analytics, your CRM sync, or your WooCommerce order history. The chatbot becomes one more data source, not a sealed silo.
Token cost per row
Every conversation logs prompt tokens, completion tokens, and the model name. Multiply by the provider's published price per million tokens and you have an exact cost per conversation, per bot, per page. No more guessing about the LLM line item.
Refusal and miss queries
The log includes a refusal flag and a grounding score. Pull the rows where the bot said it did not know and you have a prioritized content backlog: the questions visitors ask that your site does not yet answer well.
Use cases
What analytics-rich chat data unlocks
Top question report
Weekly digest of the most asked questions across all bots, grouped by origin URL. Drives the editorial backlog by surfacing what visitors actually want to know on each page.
Latency and cost monitoring
Track average response time and token cost per bot per day. Notice when a model change quietly doubles cost or when latency spikes on a particular template. Alerts can hook into the same monitoring stack as your other SLOs.
A/B testing system prompts
Run two versions of a bot in parallel via display conditions, then compare refusal rate, average tokens, and conversation length per variant. The log table makes the A/B math possible without a separate experimentation tool.
The bigger picture
Why analytics has to be a first class chatbot feature
A chatbot without first class analytics is a black box that quietly costs money and quietly leaks customer signal. The vendor dashboards built for these tools were designed for executive screenshots, not for the people actually tuning the bot. They show counts and CSAT, not the prompts that came back unanswered or the pages that drove the most chats.
The teams who get real value out of conversational AI are the ones who treat every chat as a small piece of customer research and have the data infrastructure to act on it within the same week. SleekAI is built on the assumption that conversation data should live where the rest of the site's data lives. The log table is a WordPress table.
It joins with posts, users, orders, and any custom tables you maintain. Token cost is a column, not a vendor invoice. Origin URL is a column, not a feature request.
Refusal status is a column, not a hidden flag. Once analytics is local and queryable, the tuning loop becomes weekly instead of quarterly, and the chatbot stops being a static install and starts being a living part of how the site evolves. That is the difference between a chatbot that costs money to run and a chatbot that pays for itself by improving every other piece of content around it.
Questions
Common questions about SleekAI for Chatbot with Analytics
In the wp_sleekai_logs table by default. Each row stores prompt text, response text, model name, prompt and completion tokens, response time in milliseconds, origin URL, session ID, bot ID, user ID if logged in, and a refusal flag. The schema is documented and stable across plugin versions so any reporting you build keeps working.
Yes. WP-CLI ships with wp sleekai logs export which produces CSV or JSON filtered by date range, bot ID, or refusal status. The admin UI also has a one click CSV export for non-technical users. For larger volumes most teams run the WP-CLI command on a cron schedule.
Default retention is 180 days, configurable per bot. There is a built-in scheduled task that prunes rows older than the retention window, and you can override it per bot if certain conversations need shorter or longer storage for compliance reasons. PII redaction can run on a separate schedule.
 Yes. The session ID in the log table can be passed to your analytics pipeline as a cookie, so events that happen after the chat, like a form submit or a purchase, can be attributed back to a conversation. WooCommerce orders pick up the session automatically if SleekAI is configured on the same site.
 The plugin honors the WordPress privacy settings. Personal data exports include the conversation log for the requesting user. The privacy erasure tool removes their conversations on request. IP and user agent are optional fields. For stricter setups, the log can be configured to redact PII before storage using a pluggable filter.
 The log is just a database table, so any of the usual data integration tools work. Many customers use Fivetran, Airbyte, or a homegrown WP-CLI cron job to sync the table into their warehouse. Once it lands, it joins with the rest of their data the same way any other source would.
 
Yes, every row has a bot_id column, so multibot analytics is a GROUP BY away. You can compare which bots get the most volume, which have the highest refusal rate, and which cost the most in tokens. Multibot is the most common shape we see in mature SleekAI deployments.
Most teams run a daily aggregate query over the log table that sums prompt and completion tokens per bot, multiplies by the provider rate, and alerts if the total crosses a threshold. The same pattern works for refusal rate spikes, which often correlate with a content gap or a model regression.
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