AI chatbot for Quiz And Survey Master results and review
SleekAI maps the Quiz And Survey Master tables, including wp_mlw_quizzes for settings, wp_mlw_questions for the bank, and wp_mlw_results for attempts. Visitors ask why they got a result type, which category dragged their score, or how to improve, and the bot answers from your real data using your own OpenAI, Anthropic, Google, or OpenRouter API key.
♾️ Lifetime License available
QSM gives a result page, but no real conversation
Quiz And Survey Master ships with rich features: result pages by score range, contact forms, certificates, advanced timer rules, and per-category scoring. The data lives in three core tables, wp_mlw_quizzes for quiz configuration, wp_mlw_questions for the question bank with answer arrays and point values, and wp_mlw_results for every completed attempt with the serialized answers, score, and result type. The default result page renders a static block based on score range. After that, the conversation ends.
SleekAI plugs into those tables directly. The bot reads the latest wp_mlw_results row for the visitor's session or user_id, joins to wp_mlw_questions for the correct options and category tags, and can reference the exact configuration from wp_mlw_quizzes including pass mark, result type cutoffs, and contact form behaviour. A display condition scoped to the QSM result page slug means the bot only appears where it has data to draw on.
Generic chatbots cannot reach any of this. They see only the page HTML, which tells them the score and result type but not which questions belong to which category, what the user picked, or what the correct answer was. They cannot compare this attempt to a previous one. SleekAI references concrete answer choices, category breakdowns, and prior attempts, and stays inside whatever guard rails the system instruction enforces.
Workflow
How the QSM chatbot is wired up
Map the QSM tables
Scope by quiz or result page
Write the result-coach prompt
Review the logs
Try it now
A typical QSM result-page conversation
Comparison
Generic chatbot vs SleekAI for Quiz And Survey Master
Generic chatbot
- Cannot read the latest attempt from wp_mlw_results for the current user
- Has no idea which categories questions in wp_mlw_questions belong to
- Cannot reference the result_type thresholds from wp_mlw_quizzes
- Treats every QSM quiz the same regardless of timer or pass mark
- Will hallucinate retake rules instead of citing the real setting
SleekAI chatbot
-
Reads result type cutoffs from
wp_mlw_quizzes.quiz_settingsserialized data -
Joins user picks from
wp_mlw_resultsagainstwp_mlw_questions - Surfaces category names and per-category scores from QSM's category system
- Display conditions target the result page slug or specific quiz_id values
- Logs every chat with quiz_id and result_id for instructor audit
Features
What SleekAI gives you for Quiz And Survey Master
Explains result type cutoffs
Reads quiz_settings on wp_mlw_quizzes to know exactly where Beginner, Intermediate, and Advanced bands sit. The bot can say you were 3 points short of Advanced rather than vaguely close to the next level.
Per-category breakdowns
QSM lets you tag each question with one or more categories. SleekAI maps that tagging into the bot's context so it can report Regulations 60 percent versus Practice 90 percent, and recommend where to focus.
Honest retake guidance
The retake rules from wp_mlw_quizzes (limit attempts, retake delays, contact form gating) are exposed as variables. The bot answers retake questions with the actual configured policy instead of a generic disclaimer.
Use cases
Where this chatbot earns its keep
Educational micro-courses
Blogs that gate content behind a knowledge quiz. The bot turns the result page into a personal coach, lifting completion and retake rates without manual support.
Lead-generation quizzes
Marketing teams using QSM with contact form result gates. The bot interprets the result, recommends the next product or article, and reduces abandonment on the form.
Surveys and feedback flows
When QSM is used in survey mode, the bot can summarise what the respondent said, ask clarifying follow-ups, and confirm submission before the visitor leaves.
The bigger picture
Why a default result page leaves value on the table
A QSM result page is a single moment of high intent. The visitor just spent two to ten minutes answering questions and is staring at their score. That is the best window to upsell, cross-sell, qualify, or coach, but the static result type block leaves the conversation half finished.
They might know they got Intermediate, but they do not know what stopped them from Advanced, which category they were weakest in, or whether retaking is even allowed. A static result page cannot answer follow-ups. SleekAI turns that page into an interactive review session.
It reads wp_mlw_results, joins to the question and category metadata, and lets the visitor probe their own performance. For lead-generation quizzes the same approach works in reverse: the bot can interpret a typed personality result, reference the contact fields the visitor just submitted, and recommend the next page or product. Every chat is logged with quiz_id and result_id, so marketers see exactly which result types lead to longer conversations and higher engagement.
The default page gives a snapshot. The bot gives a debrief. Over hundreds of attempts the debrief is what builds trust and pulls the next click.
Questions
Common questions about SleekAI for Quiz And Survey Master
Yes, via mapped variables. SleekAI runs read-only queries against wp_mlw_quizzes, wp_mlw_questions, and wp_mlw_results, scoped by quiz_id and the current user or session token. There is no shortcode wrapping or page scraping involved.
 Yes. The result type configuration is stored in the quiz_settings column on wp_mlw_quizzes as serialized data. SleekAI unpacks it and exposes a structured array, so the bot can quote thresholds like Advanced starts at 16 rather than guess at the bands.
 QSM stores the actual question_id sequence used for that attempt in wp_mlw_results. SleekAI reads the order from the result row, not from the original bank order, so the bot can correctly say question 4 in your attempt was Regulations, not the static question 4 from the bank.
 Both. Core QSM has a categories column on wp_mlw_questions storing comma-separated category labels. The pro categories add-on uses a separate table for category metadata. SleekAI can read either, depending on which is installed.
 QSM's contact form sits between the quiz and the result. SleekAI exposes the visitor's email and contact field values from wp_mlw_results as variables (with privacy controls), so the bot can greet the user by name and reference the inputs they just provided.
 Yes, if certificates are enabled the threshold lives in quiz_settings. The bot can confirm whether the result row crossed the threshold, when the certificate was generated, and whether the email send succeeded based on the certificate_id stored against the result.
 Yes. In survey mode wp_mlw_questions has no answer_array marked correct. SleekAI detects this and the system instruction shifts to summarising and clarifying inputs rather than grading. The category and result type logic still applies for typed personality results.
 QSM logs the attempt to wp_mlw_results with a null user_id and a session identifier. SleekAI inherits that. The bot can still discuss the just-finished attempt referenced by result_id in the URL or local storage, but cannot pull older attempts across sessions.
 Pricing
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