Contextual diagnostic intake
Learners select a path and provide role, experience and practical context before completing every required assessment question.
Case study
Dexstormdexstorm.com ↗
From assessment answers to a structured learning and follow-up system.
Learner context, diagnostic scoring, skill-gap interpretation, course recommendations, CRM segmentation and engagement signals move through one assessment-led journey.
3live assessment paths
36HR Excel segments
6engagement event types
3recommendations per result
The operating problem
A useful assessment should not end when the result appears on screen.
The challenge
The platform needed to produce a repeatable diagnostic result for the learner while carrying the same evidence into CRM so follow-up teams did not receive a context-free lead.
The design question
How do you turn answers into an explainable recommendation, preserve the evidence behind it, and make the next action useful for both the learner and the team?
The connected operating journey
One record moving through the business.
01ContextRole, experience and need
→02AssessRequired skills questions
→03InterpretLevel, urgency and gaps
→04RecommendFocused next learning move
→05CRMSegment and lead ownership
→06Follow upEngagement-informed context
What the system connects
Automation around the rules. Human control around the decisions.
Rule-based interpretation
The engine derives technical and urgency scores, skill level, gap codes and recommendation text using the selected assessment definition.
CRM segmentation and routing
Every submission creates an Odoo CRM lead with the diagnostic context. HR Excel results can match configured segments and route to a segment owner.
Assessment-led recommendations
The result uses diagnosed gaps to surface relevant learning destinations and practical next steps rather than ending with a score.
Engagement joined to the lead
Permitted site and email engagement signals can enrich the CRM record with evidence of what the person actually explored.
Management context
Assessment source, path, urgency, skill level, gaps, segment and engagement measures are visible on the lead for structured follow-up.
What changed
The process became a connected operating flow, not a collection of screens.
The platform needed to produce a repeatable diagnostic result for the learner while carrying the same evidence into CRM so follow-up teams did not receive a context-free lead.
The assessment result and the commercial or learner-support handoff now share the same diagnostic record instead of becoming two disconnected experiences.
The assessment is valuable because the interpretation survives the handoff into the business.
The Nadmaa approach
Business analysis first. Technology second.
This was a diagnostic-to-operating-model problem: define the evidence, interpret it consistently, preserve it in CRM and make the next action useful without replacing human advice or commercial judgement.
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