Item analytics
Answer distributions and the wrong answers people actually choose.
Roadmap
RoadmapProve · Learning Observability
See where learners get stuck, and trace it to the content that caused it
Wrong answers, tutor questions and scenario paths are signals about your content, not just your learners. Learning Observability clusters them, finds the lesson or job aid behind the confusion and opens a Training PR to fix it.
Illustrative preview of the roadmap workbench · fictional sample data
RoadmapA product direction we are designing toward. Not available today. The workbench shows an interactive preview with illustrative data.
Capabilities
What Learning Observability does
Confusion clusters
Patterns across items, tutor questions and scenarios.
Roadmap
Root-cause hints
Old job aids, conflicting sources or unclear lessons.
Roadmap
Fix in a PR
Turn a finding into a reviewed content change.
Roadmap
Struggle index
Which lessons cost learners the most effort.
Roadmap
Privacy by design
Aggregate views by default.
Roadmap
How it works
From source to release
STEP 01
Collect signals
Assessments, tutor and scenarios.
STEP 02
Cluster
Group related confusion.
STEP 03
Diagnose
Find the content behind it.
STEP 04
Fix
Open a Training PR.
Depth
Designed for the hard cases
The details that separate a governed system from a generator. All of these are roadmap design, shown so you can judge the direction.
Under the hoodRoadmap
Training freshness
How old each course is relative to its sources.
Under the hoodRoadmap
Knowledge drift debt
Out-of-date claims still live in production, weighted by reach.
Under the hoodRoadmap
Current-version exposure
Which learners last saw which version.
Under the hoodRoadmap
Misconception graph
Wrong answers clustered into the misunderstandings behind them.
Under the hoodRoadmap
Learning SLOs
Targets for freshness and understanding, tracked like uptime.
Under the hoodRoadmap
Improvement recommendations
Suggested Training PRs ranked by impact.
Honest status
What works today, and what is coming
On the roadmap
Roadmap- Item and lesson analytics
- Confusion clustering
- Root-cause hints
- One-click Training PRs from findings
FAQ
Questions
Will you track individual learners?
The design defaults to aggregate views. Any individual-level data would follow your organization's policies and our published privacy terms.
Keep exploring
Related
Readiness
Completion tells you someone finished a course once. Readiness tells you whether they're current on the version that…
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Governed Tutor
Learners ask questions long after the course ends. The governed tutor answers only from released, approved content,…
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Assessments
Every lesson ships with multiple-choice questions and explanations drawn from your material. Edit any option, mark the…
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Start with the part that works today
Draft a course from your own document in minutes. The rest of the platform is being built in the open.
Free during early access · No account needed · We don't keep your files