Start with a defined trigger
A learner submits a question within a defined course or module.
Education & professional learning
Training Providers:
Training Providers:
the workflow in practice.
Learner question-to-instructor response
FROM INPUT TO HANDOFFA clear job
Explore the architecture behind the pattern ↗
A clear job
for every step.
This is a proposed workflow pattern. We confirm data access, permissions, integration options and review ownership with your team before implementation.
Respect learner privacy and content licensing. Do not invent course coverage or imply a learner has met an assessment requirement.
Assemble the right context
Collect permitted question context, the relevant approved lesson material and instructor guidance.
Perform the bounded task
Draft an explanation that points to the relevant concept and identifies any ambiguity or missing learner context.
Review before taking action
An instructor checks correctness and teaching value before responding. Assessment and certification decisions follow the provider's process.
Deliver and record the result
Publish the approved response in the appropriate learner channel and record reusable curriculum gaps separately.
Build an improvement loop
around real work.
Measure factual corrections, learner follow-up questions, instructor preparation time and identified curriculum improvements.
Keep the input, relevant context, review decision and final result connected. When a reviewer corrects something, use that evidence to improve the instructions or integration, then validate the change against representative cases.
CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
Build it. Build with us.
Or have us manage it.
The workflow stays centered on your business. The engagement determines who learns, implements and operates it.
Your team owns the build.
Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.
Explore the $2,500 package ↗Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗We manage the foundation.
Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.
Explore managed delivery ↗START WITH YOUR WORKWhere is your team
Where is your team
doing too much by hand?
Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.