AI-assisted authoring

AI-assisted lab authoring, with you in control

Describe the lab you need and who it's for. Instruqt's AI Lab Builder researches your product, plans the lab, and builds the content and environment with you. You review, refine, and decide what publishes.

What you get

How AI lab authoring works

Describe the lab. The AI Lab Builder researches your product, plans and builds the lab, and helps you get unstuck. You review and refine before anything publishes.
01 · BUILD

Research, plan, and build from a brief

Give the AI Lab Builder the outcome you want and who it is for. It researches your company, products, and users first, then plans the lab, writes the pages, builds the tasks, and sets up the environment. It builds in front of you, step by step, so you can stop it, change direction, or take a section back at any point. Nothing reaches a learner until you say so.
Plans the lab from research on your company, products, and users
Content and environment built for you, not just an outline
Redirect it at any point, and nothing publishes without you
See Instruqt for AI
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02 · CONNECT

Get unstuck in minutes, not afternoons

Something fails and you cannot see why. Hand the problem over however you have it, and the AI Lab Builder rereads the lab, finds what is wrong, and either tells you what to change or changes it, while you are still sitting in front of it.
An error message, a failed run, a screenshot, or plain words
It rereads the whole lab, not just the line that failed
Take the suggestion, or let it apply the fix
See how labs are defined as code
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03 · VALIDATE

Anyone can build, not just engineers

Building a lab meant engineering work: writing the configuration, wiring up the environment, making the checks pass. That is why labs pile up behind the few people who can do it. Now you describe what you want, the AI Lab Builder does most of that work, and the person who knows the subject builds the lab about it.
The AI lab builder writes most of the configuration and wires up the environment
The subject expert builds, instead of briefing someone who can
Your engineers review instead of build
See how sales team build labs
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04 · REVIEW

You review, refine, and publish

The AI Lab Builder's work lands in the same tooling as everything else you build. Every lab is version controlled from creation, so it arrives with history attached. Open it in edit mode, adjust pages and tasks, and branch to compare an alternative. Most of the hours in a lab used to go on wiring, not teaching; now the person who knows the subject spends them on what a learner should walk away able to do. You stay in control of the final experience.
Every lab version controlled from creation, no GitHub setup
Edit mode separates reviewing from editing
Branches: complete, playable versions of the same lab
See how version control works
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Wherever you are

It helps at any point, not just at the start

Building a lab is not one task. The AI lab builder is there for all of it: the blank page, the middle, and the moment something breaks at five to live.
Nothing on the page
You have a rough idea and no structure. Describe it and get a lab to react to.
Deep in the work
Hand over a page, a task, or the tedious section. Keep the parts you want to write.
Something is wrong
Paste the error or say it is not working. It finds the cause and fixes it.
You decide how much it takes on, and you can change that in the middle of a session.
See embedded labs
THE DIFFERENCE

The Instruqt Difference Version control that teams can actually review.

Instruqt does not add another place to manage lab content. It brings your labs under the same control as your code.
Building a lab by hand
Every lab is authored by hand, starting from a blank document.
Learn the authoring model before you build anything worth shipping.
Something breaks and you lose an afternoon finding out why.
Hours of repetitive setup that teaches you nothing.
Building a lab with the AI Lab Builder
Describe the lab and audience; the AI Lab Builder researches, plans, and builds it with you.
Ask in plain words and keep building. The AI Lab Builder knows the product.
Paste the error. It finds the cause and fixes it.
Hand the repetitive work over and keep the judgment.
Ready to get started? Book a demo with our team
Get a Demo
USE CASES

See where AI-assisted authoring creates value

Teams use versioned labs to ship demos, training and developer content faster — without stepping on each other.

Say yes to the custom POC

A prospect asks for their scenario. Describe it to the AI Lab Builder and have a lab to tailor, instead of adding it to your SE's queue.
Prospect scenario to working lab, without the SE building it from nothing
SE time goes to the prospect, not the scaffolding
Every POC lab versioned and reusable for the next deal
Learn more

Ship a lab with every release

Tell the AI lab builder what the feature does and who it is for. The lab lands with the launch, and no one waits for engineering time.
A lab per release without an engineering queue
Draft, fix, and publish from the same place
Branch an existing lab to try it for another audience
Learn more

Build a first hour for every role

Admins, developers, and end users each need their own path. Describe each one, let the AI Lab Builder build it, then review each path yourself.
One description per role, one lab per role
Step in on any page without taking the whole lab
Save the finished lab as a template for the next cohort
Learn more

Have the lab ready before the event

Talk the session through with the AI Lab Builder the way you would with a colleague. The agenda becomes chapters and pages you can rehearse against.
Agenda to running lab, built with you
Fix what breaks in the dry run without a developer
Branch the lab to tailor it for another event
Learn more
TESTIMONIALS

What our clients say

Teams shipping hands-on content every week — and the impact it has on their product and their customers.
“On the AI front, Instruqt is fantastic because it allows us to spin up a dedicated Vertex environment per participant.”
Keith Manville, Pre-Sales Engineer, Google Cloud Security
Keith Manville
Customer Engineer, Google Cloud Security
InterSystems Logo
“The things that stood out about Instruqt that were very attractive to us was its fundamental flexibility.”
Jeff Price, Field CTO
Dean Andrews
Head of Developer Relations, InterSystems
“In less than a year on Instruqt we’ve gone from one workshop to over 25 labs, with the same small team of sales engineers. Instead of ten workshops at 25 attendees each, we run one and reach 400 customers at a time.”
Brandi Coleman, BMC
Brandi Coleman
Director, Americas Enterprise Sales Engineering, BMC
“Instruqt has become a go-to standard for us, and really for the industry, when it comes to delivering safe, scalable, hands-on environments.”
Nigel Douglas
Head of Developer Relations, Cloudsmith
Nigel Douglas
Head of DevRel, Cloudsmith
“Very, very pleased with the platform. We are happily generating pipeline, and I attribute the flexibility and our ability to execute to your platform.”
Nick Drost
GVP Solutions Architecture, Elastic
“About 40% of the people who go through our Instruqt labs go on to start a trial, up from 14%. It’s a big improvement in lead quality because people can actually kick the tires.”
Tim Koopmans
ScyllaDB
“We get too much value out of Instruqt for it to ever leave our stack. Everybody loves how usable it is for our customers. We never have to worry about ‘it doesn’t install on my machine."
Alex Rosenkranz
Engineering Manager, Datadog
Love the platform. It just works. I never needed to reach out."
Joe Titra
Global Head of Technical Enablement, Wiz
“On the AI front, Instruqt is fantastic because it allows us to spin up a dedicated Vertex environment per participant.”
Keith Manville, Pre-Sales Engineer, Google Cloud Security
Keith Manville
Customer Engineer, Google Cloud Security
InterSystems Logo
“The things that stood out about Instruqt that were very attractive to us was its fundamental flexibility.”
Jeff Price, Field CTO
Dean Andrews
Head of Developer Relations, InterSystems
“The quality of leads we’re capturing through Instruqt is significantly higher. Participants are more engaged, more informed, and more ready for meaningful follow-up conversations.”
Jeff Price, Field CTO
Jeff Price
Field CTO, SUSE North America
“In less than a year on Instruqt we’ve gone from one workshop to over 25 labs, with the same small team of sales engineers. Instead of ten workshops at 25 attendees each, we run one and reach 400 customers at a time.”
Brandi Coleman, BMC
Brandi Coleman
Director, Americas Enterprise Sales Engineering, BMC
“Instruqt has become a go-to standard for us, and really for the industry, when it comes to delivering safe, scalable, hands-on environments.”
Nigel Douglas
Head of Developer Relations, Cloudsmith
Nigel Douglas
Head of DevRel, Cloudsmith
“Very, very pleased with the platform. We are happily generating pipeline, and I attribute the flexibility and our ability to execute to your platform.”
Nick Drost
GVP Solutions Architecture, Elastic
“About 40% of the people who go through our Instruqt labs go on to start a trial, up from 14%. It’s a big improvement in lead quality because people can actually kick the tires.”
Tim Koopmans
ScyllaDB
“We get too much value out of Instruqt for it to ever leave our stack. Everybody loves how usable it is for our customers. We never have to worry about ‘it doesn’t install on my machine."
Alex Rosenkranz
Engineering Manager, Datadog
Love the platform. It just works. I never needed to reach out."
Joe Titra
Global Head of Technical Enablement, Wiz
“On the AI front, Instruqt is fantastic because it allows us to spin up a dedicated Vertex environment per participant.”
Keith Manville, Pre-Sales Engineer, Google Cloud Security
Keith Manville
Customer Engineer, Google Cloud Security
“The quality of leads we’re capturing through Instruqt is significantly higher. Participants are more engaged, more informed, and more ready for meaningful follow-up conversations.”
Jeff Price, Field CTO
Jeff Price
Field CTO, SUSE North America
“In less than a year on Instruqt we’ve gone from one workshop to over 25 labs, with the same small team of sales engineers. Instead of ten workshops at 25 attendees each, we run one and reach 400 customers at a time.”
Brandi Coleman, BMC
Brandi Coleman
Director, Americas Enterprise Sales Engineering, BMC
“Instruqt has become a go-to standard for us, and really for the industry, when it comes to delivering safe, scalable, hands-on environments.”
Nigel Douglas
Head of Developer Relations, Cloudsmith
Nigel Douglas
Head of DevRel, Cloudsmith
InterSystems Logo
“The things that stood out about Instruqt that were very attractive to us was its fundamental flexibility.”
Jeff Price, Field CTO
Dean Andrews
Head of Developer Relations, InterSystems
“Very, very pleased with the platform. We are happily generating pipeline, and I attribute the flexibility and our ability to execute to your platform.”
Nick Drost
GVP Solutions Architecture, Elastic
“About 40% of the people who go through our Instruqt labs go on to start a trial, up from 14%. It’s a big improvement in lead quality because people can actually kick the tires.”
Tim Koopmans
ScyllaDB
“We get too much value out of Instruqt for it to ever leave our stack. Everybody loves how usable it is for our customers. We never have to worry about ‘it doesn’t install on my machine."
Alex Rosenkranz
Engineering Manager, Datadog
Love the platform. It just works. I never needed to reach out."
Joe Titra
Global Head of Technical Enablement, Wiz
“On the AI front, Instruqt is fantastic because it allows us to spin up a dedicated Vertex environment per participant.”
Keith Manville, Pre-Sales Engineer, Google Cloud Security
Keith Manville
Customer Engineer, Google Cloud Security
“The quality of leads we’re capturing through Instruqt is significantly higher. Participants are more engaged, more informed, and more ready for meaningful follow-up conversations.”
Jeff Price, Field CTO
Jeff Price
Field CTO, SUSE North America
“In less than a year on Instruqt we’ve gone from one workshop to over 25 labs, with the same small team of sales engineers. Instead of ten workshops at 25 attendees each, we run one and reach 400 customers at a time.”
Brandi Coleman, BMC
Brandi Coleman
Director, Americas Enterprise Sales Engineering, BMC
“Instruqt has become a go-to standard for us, and really for the industry, when it comes to delivering safe, scalable, hands-on environments.”
Nigel Douglas
Head of Developer Relations, Cloudsmith
Nigel Douglas
Head of DevRel, Cloudsmith
“Very, very pleased with the platform. We are happily generating pipeline, and I attribute the flexibility and our ability to execute to your platform.”
Nick Drost
GVP Solutions Architecture, Elastic
InterSystems Logo
“The things that stood out about Instruqt that were very attractive to us was its fundamental flexibility.”
Jeff Price, Field CTO
Dean Andrews
Head of Developer Relations, InterSystems
“About 40% of the people who go through our Instruqt labs go on to start a trial, up from 14%. It’s a big improvement in lead quality because people can actually kick the tires.”
Tim Koopmans
ScyllaDB
“We get too much value out of Instruqt for it to ever leave our stack. Everybody loves how usable it is for our customers. We never have to worry about ‘it doesn’t install on my machine."
Alex Rosenkranz
Engineering Manager, Datadog
Love the platform. It just works. I never needed to reach out."
Joe Titra
Global Head of Technical Enablement, Wiz
FAQ

Frequently asked questions

What is AI-assisted lab authoring?

Building a hands-on lab with an AI assistant instead of from a blank document. On Instruqt, you describe what the lab should achieve and who it's for. The AI Lab Builder researches your company, products, and users, plans the lab, and builds the content and environment with you. You review and refine it, then publish.

Can I review and change what the AI builds?

Yes, and you should. Every lab is version controlled from creation, so the AI Lab Builder's work arrives with history attached. Edit mode separates reviewing from editing, and branches give you complete, playable versions to compare. Nothing publishes until you decide it does.

What can I build with it, and is Instruqt an AI course builder?

Hands-on labs for technical training and courses, onboarding, demos and POCs, workshops, and customer education, delivered on Instruqt, embedded in your own site or docs, or inside an LMS through the LTI integration. If you're looking for an AI course builder or AI course authoring tool, Instruqt is a different thing: an interactive learning platform that builds the hands-on labs that sit inside a course.

Does it cost extra, and does it work on my existing tracks?

Does it cost extra, and does it work on my existing V1 tracks?

Start your next lab with a brief.

Describe it, let the AI Lab Builder build it with you, and review before you publish. See it work on your own product.