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Engineers Never Have Time for Client Documentation. Introducing Auto Client Documentation from xop.ai

Introducing Auto Client Documentation — the industry's first AI that detects missing or outdated documentation in real time, creates the ticket, and drafts the documentation directly inside IT Glue.

Matt Ruck · April 5, 2026 · 10 min read

There's a problem as old as managed services itself: engineers never have time to document. And even when they do — where do they start? The client's IT Glue is a graveyard of stale articles, half-finished procedures, and entire environments with no documentation at all. Everyone knows it's a problem. Nobody has time to fix it.

Until now. We've shipped a feature that solves both sides of the documentation crisis — the time problem and the starting point problem — and it works automatically, inside the tools your engineers already use.

~70%
Of client documentation is missing or out of date at the average MSP
45+ min
Average time to write a quality documentation article from scratch
Never
How often most engineers go back to update documentation after resolving a ticket

The result? Engineers waste time re-solving problems that were already solved. New hires struggle with undocumented environments. Knowledge walks out the door when people leave.

How Auto Client Documentation Works

Auto Client Documentation is built into the Ask AI chatbot that engineers already use every day across our platform. Here's the flow — it's deceptively simple because the complexity lives in the AI:

  1. 01

    Engineer asks AI

    Engineer asks a question about a client environment via Ask AI.

  2. 02

    Gap detected

    AI finds the answer but detects the documentation is missing or outdated.

  3. 03

    One-click ticket

    Engineer clicks Create Documentation Ticket, and a PSA ticket is created in the client's name.

  4. 04

    AI drafts the doc

    AI starts writing the documentation directly in IT Glue, with a link to review.

The engineer doesn't have to stop what they're doing. They don't have to write anything. They don't even have to open IT Glue. They click a button, and the AI takes care of the rest — creating a PSA ticket for tracking, and drafting the documentation directly in IT Glue using everything it knows: historical tickets, existing documentation, vendor data, and the resolution context from the current interaction.

A link to the draft article is included in the ticket, so a future engineer (or the same one, when they have time) can review, refine, and publish it. But here's the thing — the AI typically completes 50–80% of the documentation on its own. In many cases, the draft is ready to publish with minimal edits.

What Does This Look Like in Practice?

Every time an engineer asks a question and the AI detects a documentation gap, it's an opportunity to improve your knowledge base. Here are real-world scenarios where Auto Client Documentation kicks in:

"How do I connect to the VPN for Acme Corp?"

Gap detected. No IT Glue article exists for Acme Corp VPN configuration. AI action. AI drafts a complete VPN setup guide using historical ticket resolutions and existing network documentation.

"What's the process for onboarding a new user at Contoso?"

Gap detected. Onboarding doc is 18 months out of date, missing new MFA requirements and Teams provisioning. AI action. AI creates an updated onboarding checklist pulling from recent tickets where engineers completed these steps.

"Their backup job is failing, what's the retention policy?"

Gap detected. No backup configuration document exists for this client. AI action. AI generates a backup configuration doc from ticket history, vendor portal data, and existing infrastructure notes.

"How do I reset the admin password on their firewall?"

Gap detected. Firewall credentials and access procedures not documented. AI action. AI drafts a network device access procedures document with steps extracted from past engineer interactions.

"What printers do they have and how are they configured?"

Gap detected. Printer fleet documentation missing entirely. AI action. AI compiles printer inventory and configuration details from historical tickets and device management data.

"Is their SQL Server still on that old version?"

Gap detected. Server documentation exists but hasn't been updated in 2 years. AI action. AI flags the stale doc and creates an updated version incorporating recent patching and upgrade tickets.

Notice the pattern: the engineer didn't set out to write documentation. They were trying to solve a problem. The AI found the answer and identified the documentation gap and fixed it — all in the same interaction. That's the breakthrough.

The Math: From 30% to 80%+ Documentation Coverage

Most MSPs we talk to estimate they're sitting at around 30% documentation coverage — meaning 70% of their client environments are either undocumented or working off stale, unreliable articles. That's not an estimate pulled from thin air. It's the reality of running a service desk where documentation always loses to the next ticket in the queue.

50–80%
Of each doc drafted automatically by AI
50%+ faster
Documentation development time against writing it by hand
Zero extra effort
Engineers click one button, AI does the rest

Here's what makes this different from a "documentation initiative" or a quarterly audit: it happens organically, every single day, as a natural byproduct of engineers doing their jobs. Every Ask AI interaction is an opportunity to improve the knowledge base. Over six months, the compounding effect is transformative — we expect MSPs using this feature to reach 80%+ documentation coverage and accuracy.

Why This Was Impossible Before

The reason documentation has always been broken in MSPs isn't laziness. It's a fundamental conflict between two realities:

It Works Everywhere Your Engineers Work

Auto Client Documentation isn't limited to a single PSA or deployment model. It works across all of our applications — embedded and standalone — for every major PSA platform:

ConnectWise Manage

Available now.

HaloPSA

Available now.

Autotask

Available now.

ServiceNow

Available now.

Historical tickets

Past resolutions.

Existing IT Glue docs

Related articles.

SharePoint and more

250+ integrations.

The current interaction

Resolution context.

The Compounding Effect: Documentation Gets Better Every Day

Here's what makes this truly powerful: it's a flywheel. Every documented gap makes the next documentation draft better. Every published article gives the AI more reference material to work with. Every engineer interaction teaches the system more about your client environments.

Month 3–6

  • Documentation coverage approaches 80%+
  • AI drafts improve to 70–80% complete with richer context
  • Engineers start trusting IT Glue again — it's actually useful

This isn't a documentation project with a start and end date. It's a permanent change to how your MSP builds and maintains knowledge. Documentation stops being a chore and becomes a natural byproduct of doing the job.

Who Benefits and How

Engineers

Stop dreading documentation. One click is all it takes. The AI handles the heavy lifting, and the doc that gets created helps the next engineer, or you, three months from now.

Service Managers

Watch documentation coverage grow without scheduling a single documentation sprint. Track gaps being filled in real time via PSA tickets. Onboard new hires faster.

MSP Owners

Reduce mean time to resolution. Lower escalations caused by missing documentation. Build a knowledge base that makes your business more valuable and less dependent on any single engineer.

No One Else Is Doing This

We've looked. No other MSP AI platform detects documentation gaps in real time, creates tickets for tracking, and drafts the documentation directly inside your documentation platform. Other solutions might help you search existing docs faster — but none of them create the docs that don't exist yet.

That's the difference between AI that reads your documentation and AI that writes your documentation. Auto Client Documentation doesn't just make your existing knowledge base more accessible — it makes it more complete, every single day.

Written by someone who ran a service desk for twenty-eight years.

If any of this is the problem you are actually trying to solve, the fastest way to judge it is on your own tickets.