For MSPs
AI for MSPs: Resolutions From Your
IT Glue, Hudu, and ConnectWise Docs
Your senior tech's playbook, inside every ticket. From your own documentation, inside the PSA your team already uses.
ConnectWise · HaloPSA · Autotask · built for multi-tenant MSPs
ticket #ABC-1842: Helios Systems user can't connect to VPN after MFA enrollment
RESOLUTION · HIGH CONFIDENCE
- Verify MFA token registration in Azure AD [IT Glue: Helios VPN Setup]
- Re-issue VPN credentials matched to MFA-enrolled identity [Hudu: VPN Troubleshooting Procedures]
- Clear cached VPN profile on user's workstation [Hudu: VPN Troubleshooting Procedures]
- Confirm split-tunneling rules per Helios Systems config [IT Glue Config: HELIOS-FW-01]
Sources: IT Glue, Hudu · Helios Systems scope
The MSP problem isn't documentation. It's delivery.
You spend on IT Glue or Hudu. The articles are written. The asset data is current. But when a ticket arrives, your L1 doesn't search the docs. They Slack a senior tech. Tribal knowledge stays in heads. Junior tech ramp-up takes 90 days. Senior engineer interruption rate stays high. Cost per ticket creeps up.
$6 → $35+
is the ticket-cost jump every time an L1 escalates to L3. Multiply per ticket, per shift, per client. The MSP P&L hides this in headcount creep, but the cost shows up in margin compression.
Junior techs ramp in 90 days because tribal knowledge sits in senior heads. ResolvCmd surfaces it inside the PSA pod, source-cited.
Source: UnthreadThe bigger picture on why broken knowledge delivery costs MSPs hours per tech, per day: why ResolvCmd exists →
the MSP stack
Resolve
AI Agent for Every MSP Technician
Source-cited resolutions inside the PSA your team already uses. Multi-tenant aware. Senior-tech knowledge accessible to your L1 without the shoulder tap. Junior techs perform from week one because the institutional knowledge is in their workflow.
Three scenarios that change
Junior tech onboarding
Day-one resolutions sourced from your senior techs' SOPs in IT Glue and Hudu. New hires bill out faster, without paging your L3.
Senior engineer bottleneck
L1/L2 stop interrupting L3 for procedural questions. Your senior tech retention improves. CFO-visible.
Cross-tenant resolution consistency
Same procedure, every client, every shift. SLA metrics get cleaner. Audit-friendly.
Sources for MSP resolutions
The MSP doc systems ResolvCmd reads
Your existing IT Glue, Hudu, Confluence, and Drive docs all feed the same resolution engine. Multi-source matching. Multi-tenant scoping. No re-platforming.
Studio
Your IT Glue and Hudu, Getting Better Every Week
Every resolution your MSP team runs emits signal: which articles got cited, which queries returned LOW confidence, which topics had no doc. Knowledge Studio surfaces these gaps in your IT Glue or Hudu corpus and proposes specific improvements. The MSP documentation flywheel.
MSP documentation gap analysis
Topics your team asks about that no IT Glue article or Hudu procedure can answer. Studio shows you the gaps to close first, ranked by client impact.
Tribal knowledge capture
When LOW-confidence tickets repeat, Studio drafts a candidate article from the resolution data your senior tech already produced. Tribal knowledge becomes documented knowledge.
Per-client coverage scoring
Coverage scored per ConnectWise Company / HaloPSA Customer / Autotask Account. See which clients are well-documented and which are dragging your SLA metrics.
Stale article detection
IT Glue Configurations changed, but the related Flexible Article hasn't been touched. Studio flags drift before it costs you a ticket.
Knowledge Health: MSP corpus
42
Strong
11
Watch
3
Weak
14 missing topics
Asked across multiple clients, no answer in IT Glue or Hudu
11 stale articles cited often
Heavy use, no update in 12+ months
22 paragraph-shaped articles
Should be step-shaped for AI accuracy
Weakest clients
Helios Systems
8 gaps
Arcturus Holdings
5 gaps
Kepler Dynamics
4 gaps
MSP scenarios
Built for the MSP shape of work
- AI L1 technician for MSPs
- Source-cited steps from your senior techs' SOPs delivered into junior techs' tickets. Confidence levels exposed. Technician applies.
- Tier 1 ticket automation
- Repetitive ticket types resolved fast across clients. Same procedure, every Account, every shift.
- MSP technician ramp-up time
- From 90 days to under 30. New hires bill out faster because tribal knowledge is in their workflow.
- Senior engineer bottleneck
- L1 and L2 shoulder taps drop. Senior tech retention improves. Replacement cost dodged.
- Remote and offshore L1
- Distributed MSP teams can't physically tap a senior. Source-cited resolutions in the ticket make tribal knowledge accessible regardless of location.
- PE-rollup multi-stack MSPs
- Acquired clients on different doc systems? ResolvCmd reads IT Glue, Hudu, and Confluence simultaneously. Consolidated resolution layer.
Built for MSP trust
How ResolvCmd handles MSP data
- Per-tenant isolation
- Your MSP's tenant data is never mixed with another ResolvCmd customer's. Tenant-level isolation between customers, with audit logging on every resolution.
- No cross-customer training
- Your client documentation is not used to train models that other MSPs benefit from. Embeddings stored in your tenant's index only.
- Read-only by default
- ResolvCmd reads from IT Glue, Hudu, and your PSA. It does not write back without explicit team approval through Studio.
- Unlimited technicians
- Not per-seat. Pay per resolution and per improvement. Your bill scales with knowledge, not headcount.
Frequently asked questions
What is AI for MSPs with ResolvCmd?
Structured, source-cited ticket resolutions delivered inside ConnectWise, HaloPSA, Autotask, or Zendesk pulled from your IT Glue, Hudu, Confluence, and Drive docs. Stack-portable. Multi-tenant. Built for service delivery teams.
How is ResolvCmd different from Mizo or other MSP AI agents?
Mizo and similar agents focus on autonomous resolution. ResolvCmd uses a suggest-then-confirm pattern: numbered steps with confidence levels, applied by a technician. Different philosophy. Better for MSPs that want technician oversight.
How does ResolvCmd handle multi-tenant MSP environments?
ConnectWise Companies, HaloPSA Customers, Autotask Accounts all map to your IT Glue Organizations, Hudu Companies, or Drive folders. Resolutions auto-scope to the relevant client.
Does ResolvCmd help with junior technician onboarding?
Yes. Junior techs get the same source-cited steps your seniors would write, without interrupting them. New hires perform from week one.
How does ResolvCmd reduce senior engineer interruptions?
Most shoulder-taps happen because L1/L2 can't find docs fast enough. ResolvCmd matches ticket context to your IT Glue + Hudu corpus and delivers resolutions in seconds.
What's the typical MSP technician ramp-up time with ResolvCmd?
MSPs report ramp-up dropping from 60-90 days to under 30. Documentation that previously lived in tribal knowledge gets surfaced at the moment of need.
Does ResolvCmd work with my PSA?
ResolvCmd works with ConnectWise, HaloPSA, and Autotask out of the box. The same engine also works in Zendesk and the web app.
Is ResolvCmd appropriate for offshore or remote MSP technicians?
Yes. Remote and offshore L1 can't physically tap a senior. ResolvCmd is structurally suited to distributed MSP teams.
Your senior tech's playbook, inside every ticket
Connect your PSA. Connect your docs. First resolution in under 10 minutes. Unlimited technicians on every plan.
Related reading
Best AI Tools for MSPs in 2026
A roundup of MSP AI vendors and where each fits.
MSP Ticket Resolution: Manual vs AI-Assisted
Real numbers on how AI-assisted resolution changes MSP economics.
Your IT Glue ROI Problem: Docs Nobody Reads
Why thorough IT Glue documentation goes unused, and what to do.
Why ChatGPT Doesn't Know Your SOPs
Generic AI vs internal-AI for MSPs.