HARFTAI

IT Services

Scenario: MSP L1 ticket deflection

Illustrative deployment scenario — not a verified client case study. Metrics show representative targets for this industry, not published customer results.

How an MSP could deflect tier-1 tickets and protect senior engineer billable time

Challenge

MSPs often have senior engineers handling password resets and status checks. Client SLAs slip during onboarding spikes.

Solution

AI service desk with PSA integration, runbook automation, human escalation, and knowledge-base RAG for client-specific SOPs.

40–60%

Target deflection

Per-seat improvement

Margin impact

Faster handoff

Onboarding cycle

95%+

First-response SLA

Automations deployed

  • L1 triage + auto-resolution
  • PSA ticket creation
  • Client onboarding checklists
  • Executive QBR narrative generation

Implementation timeline

  1. Week 1–2: PSA/RMM integration
  2. Week 3: Pilot with select clients
  3. Week 5: Portfolio-wide deployment
Get your ROI assessment

Ready to stop losing calls, leads, and hours?

Request a free assessment or book a strategy call. We'll identify your highest-ROI workflow and outline a pilot you can approve before any build begins.

See Platform

Or email hello@harft.ai

Request Assessment