Dashboard
Meridian Field Services — AI transformation engagement
Engagement
Meridian Field Services
412-person facilities services company
Identified opportunity
$134,450
steady-state net, per year, across 7 scored opportunities
Knowledge base
26 chunks
from 7 documents · 1 requested, not received
Highest-scoring opportunity
7.6AI intake agent: turn service@ email into ready-to-approve ServiceTitan work orders
$45,543 steady-state net per year · payback in 26 months. Every score traces to source text; every figure is computed from editable inputs.
Open the backlogOpen questions
13
gaps the analysis could not close from current evidence — the next round of discovery.
Objectives leadership stated
- Improve gross margin by 300bp over eight quarters without reducing field headcount
- Cut the time between a client request arriving and a technician being scheduled
- Reduce revenue leakage from work performed but never invoiced
- Make the two 2024-acquired regions operate on the same process as the core business
- Reduce first-year technician attrition, currently 38%
Strategic-alignment scores are graded against these, not against a generic notion of business value.
Next
Phase 2 — Knowledge Engine
Document upload, parsing, and pgvector retrieval replace the seeded chunks that currently feed the scoring agent. The evidence contract does not change — only where the chunks come from.