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IT Operations AI

Develop Better Agents Faster with Real-Time AI Coaching

AI-driven agent coaching uses real-time analysis of support interactions to surface coaching moments, suggest next best actions, and provide managers with systematic insight into agent performance — accelerating the development of new agents and improving the consistency of experienced ones.

Overview

What RLM Delivers

Traditional agent coaching relies on random call sampling that captures a tiny fraction of interactions. AI-driven coaching analyzes every interaction, identifies coaching opportunities, and surfaces them in the workflow — making coaching systematic rather than sporadic.

How We Work

Our Advisory Approach

Every engagement follows a structured process — from discovery and vendor evaluation to pilot design and scale — adapted to the specific constraints and maturity of your organization.

1

Coaching Gap Assessment

We assess your current agent quality program — call monitoring rates, coaching frequency, QA methodology, performance metrics — and identify the specific gaps that AI-driven coaching would address.

QA Program AssessmentCoaching Frequency AnalysisGap Identification
2

Real-Time Coaching Platform Evaluation

We evaluate real-time agent guidance platforms — Cresta, Level AI, Cogito, NICE CXone AI — against your contact center platform, agent desktop, and coaching program objectives.

Platform EvaluationIntegration AssessmentCoaching Capability Review
3

Coaching Content & Playbook Design

AI coaching is only as good as the guidance it delivers. We help you develop the call handling playbooks, objection responses, compliance triggers, and escalation criteria that drive the coaching content.

Playbook DevelopmentCompliance Trigger DesignEscalation Criteria
4

Manager Analytics & Coaching Workflow

AI coaching delivers insights to managers at scale. We design the manager-facing analytics, coaching workflow, and performance reporting that translates AI analysis into actionable development conversations.

Manager Dashboard DesignCoaching WorkflowPerformance Reporting
What to Evaluate

Critical Selection Criteria

These are the evaluation dimensions that consistently separate successful deployments from expensive pilots that never reach production scale.

01

Real-Time vs. Post-Call Guidance

Real-time guidance during the interaction has different requirements than post-call coaching. Evaluate which use case is your priority and the platform's capability in each mode.

02

Latency of Real-Time Suggestions

For real-time coaching, suggestion latency is critical — guidance that arrives 30 seconds after the moment has passed has no value. Evaluate processing latency on your call recording infrastructure.

03

Integration with Agent Desktop

Real-time coaching must surface in the agent's workflow without requiring them to switch contexts. Evaluate integration with your current agent desktop (Salesforce, Zendesk, ServiceNow, custom).

04

Language & Accent Support

If your agent population includes non-native English speakers or serves multilingual customers, evaluate speech recognition accuracy and coaching content support for your specific language requirements.

05

QA & Compliance Coverage

AI analysis of 100% of interactions enables systematic compliance monitoring. Evaluate the platform's compliance scoring capability and how violations are flagged, escalated, and documented.

06

Manager Adoption & Workflow Integration

AI coaching delivers value when managers act on the insights. Evaluate the manager experience — how coaching moments are surfaced, prioritized, and integrated into the existing coaching cadence.

"RLM brought structure to a process we didn't know how to start. They asked the right questions, surfaced the right vendors, and kept us from making decisions we would have regretted."

CTO — Mid-Market Financial Services Firm

"What set RLM apart was that they didn't have a preferred answer. They evaluated our options honestly and told us what they actually thought."

VP of IT — Regional Healthcare System

Ready to Explore Your AI Options?

Start with a no-cost conversation with an RLM AI advisor — vendor neutral, no agenda, just clarity.

Speak to an Advisor

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