Serve Customers 24/7 with AI That Understands Context
Modern AI chatbots go far beyond scripted menu trees — they understand natural language, maintain conversation context, integrate with backend systems to resolve issues, and escalate to live agents with full conversation history when human judgment is needed.
What RLM Delivers on Conversational Chatbots
Customer expectations for immediate, accurate service have outpaced what human-staffed operations can deliver at scale. AI chatbots handle the high-volume, predictable interactions that consume agent capacity — freeing human agents to focus on complex, high-value conversations.
How We Approach Conversational Chatbots
Every Conversational Chatbots engagement starts with what you have today and ends with something running in production — with independent evaluation in between.
Interaction Automation Opportunity Analysis
We analyze your contact volume by category, identify the highest-volume, highest-automation-potential interaction types, and build the business case for chatbot investment tied to your specific interaction composition.
Platform Evaluation
We evaluate conversational AI platforms — Google CCAI, Amazon Lex, Salesforce Einstein, Nuance, and specialized vendors — against your CRM integration requirements, supported languages, and backend system connectivity.
Conversation Design & Intent Architecture
We design the conversation flows, intent architecture, entity extraction model, and context management that enable the chatbot to handle your specific interaction types with high resolution accuracy.
Backend Integration & Fulfillment
Chatbots that can look up account information, process transactions, schedule callbacks, and initiate fulfillment actions require deep backend integration. We design the integration architecture that enables true self-service.
Conversational Chatbots Selection Criteria
What follows is the Conversational Chatbots evaluation checklist we actually use — the criteria that predict outcomes rather than demo well.
Natural Language Understanding Accuracy
Test NLU accuracy on your actual customer utterances — including out-of-scope requests, ambiguous phrasing, and multilingual inputs if relevant. Vendor benchmark scores on generic datasets are not predictive.
Containment Rate
The percentage of interactions fully resolved by the chatbot without escalation to a live agent. Validate against your specific interaction types — not category-average industry benchmarks.
Escalation Quality
When the chatbot can't resolve an issue, the handoff to a live agent must include full conversation context, intent classification, and customer authentication status. Poor escalation erases automation savings.
Backend Integration Depth
Self-service resolution requires the ability to look up customer data, process transactions, and trigger fulfillment. Evaluate the breadth and reliability of available backend integrations.
Multi-Channel Consistency
Customers expect consistent experiences across web chat, mobile app, SMS, and messaging platforms. Evaluate cross-channel capability and the consistency of the experience across channels.
Analytics & Continuous Improvement
Chatbot value grows as the intent model is continuously refined based on real interaction data. Evaluate the analytics capabilities that identify mishandled intents and support continuous improvement.
"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."
No upfront fees, no retainer, and no obligation to act on what we find.
Where This Matters Most
Sector-specific considerations we see repeatedly in ai and automation engagements.
A Sample of the AI & Automation Providers We Evaluate
RLM is vendor neutral. These are among 600+ providers in our evaluation set — inclusion here is not an endorsement, and we are paid by the provider you choose, not by any provider in particular. How that works →
Ready to Get Conversational Chatbots Right?
Start with a no-cost conversation with an RLM AI advisor — vendor neutral, no agenda, just clarity.
Speak to an Advisor