LUMBINI IQENGINE
Real-Time Decision Intelligence for Utility Customer Operations
Lumbini IQEngine turns every customer interaction into a governed decision. It brings account, billing, outage, appointment, service, safety and knowledge signals together in parallel, then gives the agent one ranked next best action with the reasoning already assembled.
OPERATING-SPEED INTELLIGENCE
Built to Decide Before the Conversation Slows Down
A single customer intent can trigger hundreds of checks, parallel decision processing and reusable ranked output across every service channel.
400+
Data points available to the decision process
25+
Parallel processing sessions
< 5 sec
Target response time for ranked output
Omni-channel
Reusable governed decision output
1. Understand the Intent
Voice, chat, email, digital, mobile and agent-assist requests enter through one controlled intake layer.
2. Check the Enterprise in Parallel
Relevant operational, customer, service, safety and knowledge checks run concurrently instead of screen by screen.
3. Return the Ranked Action
The agent receives a ready-to-use recommendation, supporting evidence and the next compliant step.
THE EMPOWERED AGENT
One Decision Surface Instead of a Hunt Across Systems
Utility service agents often have to reconstruct the customer story across disconnected screens. Lumbini IQEngine assembles that context before the agent commits to an answer, so the conversation starts with control instead of search.
- Calmer openings and shorter paths to resolution
- Ranked next best actions with a visible “What We Checked” evidence trail
- Safety, eligibility and compliance conditions surfaced before a commitment is made
- Guided explanations that help newer agents handle complex journeys with confidence
Customer Context Assembled
Account, premise, billing, service and interaction history are brought together for the current intent.
Evidence Attached
The agent can see the checks behind the recommendation instead of trusting a black-box answer.
Compliant Next Step
Blocking conditions, acknowledgement requirements and safe paths forward are identified before execution.
UTILITY CUSTOMER JOURNEYS
Understand Why the Customer Is Calling — Then Run the Right Checks
Lumbini IQEngine starts with intent, selects the relevant enterprise checks and returns the information the agent needs for that exact journey.
High Bill Dispute
Detect bill spikes, consumption changes, weather impact, rate changes and added fees before the explanation begins.
Bill Explanation
Break down usage periods, rate tiers, taxes, fees and prorated charges in clear agent-ready language.
Outage & Emergency
Surface active service interruptions and guide the agent through priority and safety intake.
Move-In / Move-Out / Transfer
Check eligibility, premise conditions, meter details, service orders and appointment status together.
Disconnect / Reconnect
Validate holds, arrears, restrictions and service conditions before scheduling a change.
Missed / Rescheduled Appointments
Identify missed visits and bring the rescheduling action directly into the customer journey.
Payment Plans & Programs
Identify relevant payment arrangements, assistance paths and enrollment options.
Agent Assist
Support the agent with ranked actions, contextual guidance and knowledge while the interaction is live.
Digital & Mobile Self-Service
Reuse the same governed intelligence across web, chat, email, mobile and self-service experiences.
CHANNEL-AGNOSTIC INTELLIGENCE
One Governed Decision Contract Across Every Channel
Intent is normalized once. Roles and channel entitlements are validated before decisioning, so every channel can receive the same controlled intelligence.
Call
Voice and contact-center interactions
Chat
Live web and mobile conversations
Asynchronous service requests
Digital
Portal and self-service journeys
Mobile Apps
Native mobile service experiences
Agent Assist
Human-agent desktop assistance
GOVERNED DECISION ARCHITECTURE
One Event Loop Across the Utility Enterprise
A customer intent enters once, fans out across the required enterprise systems, is analyzed and scored, and returns as a ready-to-use ranked action. A shared real-time event backbone keeps the middle and intelligence layers synchronized.
Channels
Customer and agent interactions enter through voice, chat, email, digital, mobile or assisted service.
Lumbini Frontend
A unified service intake accepts the request and renders ranked actions back to the user workspace.
Lumbini Decision Layer
Authorization, response composition, scoring, ranking and language handling govern the decision.
Lumbini Intelligence Backend
Data analysis, intelligent tools and next best action / offer generation process enterprise signals.
Enterprise Systems
Core utility records, customer service, outages, scheduling, knowledge and contextual data connect through a hub model.
THE DECISION LOOP
From Customer Intent to Ranked Action in Eight Controlled Stages
The operating loop is designed to keep enterprise checks parallel, governance explicit and the final response immediately usable.
01 Intent Enters
A customer or agent starts a session from any supported channel.
02 Request Normalized
The intake layer creates one consistent request contract.
03 Access Validated
Role and channel permissions are checked before decisioning.
04 Intelligence Activated
Relevant decision tools are called for the current intent.
05 Checks Run in Parallel
Enterprise systems return account, premise, outage, service and knowledge signals concurrently.
06 Signals Analyzed
The data layer aggregates findings and generates candidate actions and offers.
07 Actions Ranked
Candidate responses are scored, ordered and converted into agent-ready language.
08 Answer Streamed
The final ranked action, evidence and follow-up guidance return to the agent workspace.
PARALLEL ENTERPRISE CHECKS
The Customer Story Is Built From Many Signals at Once
Instead of forcing an agent to search system by system, Lumbini IQEngine evaluates the relevant operational and customer signals concurrently.
Account & Premise
- Account alerts and premise alerts
- High-bill analysis
- Move-in, move-out and transfer conditions
- Disconnect and reconnect conditions
- Program enrollment and payment-plan eligibility
Service & Outage
- Gas, electric and street-light outage signals
- Appointment scheduling status
- Missed-visit and reschedule conditions
- Open service orders
- Field service ticket analysis
Customer & Case History
- Sales and service order context
- Case analysis
- Interaction history
- Customer-service restrictions
- Relevant follow-up obligations
Knowledge & External Context
- Knowledge articles and operational news
- Weather impact for high-bill analysis
- Safety and life-support conditions
- Payment and returned-check context
- Premise risk and field-safety context
WHY LUMBINI IQENGINE
Built for the Reality of Utility Customer Operations
The architecture is designed around governed decisions, reusable integrations, parallel analysis and consistent outcomes across channels.
Decisions, Not Dashboards
Rank candidate actions so the agent sees a recommended path rather than another screen full of data.
One Integration Hub
Connect enterprise systems to a governed decision layer instead of creating fragile point-to-point logic.
Parallel Analysis
Evaluate billing, moves, service orders, programs, payments, outages and context concurrently.
Governed by Design
Apply role and channel authorization before generating and presenting an action.
Channel Agnostic
Reuse the same decision intelligence across assisted and self-service channels.
Model Flexible
Keep the enterprise decision flow independent of any single underlying AI model or provider.
INSIDE THE AGENT WORKSPACE
What the Agent Actually Needs to See
The decision surface brings the explanation, the evidence, the blockers and the next action into the same working context.
01 HIGH BILL ANALYSIS
Explain the Spike With Evidence Already Assembled
Current and prior bills, consumption change, rate-category changes, fee differences and weather impact can be assembled into one explanation before the agent starts searching.
- Current-versus-prior bill comparison with consumption delta
- Rate category and fee-by-fee change visibility
- Weather correlation for unusual consumption periods
- Plain-language summary plus a visible “What We Checked” trail
Outcome
Shorter explanations, fewer repeat searches and stronger first-contact resolution on high-bill disputes.
Evidence Surface
The recommendation stays connected to the underlying bill, usage, fee and context checks.
Ranked Action
If a missed appointment is detected, rescheduling can be presented immediately as the next action.
Field Context
Call-ahead contact, meter location and open service orders remain visible for coordination.
02 MOVE-IN AT A GLANCE
Bring Scheduling, Premise and Service Context Into One View
The agent can see appointment status, missed-visit signals, contact details, meter location and service-order context without moving across multiple systems.
- Appointment status and missed-visit flag
- Call-ahead contact and meter location
- Open service orders against the premise
- Reschedule action ranked directly in the journey
03 STOP-THE-MOVE GUARDRAILS
Catch Blocking Conditions Before a Non-Compliant Order Is Created
Eligibility checks can surface high balances, unauthorized usage, insolvency conditions, credit delays, deceased-customer status, dormant premises and other restrictions together with the next compliant action.
- Multiple eligibility blockers evaluated in parallel
- Credit, collections and balance restrictions shown with context
- Unauthorized-usage and dormant-premise conditions raised upfront
- Each blocker paired with a compliant resolution path
Protect Revenue
Stop invalid or non-compliant move orders before they create downstream reversals and rework.
Make the Next Step Clear
The agent sees not only the blocker, but what must happen before the transaction can proceed.
Acknowledge Before Proceeding
Important conditions remain explicit and auditable instead of disappearing into notes.
Operational Follow-Up
The required verification or collection step is attached to each insight.
04 ACKNOWLEDGE-AND-PROCEED INSIGHTS
Surface Safety and Special Handling Before the Commitment
Safety alerts, life-support conditions, deployment-related handling, priority premises and appliance or equipment gaps can be itemized with the required follow-up before the agent proceeds.
- Life-support and safety conditions raised early
- Special-handling rules applied automatically
- Appliance and equipment gaps visible for field coordination
- Explicit acknowledgement retained for auditability
05 GREEN-LIGHT CONTEXT
Show the Edge Cases That Keep an Order Clean the First Time
Premise equipment, continuous-service agreements, recent usage, payment history, returned checks and high-consequence location context can be surfaced even when they do not block the transaction.
- Distributed-generation and special metering context
- Landlord or continuous-service agreements
- Payment history and returned-check indicators
- Premise context relevant to field and service execution
Prevent Rework
Non-blocking details stay visible so service orders do not fail later because important context was missed.
Keep the Transaction Clean
The agent can proceed with the nuance needed for downstream field and billing teams.
Incident History
Prior emergency and priority events remain visible with status, disposition and notes.
Faster Situational Awareness
Repeat patterns can be recognized immediately instead of treating each call as a blank-slate event.
06 PRIORITY ORDER HISTORY
Give Emergency Intake the History It Needs From the First Second
Previous carbon-monoxide, fire, pressure and other priority events can be retained in the same workspace so the agent sees repeat hazards, previous outcomes and technician context before opening a new order.
- History of prior priority and emergency events
- Order status, disposition and technician notes
- Repeat-incident patterns visible at a glance
- Direct path from history into the next priority action
READY TO SEE LUMBINI IQENGINE IN YOUR UTILITY OPERATIONS?
Bring customer intent, enterprise context, governance and next best action into one decision experience for agents, supervisors and digital channels.
Decision Intelligence for Utility Service
One intent. Parallel enterprise checks. One governed ranked action.
