USE CASE
AI-Powered Revenue Assurance
Detect, prevent, and recover revenue leakage by combining AMI data, billing, collections, and network context into a closed-loop revenue protection program.
What Does Grid’s AI-Powered Revenue Assurance Do?
Grid’s Revenue Assurance capability continuously ingests AMI, billing, collection, and network data to:
Find Leaks
Detect and prevent revenue leaks at consumer, transformer, and feeder levels.
Prevent Anomalies
Identify theft, tampering, under-billing, and abnormal consumption patterns early.
Improve Billing
Eliminate zero/estimated billing and improve billing accuracy.
Optimize Collections
Improve collection efficiency and reduce outstanding dues.
Intelligent Prioritization
Split technical vs commercial losses to focus field effort where it matters most.
Download The Datasheet
What Does Grid's AI-Powered
Revenue Assurance Track?
Grid Revenue Assurance uses existing AMI and enterprise systems. No new field hardware is required. It pulls together:
Meter Measurements
Interval energy (kWh), demand, power factor, load curves.
Meter Events
Tamper flags (terminal open, neutral disturbance, reverse flow, magnetic interference, etc.)
Billing & Collections Data
Bill generation, billed units, tariffs, payment status, ageing, disconnection/reconnection logs.
Network Context
Consumer category, sanctioned load, DT–consumer mapping, prepaid/postpaid flag, feeder and DT meters.
Energy Accounting Inputs
Feeder input energy, DT meters, aggregated consumption at different network levels.
Download The Datasheet
What Is The Revenue Assurance Measurement Index (RAMI)?
RAMI is a composite score per consumer, DT, and feeder. RAMI provides a single, comparable signal for ranking risk, focusing field teams, and tracking improvement after interventions, that combines:
Measurement Accuracy
Zero/low bills, skipped reads, abnormal patterns.
Tamper & Theft Signals
Events, suspicious drops, usage anomalies.
Billing & Collection Integrity
Accuracy and timeliness of billing and payments.
Technical vs Commercial Loss Context
Local loss patterns from energy balancing.
Download The Datasheet
Why Does Revenue Assurance Matter?
Using Grid's AI-Powered Revenue Assurance can move the needle on important business metrics to unlock hidden value and surface inefficiencies. Find insights in a variety of business areas:
AT&C loss reduction
Systematically plug commercial leaks where energy is delivered but not billed or collected.
Theft & tamper detection
Surface high-risk consumers, DTs, and feeders using objective, data-driven risk scores.
Billing integrity & fairness
Reduce zero/estimated bills, incorrect tariffs, and missed readings; show fairness to regulators and consumers.
Collection efficiency
Prioritize collection and disconnection/reconnection actions where the impact is highest.
Better cashflow
Improve billed-to-collected ratio and reduce outstanding dues and write-offs.
Download The Datasheet
The Future Of Revenue Assurance: Agentic AI
Grid’s next phase is Agentic AI: policy-guided agents that monitor, decide, and act with human-in-the-loop control.
Daily autonomous checks (RAMI-first)
Scheduled reviews (e.g., daily at 06:00) on RAMI scores, tamper density, zero-billing anomalies, collection ageing, and high-loss feeders/DTs.
Built Secure For Utilities
AI-generated queues help different teams focus on what matters: suspected fraud cases for revenue protection, repeat errors for billing, and incorrect routes for operations.
Action automation & closed loop
Auto-create inspection and recovery work orders with recommended actions (site visit, meter test, tariff correction, disconnection/reconnection, etc).
Self-tuning policies
Continuous learning from outcomes to recalibrate risk weights and SLAs without code changes, with full audit trails.
Multi-agent workflows
Individual Agents monitor emerging trends and suspicious behaviour, answer questions, auto-build dashboards, and manages BPMN-style orchestration.
Grid AI brings speed, accuracy, and autonomy to every team involved in meter reading and billing.
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Why Do Utilities Choose Grid for
Revenue Assurance?
Built on data you already have
Grid connects to AMI/MDM, billing, collections, and network topology systems via standard APIs, files, or DB connectors, so you can start identifying leakage using existing data flows instead of new infrastructure projects.
RAMI: one score to focus effort
The Revenue Assurance Measurement Index (RAMI) condenses multiple signals and patterns into a single score per consumer, making it easy to rank risk and direct field teams where impact is highest.
Higher hit-rate inspections, not random patrols
Unsupervised and semi-supervised clustering highlights suspicious behaviour and high-risk pockets, so inspections, theft drives, and audits are guided by data, not gut feel.
Fast, low-friction pilots
With just 2–3 months of AMI, billing, and collections data, Grid can run a data-only assessment to find addressable leakage and outline expected improvement, letting utilities validate impact before scaling.
Ready to see how AI-Powered Revenue Assurance would work on your network?
We hold ourselves to the highest privacy and security standards, and that’s why Utilities trust us
Robust Security and Compliance
Grid ensures your data is fully encrypted during storage and transmission. We are SOC 2 Type 2, ISO, and GDPR certified, adhering to the highest privacy and security standards.
