An Important Decision
Utilities and cooperatives across the country are generating more meter data than ever before. According to the U.S. Energy Information Administration (EIA), electric utilities operated more than 140 million advanced metering infrastructure (AMI) installations in 2024, up from about 119 million just two years earlier, accounting for roughly 84 percent of all electric meters nationwide. According to the National Rural Electric Cooperative Association (NRECA), electric cooperatives serve more than 42 million people across 48 states, with roughly 830 distribution cooperatives, and AMI deployment has continued to expand steadily for more than a decade
All that interval data is valuable utilities, but requires the right system be in place to validate, store, and route it accurately. That system is called meter data management (MDM).
For most utility and cooperative IT directors, choosing an MDM platform is not a routine software purchase. It is a decision that affects billing accuracy, outage response, rate design, and how confidently your organization can report usage data to a city council, a public utility board, or a cooperative board. Once an MDM system is selected and implemented, it typically stays in place for many years. Data migration and staff retraining are disruptive enough that most utilities do not want to revisit the decision every other budget cycle, which is exactly why getting it right the first-time matters.
This article is written for the utility or cooperative decision-maker who has moved past the basic “what is MDM” question and is now actively comparing platforms, building an internal business case, or preparing to reach out to vendors formally, whether through an RFP or a simpler vendor evaluation process. The goal is not to hand you a list of feature checkboxes. It is to give your team a consistent way to score vendors against the criteria that will matter once the system is live and your staff depends on it every day.
MDM Is Not Inherently Part of an ERP Platform
Before evaluating vendors, it helps to be clear about what MDM software is, and what it is not. Meter data management is a standalone system, not a module bolted onto an enterprise resource planning (ERP) platform. MDM sits between your AMI system and your downstream systems, collecting interval data, running it through a process called validation, estimation, and editing (VEE), and delivering clean, audit ready data to your billing and outage management systems. Do not assume MDM functionality is simply a feature in an ERP platform, billing system or an AMI headend. In practice, meter data at scale requires a purpose-built system.
Evaluating MDM software on its own merits, separate from any ERP or billing conversation, gives your team a clearer picture of what each vendor offers and where the real gaps may be. CentralView MDM¹, for example, is designed to support electric, water, and gas metering for single service, or multi-service utilities.
The Decision-Maker’s Framework: Seven Evaluation Criteria
Once you understand what MDM software is meant to do, the next step is comparing platforms against a consistent set of criteria. The following seven areas give utility and cooperative decision-makers a structured way to score vendors, rather than relying only on a feature list or product demo.
1. Data Validation, Estimation, and Editing (VEE) Capabilities
The core job of MDM software is VEE, the process of catching bad or missing meter reads, filling gaps with reasonable estimates, and flagging exceptions for staff review before they reach a customer’s bill. Ask each vendor how VEE rules are configured, and how exceptions are surfaced to billing and operations staff.
2. Multi-Service Support: Electric, Water, and Gas
Many utilities, particularly municipals, provide more than one type of service. If your utility bills for electric, water, and/or gas, or expects to in the future, confirm the MDM system you are evaluating genuinely supports multiple services. CentralView MDM supports electric, water, and gas from a single platform, which matters for municipal utilities that do not want multiple systems, and separate staff workflows, for each service they provide.
3. Integration With Billing, Outage, and Mapping Systems
MDM software does not operate in isolation. It hands off clean, validated data to your customer information system (CIS) for billing, your outage management system for restoration response, and your geographic information system for asset mapping. Ask vendors for specifics on how these integrations work. The answer affects both your implementation timeline and your long-term maintenance burden, so push past a general “yes, we integrate” answer during the evaluation. For a municipal utility juggling electric, water, and gas billing cycles, integration depth is important because a poor connection to your CIS can undermine the accuracy gains MDM is supposed to deliver.
4. Scalability and AMI Compatibility
Your MDM platform should work with the AMI you have deployed today and be flexible enough to handle AMI interfaces with more than one AMI vendor. AMI agnostic MDM platforms, meaning those not tied to a single meter manufacturer, give utilities and cooperatives more flexibility if their metering technology changes over time, which is a real possibility given how quickly AMI is evolving.
5. Implementation Timeline and Support Model
Ask every vendor for a realistic implementation timeline, not a best-case scenario built to win the sale. Find out who performs the work: the vendor’s own implementation team, a third-party integrator, or your internal IT staff. Also ask what ongoing support looks like after go-live and what response time to expect.
6. Total Cost of Ownership
Sticker price rarely tells the full story. Ask about implementation costs per endpoint, data storage fees, and integration costs with your existing billing, outage, and mapping systems. Also ask how pricing changes as your meter count grows through AMI expansion. Utilities and cooperatives planning multiyear AMI rollouts should model total cost of ownership over at least a five-year horizon. Frontend cost can look very different from long term cost. This is particularly relevant for utilities and cooperatives phasing in AMI meters over several budget cycles with the meter count increasing accordingly.
7. Security, Compliance, and Data Governance
Ask how each vendor secures data, how access controls work for your internal staff across departments, and how the platform supports your utility’s audit trail and regulatory reporting needs. For municipal utilities in particular, these considerations relate to public records and transparency requirements.
Common Evaluation Mistakes to Avoid
First, avoid letting a sales demo set the criteria. A polished demo naturally highlights a vendor’s strengths and steers around its weaknesses. Decide your evaluation criteria first and require every vendor to address each one directly rather than letting the conversation drift toward whatever they want to show you.
The second is underestimating the internal work required for a successful implementation. Even the strongest MDM platform needs accurate meter inventory data, clear VEE rule decisions, and staff time for training. Ask vendors what they expect from your team during implementation, not just what they will deliver, so your project timeline reflects reality on both sides.
The third is treating cost as a single number instead of a multi-year commitment. A lower first year price can mask higher long-term costs once storage fees, per endpoint pricing, and integration work are factored in. Build your total cost of ownership model before you compare final pricing, not after.
Finally, some evaluation teams wait until late in the process to involve billing, operations, or customer service staff, then discover workflow concerns after a vendor has been selected. Involving frontline staff earlier will surface issues while there is time to address them.
Weighing Municipal Utility and Cooperative Priorities
While the seven criteria above apply broadly, municipal utilities and electric cooperatives might weigh them differently based on how their organizations are structured and governed.
Municipal utilities frequently manage electric, water, and gas and answer to a city council or public utility board, which puts a premium on multi service support and clear reporting that can withstand public scrutiny.
Cooperatives, meanwhile, answer to a member-elected board of directors and often serve large, lower density territories where the logistics of an AMI deployment differ.
However, whether your organization is a municipal utility or a cooperative, the fundamentals of evaluating an MDM system are the same. Decide which criteria deserve the most weight for your operation and base your evaluation on that.
The Evaluation Process
Once you have defined your criteria, the next step is a formal evaluation process your organization will have confidence in.
Put Your Priorities in Writing Before You Contact Vendors
A request for proposal (RFP) process is common, particularly where public procurement rules require one. Some utilities work through a shorter vendor questionnaire, or simply a structured list of questions used consistently across every vendor conversation. Whichever format fits your organization, put your priorities in writing first, reflecting your utility’s or cooperative’s real needs rather than a generic template. Include specific questions tied to each of the seven criteria above and ask vendors to respond with concrete detail rather than general marketing language. Vague answers early on tend to remain vague after implementation.
Build a Scoring Matrix Before Responses Arrive
Create your scoring matrix before you send out questions to vendors, not after responses come in. Weigh each criterion based on your organization’s specific priorities, whether that is multi-service support, implementation speed, or total cost of ownership, and score every vendor against the same matrix so comparisons are consistent.
Talk to Current Customers
Speak directly with a vendor’s current customers, ideally utilities or cooperatives similar in size and service mix to your own. A municipal utility managing electric, water, and gas will get more useful insight from another multi service municipal utility than from a single-service investor-owned utility The same holds true for cooperatives. Ask about their experience with implementation, timeframes, support responsiveness after go-live, and whether the system performed as promised. These conversations may bring out details that would otherwise go unnoticed, such as how a vendor handles support requests during storm season.
Conclusion
Choosing MDM software is a decision your utility or cooperative will likely live with for years. Evaluate data validation capabilities, multi service support, integration depth, scalability, installation and support, total cost of ownership, security and governance together, weighted to reflect your priorities, and your team will be in a strong position to choose the right system.
A good evaluation process takes real time, often several months from first outreach to final selection. Give your team the room to work through all considerations, score vendors consistently, and choose the platform that fits your organization’s priorities, not the one with the most polished pitch.
Related reading: What Is Meter Data Management? A Complete Guide for Electric Cooperatives
The information presented in this article is intended for general educational purposes. Utility software environments vary significantly. We recommend consulting with a qualified technology advisor to evaluate solutions appropriate to your organization’s specific operational requirements.
¹ CentralView is Central Service Association (CSA) Trademark.