A marketing qualified account (MQA) is an organization that meets agreed fit criteria and shows enough relevant buying activity to merit focused follow-up. The term is most useful in account-based or multi-contact B2B programs, where one person’s activity cannot represent the whole buying group.
MQA vs. MQL: what changes?
An MQL is usually a person who meets lead-level criteria. An MQA is an account-level decision: the company fits the target profile, and one or more people show credible signals tied to a problem the organization can solve. The two labels are not interchangeable, and organizations define them differently.
- Fit describes whether the account belongs in the market you can serve: industry, size, region, use case, or other stable criteria.
- Engagement describes observed activity, such as repeat visits to relevant resources, event participation, or a direct request for information.
- Buying-group evidence shows whether activity comes from one contact or several relevant roles.
Set criteria before scoring
Start with a written rule that combines fit and activity. For example, an account might qualify only when it passes a minimum fit threshold and has either a high-intent action or sustained engagement from multiple relevant contacts. Treat this as a routing rule to test, not a universal benchmark.
Keep the signals explainable. A score that rises because many anonymous visits came from one network can create false confidence. Separate known behavior from inferred intent, apply consent and privacy rules, and record the time window used for each signal.
Make the handoff measurable
When an account becomes an MQA, record the qualification reason, the contacts and evidence involved, the owner, and the date. Sales should be able to accept, reject, or return the account with a reason such as poor fit, duplicate, active opportunity, or insufficient evidence. Those outcomes reveal whether the criteria are useful.
A practical MQA example
Imagine a target account where one person downloads a general guide and another requests a technical discussion. The first signal alone may be too weak to trigger an account handoff. The combination can matter if the organization fits the target profile, the second request is genuine, and the relevant contacts represent a plausible evaluation. Document which signal crossed the threshold so the decision can be reviewed later.
Review MQA-to-opportunity progression by segment and source, alongside rejection reasons and time to first review. If a segment produces many MQAs but little sales acceptance, revise the fit or activity rule instead of simply raising the score threshold. An MQA is a shared operating definition, not a performance result by itself.
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