A Marketing Qualified Account (MQA) is an account that has shown sufficient intent, engagement, and profile fit to be passed to the sales team for active pursuit. The MQA concept emerged from account-based marketing (ABM), which recognises a fundamental flaw in the traditional MQL approach: in B2B, no single individual buys your product. Buying committees of 6-10 stakeholders are involved in most enterprise and mid-market decisions. Qualifying one individual lead (the MQL) and handing it to sales misses this reality -- what matters is whether the account as a whole is showing buying signals, not whether one person downloaded an ebook.
MQL vs MQA: what changes
The traditional MQL model: a single contact crosses a score threshold (downloaded 2 whitepapers + attended a webinar = 50 points) and is passed to an SDR. The problem: the contact may be a junior analyst with no buying authority; the organisation may have no budget for your product; and the rest of the buying committee may never have heard of your company. The MQA model: instead of qualifying individual contacts, you score the account as a whole. An account becomes an MQA when it meets three criteria: (1) profile fit -- it matches your ICP (industry, size, geography, tech stack); (2) intent signals -- people at the account are consuming content relevant to your product category (your content, competitor content, or third-party intent data); (3) engagement breadth -- engagement is coming from multiple contacts within the account, not just one person.
How to score accounts for MQA status
Account scoring for MQA combines three dimensions: (1) Fit score: how closely does the account match your ICP? Firmographic variables (company size, industry, geography, revenue) and technographic variables (tech stack, tools they use) contribute to the fit score. (2) Intent score: is the account researching topics relevant to your product category? Intent data from third-party providers (Bombora, G2, TechTarget) shows accounts researching specific topics across the web. First-party intent signals (visits to your pricing page, product pages, or comparison pages) carry higher weight. (3) Engagement score: how much of the account has engaged with your brand? An account where five contacts from three different departments have engaged is a much stronger signal than an account where one contact has engaged heavily.
Setting MQA thresholds
MQA thresholds should be calibrated to produce a volume of accounts that your sales team can meaningfully work -- not so many that every account is an MQA (which defeats the purpose of prioritisation) and not so few that the pipeline starves. A practical starting point for B2B mid-market teams: ICP fit score above 70 (high confidence in profile fit) + at least two distinct contacts engaged (not just one) + at least one high-intent signal (pricing page visit, competitor comparison, or third-party intent topic hit). Review MQA conversion rates quarterly and adjust thresholds if MQA-to-SQL conversion is too low (threshold is too loose) or pipeline is too thin (threshold is too tight).
MQA in India B2B marketing
India B2B ABM teams adopting the MQA model should account for India-specific buying dynamics: buying committees in Indian enterprises are often larger and more hierarchical than Western counterparts (the decision-maker may not be digitally visible -- they may not download content or attend webinars, but their reports do); engagement breadth across the buying committee is harder to measure when senior Indian executives consume content through WhatsApp forwards, internal PDFs, and offline industry events (none of which generate trackable intent signals). India ABM practitioners often supplement digital intent with direct outreach signals: if an SDR gets a reply from three people in the same organisation, that account is an MQA regardless of digital engagement scores.
Frequently asked questions
- What is a Marketing Qualified Account (MQA)?
- A Marketing Qualified Account (MQA) is an account that has shown sufficient engagement, intent, and profile fit to be considered sales-ready in an account-based marketing (ABM) programme. Unlike an MQL (Marketing Qualified Lead), which qualifies individual contacts, an MQA qualifies the entire account. This reflects the B2B buying reality: decisions are made by committees of 6-10 stakeholders, not individuals. An account becomes an MQA when it matches your ICP (fit), shows research intent around your product category (intent signals), and has engagement from multiple contacts within the organisation (engagement breadth), not just one downloaded ebook.
- What is the difference between an MQL and an MQA?
- An MQL (Marketing Qualified Lead) is an individual contact who has crossed a score threshold based on their personal engagement with your marketing content. An MQA (Marketing Qualified Account) is an entire organisation that has shown buying signals across multiple contacts and dimensions. The key difference: MQL thinking assumes one person decides; MQA thinking recognises that B2B buying is a team sport. A strong MQL from a poorly fitting company is worth much less than a moderately engaged account that fits your ICP perfectly, has intent signals, and has multiple stakeholders engaging with your brand. Most mature B2B marketing organisations transition from MQL to MQA as they move toward ABM.
- How do you score accounts for MQA status?
- Account scoring for MQA typically combines three dimensions: (1) Fit score -- how well does the account match your ICP? Firmographic variables (company size, industry, geography) and technographic variables (tech stack, tools used) contribute to fit; (2) Intent score -- is the account researching topics relevant to your product? Intent data (third-party providers like Bombora or G2, plus first-party signals like your pricing page visits) shows accounts in active research mode; (3) Engagement score -- how many contacts from the account have engaged with your brand, and how deeply? Breadth of engagement (multiple contacts across departments) is a stronger signal than depth from one contact. An account crosses the MQA threshold when its combined score reaches a level calibrated to produce the right volume of sales-ready accounts for your team.
- How do you transition from MQL to MQA marketing?
- To transition from MQL to MQA: (1) define your ICP precisely -- MQA starts with knowing which accounts you want to target, not which individuals happen to find you; (2) set up account scoring in your marketing automation or ABM platform (Demandbase, 6sense, HubSpot ABM, or a manual scoring model in a CRM); (3) add intent data to your scoring -- first-party signals from your own site (pricing page, product pages) are the most accessible starting point, supplemented by third-party intent data when budget allows; (4) align with sales on the MQA definition -- what profile fit, intent level, and engagement breadth makes an account worth pursuing? This agreement is the most important step; (5) run a pilot with 50-100 target accounts before rolling out to the full programme.