Medallia Quality Management
LeaderStill running CX on surveys alone? That’s not listening
Est 2001|Valuation $5.5B|Raised $737.6M
Still running CX on surveys alone? That’s not listening
Published May 16, 2026
From vendor positioning and typical enterprise needs, commonly cited reasons include:
A vendor-published case study references speech analytics and analysis of a large portion of calls. Critical evaluation: vendor-published case studies are useful for directional insight but typically lack independently validated counterfactuals; statements such as complete call coverage depend on telephony integration, recording availability, and compliance constraints.
Typical fit:
Common adoption verticals include retail, hospitality, financial services, technology, and B2B services.
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Download full report →Organizations seeking low-cost, out-of-the-box AI evaluation of all interactions at small business price points — some AI-QA vendors emphasize simplified packaging and broader coverage at lower price tiers, while Medallia is typically sold via enterprise quotes.
Organizations unable to invest in change management and calibration governance — product value depends on consistent scorecards, calibration, and coaching workflows.
Organizations where internal trust and punitive use of scoring are primary risks — public discussion threads show how VoC scoring can be perceived as unfair if misused, regardless of tooling.
Organizations requiring transparent public pricing and a very rapid rollout with minimal procurement engagement.
Public pricing is not clearly documented: expect custom quotes and module bundling, which complicates quick comparisons and may lengthen procurement.
Many public complaints relate to program design rather than product defects: punitive use of scoring and operational misattribution are governance and integration issues that can impair adoption.
Methodology gaps in ROI claims: commissioned reports and vendor case studies are directional and require independent validation for specific deployments.
Product scope ambiguity: QM is presented as a capability within Agent Connect; buyers should confirm which features are included (QA forms, calibration, coaching, reporting) and which require additional modules (speech/text analytics, integrations).
Vendor-commissioned materials cite customer statements that highlight improved coaching and QA workflows; these should be treated as vendor-supplied testimonials and validated independently.
Community-derived feedback includes the following themes:
A Forrester TEI commissioned by the vendor reports:
Critical evaluation: this is a commissioned study and may include selection bias and composite modeling. Buyers should request the TEI assumptions model and validate the sensitivity of results against their own operational baselines.
Medallia Quality Management (QM) is a contact-center quality assurance and coaching capability within Medallia Agent Connect (formerly Stella Connect). The product focuses on:
Medallia’s product materials describe a shift in QA programs from purely scoring toward coaching and enablement, and emphasize faster review sharing and consolidated performance reporting.