Medallia
Medallia is enterprise experience management software that turns customer, employee, and contact center feedback into AI-driven action.
Medallia remains one of the deepest enterprise experience management platforms on the market, and its Q3 2026 Forrester Leader placement in Customer Feedback Management and Analytics backs that up. Enterprise depth is the point: with Conversational Intelligence, Agent Coaching, Quality Management, and Intelligent Callback alongside VoC and employee listening, it is a platform you staff and implement, not a tool you switch on. The June 2026 lender takeover makes contract diligence non-negotiable. If you need global CX, EX, and contact center data in one place, shortlist it — but run it against Qualtrics and model the XDR pricing before signing.
Verified 4d ago · liveness 79/100 · cite: rightaichoice.com/tools/medallia
- Large enterprises running global CX and EX programs across multiple countries and business units
- Contact-center-heavy operations in telco, financial services, and travel needing conversational intelligence, coaching,
- Companies processing high volumes of open-ended feedback that need GenAI Themes and Root Cause Assist instead of manual
- Regulated industries (financial services, healthcare, insurance, life sciences) requiring enterprise-grade security and
- Small businesses and startups with simple feedback needs and no dedicated CX staff
- Teams that want a self-serve survey tool they can configure and launch on their own
- Buyers who cannot absorb a multi-month implementation and change-management effort
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Skip Medallia if you need a survey program live this week without professional services, a dedicated CX owner, or appetite for an experience-data-record pricing model that scales with your data volume.
Pricing scales with experience data records (XDRs), so a program that grows its feedback volume pays more even if seat count stays flat — model your expected record volume before signing.
Medallia's XDR-based model lands in the enterprise budget band alongside Qualtrics rather than the mid-market band occupied by self-serve VoC tools with published tiers. It fits organizations with a multi-country program and a dedicated CX operations function. Smaller teams with a single-country survey program should look at survey-first platforms where costs are predictable from day one.
In short
Medallia — Medallia is enterprise experience management software that turns customer, employee, and contact center feedback into AI-driven action. Best for Large enterprises running global CX and EX programs across multiple countries and business units, Contact-center-heavy operations in telco, financial services, and travel needing conversational intelligence, coaching,, Companies processing high volumes of open-ended feedback that need GenAI Themes and Root Cause Assist instead of manual. Contact Sales pricing.
What people actually say about Medallia — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
21 mentions across 3 sources (Hacker News, Product Hunt, App Store), 8 more we could not attribute · researched Oct 10, 2026.
Weighted by the 29 posts each of 3 sources contributed.
- +Recognized by HN commenters for strong text classification on CX-specific use cases
- +Omnichannel capture spans surveys, contact center, web/mobile, and in-person interactions
- +GenAI Themes and Root Cause Assist reduce analyst workload for open-ended feedback
- +Deep contact center stack: conversational intelligence, agent coaching, quality management
- +Broad integrations with Salesforce, Genesys, Five9, Workday, Slack, and more
- −Push notifications intermittently fail or can't be configured on mobile
- −Users locked out or forced to re-set PIN on every app open
- −Saved scorecards and filters disappear, forcing repeated manual setup
- −Login errors like 403 Access Forbidden persist without resolution
- −Forced logouts every few days make notifications useless for frontline
- • XDR-based pricing scales with feedback volume, which can balloon for high-volume contact centers
- • Enterprise implementation and services typically billed separately
- • Integration and admin configuration may require paid professional services
Viability Score
How well maintained and how widely used is Medallia? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: October 2026
How we score →Key Features
- Comprehensive Feedback Capture across surveys, digital, contact center, and in-person touchpoints
- GenAI-powered Themes for automatic text analysis of open-ended feedback
- Root Cause Assist surfaces experience drivers without an analyst
- Smart Response drafts personalized customer replies
- Intelligent Summaries condense feedback and conversation detail
- Conversational Intelligence for automated insights from every contact center conversation
- Agent Coaching built for frontline-specific performance improvement
- Quality Management (QM) and assurance optimization
- Intelligent Callback with virtual hold and scheduling
- Experience Orchestration for individualized customer journeys at scale
- Personalized Messaging with AI-driven two-way messaging
- Digital Experience capture and scoring for web and mobile journeys
- Employee Listening from candidate through exit
- Employee Activation tying real-time feedback to stakeholder action
- Agile Research pre-built surveys, Video Research focus groups, and research strategy services
About Medallia
Medallia is an experience management platform built for large organizations that need customer, employee, and contact center feedback in one system. It captures signals across surveys, digital journeys, phone conversations, and in-person touchpoints, then routes them to the teams expected to act. Medallia targets enterprise CX, EX, and contact center programs, with named coverage for retail, financial services, healthcare, insurance, life sciences, manufacturing, public sector, restaurants, technology, telco and media, travel and hospitality, automotive, and utilities. Core modules include Comprehensive Feedback Capture, Customer Experience Management, Digital Experience, Experience Orchestration, Personalized Messaging, Employee Listening and Activation, and a contact center suite spanning Conversational Intelligence, Agent Coaching, Quality Management, and Intelligent Callback with virtual hold and scheduling. Market research spans Agile Research pre-built surveys, Video Research focus groups, and in-house Research Strategy and Services. On the AI side, Medallia pairs GenAI-powered Themes for automatic text analysis with Root Cause Assist, which surfaces experience drivers without an analyst, plus Smart Response drafting and Intelligent Summaries. Administration is built for complex global programs: self-service configuration, role-based reporting that closes the loop at the frontline, and enterprise-grade security. Pricing follows a differentiated model built around experience data records (XDRs), an expansion model rather than a flat per-seat license. Ownership changed hands in June 2026 when Thoma Bravo transferred Medallia to its lenders following financial restructuring — context buyers should weigh alongside the product. Alternatives include Qualtrics, often chosen by teams that prioritize survey customization.
Behind the Verdict
Medallia's strength is breadth in one system. Most VoC tools stop at surveys; Medallia also carries the contact center — Conversational Intelligence pulls insights from every conversation, Agent Coaching targets frontline performance, Quality Management handles assurance optimization, and Intelligent Callback adds virtual hold and scheduling. That means a telco or travel operation can put post-call survey data, agent coaching scores, and digital journey signals in the same reporting layer instead of stitching three vendors together. The AI layer is where Medallia has invested most visibly. GenAI-powered Themes does automatic text analysis on open-ended feedback, so you are not hand-coding thousands of comments. Root Cause Assist surfaces the drivers behind a score without an analyst in the loop, and Intelligent Summaries condenses conversation detail for managers who do not have time to read transcripts. Smart Response drafts personalized customer replies, which matters for loop closure at scale. Where Medallia gets harder is everything around the product. Implementation typically includes professional services, so time-to-value is measured in months. The interface rewards training — advanced configuration and reporting are not self-evident to a newcomer — and survey customization is less intuitive than dedicated survey platforms like Qualtrics. Cost runs on Experience Data Records and rises with data volume, which means heavy programs need to model usage before signing rather than assume a flat license. The June 2026 ownership transfer from Thoma Bravo to Medallia's lenders is the fact that should reshape your diligence. It does not change what the software does today, but it does change the questions worth asking: exit data rights, support SLAs, roadmap commitments, and what happens to your contract in a further restructuring. Buyers in regulated industries that already require enterprise-grade security and role-based reporting should treat those clauses as part of the evaluation, not an afterthought. Where it fits: large enterprises with a dedicated CX or EX operations function, multi-country programs, contact-center-heavy industries, and teams drowning in open-ended feedback. Where it doesn't: small teams wanting a survey live by Friday, buyers without staff to run change management, or anyone who needs a published self-serve price list to get budget approval.
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Real-world workflow fit
Concrete scenarios for the personas Medallia actually fits — and what changes day-one when you adopt it.
You connect Conversational Intelligence to call recordings so every conversation gets analyzed, then route weak interactions into Agent Coaching and Quality Management scoring.
Outcome: Coaching conversations start from evidence pulled from the actual calls rather than from a sample a supervisor listened to manually.
You consolidate survey responses, digital journey scoring, and post-call feedback, then use GenAI-powered Themes to code open-ended comments and Root Cause Assist to identify the drivers behind detractor scores.
Outcome: The team stops hand-coding verbatims and brings root-cause evidence to the monthly steering committee instead of a score trend line.
You run Employee Listening from candidate through exit, then tie real-time feedback to stakeholder action through Employee Activation and role-based reporting for frontline managers.
Outcome: Frontline managers see their own team's feedback and the action assigned to it, so loop closure happens locally instead of only in an annual engagement deck.
Use Cases
- Unify customer feedback from surveys, digital journeys, and support interactions to identify loyalty drivers.
- Analyze contact center calls and coach agents to improve service quality and reduce friction.
- Map and optimize digital customer journeys across web and mobile with captured experience signals.
- Run global employee engagement programs from candidate through exit with action planning.
- Detect emerging themes in customer comments to guide product and service changes.
- Trigger automated workflows such as CRM updates from negative feedback via experience orchestration.
- Run agile research or video focus groups and feed findings back into the CX program.
Models Under the Hood
as of 2026-10-16
Limitations
- Implementation is complex and typically includes professional services, so time-to-value is measured in months, not days.
- The interface can overwhelm newcomers, and advanced features require training; survey customization is less intuitive than dedicated survey platforms.
- Cost runs on an Experience Data Record model and rises with data volume, so heavy programs should model it before signing.
- The June 2026 shift of ownership from Thoma Bravo to lenders introduces uncertainty about long-term product direction and investment, so contract terms, exit data rights, and support SLAs deserve scrutiny in any new agreement.
as of 2026-10-18
Verification history
We have re-verified Medallia 21 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 21 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Medallia tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Enterprise
Contact sales
Ideal for
Large enterprises with a dedicated CX or EX operations function that can run implementation and change management across multiple countries and business units.
What this tier adds
Starting (and only published) tier: pricing is quoted by the vendor's sales team and structured around experience data records rather than per-seat licensing.
Where the pricing makes sense
The company stage and team size where Medallia's pricing actually pencils out — and where peers do it cheaper.
Medallia's XDR-based model lands in the enterprise budget band alongside Qualtrics rather than the mid-market band occupied by self-serve VoC tools with published tiers. It fits organizations with a multi-country program and a dedicated CX operations function. Smaller teams with a single-country survey program should look at survey-first platforms where costs are predictable from day one.
Setup time & first value
How long it actually takes to get something useful out of Medallia — broken out by persona, not the marketing-page minute.
Expect months, not days. A single-module pilot can reach first insight within a few weeks, but a multi-country CX or EX program with integrations into Salesforce, Genesys, or SAP typically includes a scoped professional services engagement before go-live. Budget for administrator training, since advanced configuration and reporting are not self-evident on first login.
Switching to or from Medallia
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From a spreadsheet-based VoC program: load historical survey and contact data, then configure role-based reporting so each business unit sees its own results.
- →From a standalone survey tool: rebuild questionnaires in Medallia's survey engine — expect the customization model to behave differently and plan for a rebuild rather than a lift-and-shift.
- →From a contact center QM point tool: consolidate call recordings into Conversational Intelligence and Quality Management so coaching, scoring, and VoC data share one reporting layer.
- ↗To Qualtrics: extract survey definitions and historical response data first, since survey customization is a common reason teams switch in that direction.
- ↗To a lightweight self-serve survey tool: export closed survey programs and keep reporting scope narrow, accepting you lose contact center coaching and QM in the same system.
Integrations
Resources & Guides
- Resourcemedallia.com
Experience Thought Leadership Resources – Medallia – Medallia
Check out the Medallia Resource Library
- Learnmedallia.com
Experience Management Software Platform – Medallia – Experience Management Software
Medallia
- Resourcemedallia.com
Help center or help desk – Medallia
A location where the customer gets help (e.g., website, phone number, video session, or physical location). Increasingly, this refers to a web-based customer...
- Quickstartmedallia.com
Medallia + Adobe Financial Services Guide: Getting started with personalization – Medallia
Adobe and Medallia team up to help financial services companies move to personalization at scale.
- Resourcemedallia.com
5 Ways to Actually Improve Your Customer Experience Strategy – Medallia
What does it take to improve your customer experience strategy? Going beyond surveys, leveraging omnichannel insights, using conversational intelligence, emp...
Tutorials & Learning
YouTube returned 6 videos for “Medallia”, and we withheld 6: 6 could not be judged, because “Medallia” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Medallia.
Official links
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