Medallia alternatives for CX and support analytics
Evaluating alternatives to Medallia? Compare Qualtrics, Enterpret, unitQ, and Siftree Support by what each is best at, what to verify, and how to test before switching.
What are the best alternatives to Medallia for customer experience analysis?
The right alternative depends on why you are looking. Qualtrics is the closest program-level alternative, with feedback classification and alerts inside a broader experience platform. Enterpret suits a shared feedback taxonomy connected to customer and account context. unitQ suits quality standards across human and AI support conversations. Siftree Support suits a defined support workflow that reports contact drivers, alerts on spikes and files the follow-up in your help desk and issue tracker. Medallia remains strong when frontline managers act on experience metrics in role-based views, so confirm what is missing first.
How Siftree Support fits: Siftree builds custom AI apps. Support is a ready-made starting point for CX teams. We can adapt the sources, rules, screens, and actions to your team. The comparison below describes this starting workflow; additional capabilities are scoped with you using the data and access available through our integrations.
Start with the person who acts
Medallia serves a frontline experience program. Its Root Cause Assist demonstration shows managers investigating score changes from mobile scorecards, and its AI tools include Smart Topic Builder suggestions that people approve. When teams look elsewhere, it's usually because the person who needs to act on a finding is not a frontline manager working from a score. Pick the person first, and the tool usually follows.
Who needs to act on what you find?
Siftree Support
Support reports contact drivers across tickets, chats, calls and reviews, alerts the team when one spikes, traces it to the release and customers behind it, and writes tags to the help desk and bugs to Linear for review.
Read the comparisonQualtrics
Qualtrics is the closest program-level alternative. XM Discover builds category models from scratch, templates or theme detection, and its alerts cover topics and metric thresholds. Check how reclassification affects historical reports.
Read the comparisonEnterpret
Enterpret connects classified feedback to users, accounts, opportunities and custom entities, with an adaptive taxonomy you can edit. Check how edits change past reports.
Read the comparisonunitQ
unitQ applies quality standards across human and AI conversations, including handoff outcomes, and documents recurring-issue analysis. Keep issue type and handling quality as separate measures.
Read the comparisonStay with Medallia
If managers investigate score changes from scorecards every day, that loop is what Medallia is built for. Replacing it means rebuilding role-based views across the organization.
Read the comparisonWhat each one is organized around
| Compare | Best fit | Ask before choosing |
|---|---|---|
| Medallia | Frontline managers investigating changes in experience scores with topics and feedback. | Can managers see the right feedback by role, and how are interactions counted in the quote? |
| Qualtrics | An experience program using feedback category models and topic or metric alerts. | Which XM products and implementation work are required for this reporting process? |
| Enterpret | A shared feedback model that connects customer themes to users, accounts, and opportunities. | How will our categories, historical reports, and account relationships behave after an edit? |
| unitQ | Monitoring recurring product issues and the quality of human and AI support conversations. | Can we inspect contact reasons separately from agent quality and bot handoff results? |
| Siftree Support | Start with contact-driver reports, spike investigation, and proposed help-desk tags or bug reports. | Which customer fields, contact reasons, reports, and destinations should we adapt for our CX team? |
Siftree entries describe the starting app. Additional sources, screens, and actions are scoped around your workflow and available data access.Summarized from vendor documentation, not hands-on benchmarks. Features overlap; none is exclusive to one product.
Count the unit you'll be billed on
Medallia's pricing page defines an Experience Data Record around a discrete interaction, with annual tiers and unlimited users. Qualtrics describes interaction-based packaging for its CX suite. Before comparing totals, compare how each counts a call, a ticket, a review and a repeat contact.
- MedalliaPricing
Annual tiers with unlimited users
Billed on Experience Data Records, one per interaction
- QualtricsPricing
Interaction-based packaging for the CX suite
Billed on interactions, by capability
- Siftree SupportPricing
Private beta, scoped per workflow
Billed on agreed against conversation volume, sources and actions
Billing units, not price comparisons. Confirm current terms with each vendor.
None of these sources publish a comparable quote, so this page makes no price claim. Enterpret and unitQ did not publish comparable units in the sources we checked; ask them for the same breakdown.
Bring the relevant customer feedback together
Support connected to a help desk, a call recorder and app stores, with each source's record count reconciled.
Connections · Lumera
| Source | Volume | Status |
|---|---|---|
| ZendeskHelp desk | 12,904 tickets | Connected |
| IntercomLive chat | 3,118 chats | Connected |
| Call recordingsCall recorder | 1,406 calls · transcribed | Syncing |
| App StoreReviews | 512 reviews | Collected daily |
| Google PlayReviews | 388 reviews | Collected daily |
| TrustpilotReviews | 204 reviews | Collected daily |
| LinearIssue tracking | Bugs filed by agents | Connected |
| SlackAlerts | #cx-leads | Connected |
If the person who acts is your support lead, request beta access and bring your contact drivers. For a closer look at the score-versus-driver difference, see the Siftree vs Medallia comparison.
Frequently asked questions
What is the closest alternative to Medallia?
Qualtrics is the closest program-level alternative, combining feedback classification and alerts inside a broader experience platform. Compare how each counts interactions and handles reclassification.
How does Medallia price?
Medallia's pricing page defines an Experience Data Record around a discrete customer or employee interaction and describes annual tiers with unlimited users. Ask how calls, tickets, reviews and repeat contacts are counted.
Which Medallia alternative is built for support teams?
Siftree Support is built around the support team's weekly job, reporting contact drivers, alerting on spikes, and writing tags and bug reports back for review. unitQ suits support teams whose priority is conversation QA.
Sources & methodology
Written by Kyle DeSana from the product documentation linked below. Recommendations describe workflow fit; this is not a hands-on performance benchmark.
- 1.Medallia AI tools and Smart Topic Builder
- 2.Medallia Root Cause Assist mobile demonstration transcript
- 3.Medallia Experience Data Record pricing
- 4.Qualtrics creating category models
- 5.Enterpret Adaptive Taxonomy structure and customization
- 6.Enterpret Customer Context Graph
- 7.unitQ quality standards and conversation QA
- 8.Qualtrics Discover alerts
- 9.unitQ source and action integrations
- 10.Siftree product workflow

Co-founder, Siftree
Kyle co-founded Siftree after working in data across telecom, media, insurance, automotive, and entertainment and tourism. He writes Siftree's software comparisons and buying guides from the vendor documentation linked in each article.
Siftree Support
See it with your own workflow.
Start with Siftree Support, or have us build around your team's workflow. Bring the data you use, the work you want done, and where the result should go. We'll scope the app and required access with you. Siftree is in private beta.



