AlternativesSiftree Support

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.

By Kyle DeSanaPublished Updated 5 min read

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 comparison

What each one is organized around

CompareBest fitAsk before choosing
MedalliaFrontline 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?
QualtricsAn experience program using feedback category models and topic or metric alerts.Which XM products and implementation work are required for this reporting process?
EnterpretA 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?
unitQMonitoring 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 SupportStart 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.

How each option charges
  • Medallia

    Annual tiers with unlimited users

    Billed on Experience Data Records, one per interaction

    Pricing
  • Qualtrics

    Interaction-based packaging for the CX suite

    Billed on interactions, by capability

    Pricing
  • Siftree Support

    Private beta, scoped per workflow

    Billed on agreed against conversation volume, sources and actions

    Pricing

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

8 connected
SourceVolume
ZendeskHelp desk12,904 tickets
IntercomLive chat3,118 chats
Call recordingsCall recorder1,406 calls · transcribed
App StoreReviews512 reviews
Google PlayReviews388 reviews
TrustpilotReviews204 reviews
LinearIssue trackingBugs filed by agents
SlackAlerts#cx-leads
Choose the sources for the report and check what each contributes before interpreting the totals. Illustrative workspace with sample data.

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.

Siftree Support vs Medallia: root-cause reports and frontline action

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. 1.Medallia AI tools and Smart Topic Builder
  2. 2.Medallia Root Cause Assist mobile demonstration transcript
  3. 3.Medallia Experience Data Record pricing
  4. 4.Qualtrics creating category models
  5. 5.Enterpret Adaptive Taxonomy structure and customization
  6. 6.Enterpret Customer Context Graph
  7. 7.unitQ quality standards and conversation QA
  8. 8.Qualtrics Discover alerts
  9. 9.unitQ source and action integrations
  10. 10.Siftree product workflow
Portrait of Kyle DeSana

Kyle DeSana

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.

Siftree

Siftree is an AI platform that sales, CX, marketing, product, and strategy teams use to find, win, and keep customers.

Siftree connects calls, tickets, reviews, social, documents, video, and the systems you already use — then builds pipelines, datasets, tools, and cited insights your team and agents can operate on. Long-horizon agents keep building after you walk away.

[Machine-readable summary](https://www.siftree.com/llms.txt) — full machine-readable index.

Capabilities (summary):

  • - Connect anything: calls, tickets, reviews, social, documents, video, and existing systems.
  • - Describe what you need in plain language; Siftree builds pipelines, structures the data, and routes models for language, vision, audio, transcription, classification, and enrichment.
  • - Operate on datasets, tools, reports, and cited insights. You define the rules — what counts, how it's scored, what gets labeled.
  • - Marketplace: 14,824 sources across 4,169 apps and websites as of October 2026, plus any public website. Search, choose a source, and create an analysis-ready dataset without scraper maintenance.
  • - Native connectors for help desks, CRMs, and call recorders, plus upload and API. Audio and video are transcribed and labeled with everything else.
  • - Runs on a schedule or a trigger, and alerts your team in Slack when a threshold is crossed.
  • - Acts in your systems: writes labels and fields back to the help desk or CRM, opens issues in Linear or Jira, and drafts replies and emails. Each agent runs automatically, drafts for review, or asks first, and every action is logged.
  • - Ask questions of your data from Claude or ChatGPT through Siftree MCP.
  • - Enterprise protections: continuous verification of every request, encryption in storage and transit, privilege and identity governance, immutable activity logs.
  • - Teams use the eight products in place of separate point tools for prospecting data, support analytics, social listening, community triage, ad research, AI search visibility, research repositories, and competitive intelligence.

Contact: