Medallia vs Qualtrics (2026): Research Depth Against Frontline Routing

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WHAT EACH ONE DOESMEDALLIAQUALTRICS
Core jobRoute feedback to staffResearch-grade surveys
Billing unitExperience Data RecordInteraction
Users includedUnlimitedUnlimited
Statistics toolsThemes, Ask AthenaStats iQ, Driver iQ
Contact centre toolsMindful, Agent ConnectXM Discover analytics
Text analytics originIn-house since 2008Clarabridge, 2021
Native integrationsHundreds, per vendor23 listed, all paid
FedRAMP High since14 Apr 202123 Jul 2025
Skip it ifYou need survey scienceYour teams are frontline
WHAT YOU GETMEDALLIAQUALTRICS
OwnerBlackstone-led lendersSilver Lake, CPP
Last ownership eventRecap closed 3 Aug 2026PGF closed 18 May 2026
Vendr median$13,338 a year$30,000 a year
Vendr range$6,739-$112,044$7,020-$138,884
Vendr sample32 purchases322 purchases
Self-serve planNone, demo only$5,040/yr, 1,000 resp
Free tierNone500 responses
Renewal noticeNot published60-120 days out
G2 CX score4.5 from 2114.3 from 752
BUY MEDALLIA IF
Frontline staff have to act on feedbackClosed-loop cases and role-based dashboards route each record to an owner
A contact centre is the main channelMindful callbacks and Agent Connect coaching ship as named products
You need federal authorization on record longerFedRAMP High since April 2021, four years before Qualtrics
BUY QUALTRICS IF
An insights team owes the business a defensible finding22 primary question types plus Stats iQ and Driver iQ
You want to start without a sales call$0 free tier and a $5,040-a-year online plan with a 30-day trial
You want renewal terms you can read in advance60-120 day outreach, 5% cap on card-billed renewals

StrongerWeakerNo edge

Twenty-eight further documented limits sit behind the button below: API rate ceilings, free-plan caps, certifications, status-page coverage and the export ceiling on each platform.

Test scenario: a buyer licensing one CX programme on an annual term. Medallia’s column comes from medallia.com (pricing, security, about, integration layer, press releases of 14 Apr 2021, 12 Mar 2026, 17 Jun 2026 and 3 Aug 2026), developer.medallia.com and Vendr’s Medallia header (February 2026 data, 32 purchases).

Qualtrics’ column comes from qualtrics.com (pricing, buy-online, security, about, question types guide, extensions overview, renewals and payment-card amendment pages, news releases of 23 Jul 2025, 7 Oct 2025 and 4 May 2026) and Vendr’s Qualtrics header (February 2026 data, 211 deals, 322 purchases). G2 and Gartner Peer Insights figures are facts about those sites, with sample sizes. Vendor and Vendr pages accessed 17 October 2026.

MedalliaWHAT IT DOCUMENTS
Query API rate70 a second, 975,000 a day
Query API timeout90 seconds a request
Users and Roles APIs70 a second*, 10,000 a day
Speech API rate13,000 a minute, 325,000 a day
Speech concurrency1,000 requests in flight
Import API, daily1,950,000 calls a day
Import, concurrent mode1 a second, 5 in flight
Feed File results100,000 calls a day
Introspection API10 a second, 10,000 a day
Agile Research API10,000 a day, 30 a minute
HostingOwn hardware, Tier III colocation, single tenant
CertificationsSOC 2 Type II, ISO 27001/27017/27018/27701, HITRUST
Included in EDR feePII redaction, anti-cheating engine, sandboxes
Status pages4 per-product pages, none for core platform
QualtricsWHAT IT DOCUMENTS
Free plan caps1 user, 3 surveys, 30 questions
Free plan question types8 types
Online plan question types23 types†
Enterprise research tier5,000+ responses, quote only
Trial30 days, then reverts to free
Report graph typesOver 30
DoD authorizationIL4, 4 May 2026
AI certificationISO 42001
Status page33 components, one page
Text iQ topics1,000 a question, no brand-level cap
Recommended topicsAdvanced Text only, 10 languages
Export ceilingOver 100,000 columns won’t export
File upload questionUnder 16 MB a file, paid add-on
XM Discover API65 calls a second

*A marked figure is one the vendor states two ways on its own domain. The limit table in Medallia’s API reference puts the Users and Roles APIs at 70 requests a second, while the worked example printed under that same table sends 15 calls to the Roles API inside one second and gets 5 back with HTTP 429, which works out to 10 a second. The 70 is used above because it’s the figure in the published limit table.

†Qualtrics’ buy-online page (qualtrics.com/buy-online, linked in the pricing section) lists 23 question types on the Strategic Research plan, while its question types guide (the question types overview on qualtrics.com/support, linked in the head-to-head section) counts 22 primary types. The plan figure is used above because it’s attached to a plan a buyer can purchase.

Sources, and the gaps both vendors leave in their own paperwork

Every row comes from a vendor property, accessed 17 October 2026.

  • Medallia: the API limit table at developer.medallia.com, the Agile Research throttling page at api-eu.agileresearch.medallia.com, the pricing and security pages on medallia.com, and the per-product status pages for Digital, DXA, Ideas and Agent Connect.
  • Qualtrics: the buy-online, security and survey platform pages on qualtrics.com, its 4 May 2026 IL4 release, status.qualtrics.com, and the support pages for Text iQ topics, response export, the file upload question and the XM Discover API.

Neither vendor publishes a suite list price, tier boundaries, a renewal cap for quoted contracts, exit export terms, an uptime SLA or an implementation timeline, so no row claims one.

Medallia vs Qualtrics comes down to one question: who acts on the feedback once it lands. Qualtrics is built for an insights team that needs a defensible finding, with 22 primary question types and a statistics suite to prove it. Medallia is built to push the same signal to a store manager, a branch or a contact centre agent the same day, while the customers who complained are still reachable.

Both changed hands in 2026. Medallia's lenders took ownership on 3 August, and Qualtrics closed its $6.75 billion Press Ganey Forsta purchase on 18 May, two months after investors refused the debt that paid for it.

This Qualtrics vs Medallia comparison is for a CX, research or procurement lead holding a quote from one or both vendors. It covers what each experience management platform does, what each one costs, the claims they make about each other, and what it costs to leave.

The stakes are a multi-year contract holding years of customer feedback that doesn't export cleanly once dashboards and case workflows are built on it, and a customer experience programme that stalls for a quarter if the migration slips.

Timeline of Medallia and Qualtrics ownership, acquisition and FedRAMP events from April 2021 to 3 August 2026

↑ COMPARISONQualtrics vs Medallia head to head: what each was built for

Qualtrics started as a survey engine for academics and still sells to them: its own survey page says 99 of the top 100 business schools use it. Its question types guide lists 22 primary types and "over 100 different ways to ask a question," which is where the "100+ question types" figure in most roundups comes from.

The analysis layer is the iQ suite. Text iQ codes open text, Stats iQ runs advanced statistical analysis such as regression and correlation analysis, and Driver iQ ranks what moves customer satisfaction.

The survey features cover online surveys, conjoint, MaxDiff and full experimental designs, so a researcher can survey a targeted group to an academic standard and analyze data without exporting it. Its online surveys run on web links, email and SMS, and the advanced analytics run on the same dataset once the statistics module is licensed.

Medallia's experience management platform is organised around one unit, the Experience Data Record. Its pricing page defines it as "all data associated with a discrete interaction," and the product line exists to route that record, and the customer behind it, to whoever can act on it. Digital, contact centre, employee and market research products all sit under what Medallia sells as omnichannel CX management. Medallia's frontline tools carry most of the difference:

  • Role-based dashboards that put a store's own customer satisfaction scores in front of the store manager, next to the feedback from that store's customers.
  • Closed-loop case management, which turns a detractor into a ticket with an owner and a due date.
  • Mindful, the contact center callback technology Medallia agreed to buy on 11 July 2022, which books callbacks out of IVR systems.
  • Agent Connect, coaching and quality management run over call & chat recordings.

Plenty overlaps. Both ship text analytics, sentiment analysis, alerting, online review and reputation management, and connections to messaging platforms, and both track customer journeys across web, app and contact centre. Reviewers on Gartner and G2 list similar features. Medallia leans on journey orchestration and frontline alerts, Qualtrics on deep analytics, so the split shows up after data collection ends.

Medallia and Qualtrics both have strong capabilities across the whole feedback cycle; the emphasis is what differs. Qualtrics is a measurement instrument and Medallia is a routing layer. A company with a research function gets more out of the first. A company whose primary brand touchpoint is a hotel desk or a branch counter gets more from the second.

↑ COMPARISONMedallia vs Qualtrics pricing: both now bill per interaction

The two experience management meters have converged, and neither publishes a rate card for enterprise customers. Medallia prices Experience Data Records in annual tiers and states that "pricing based on survey response volumes or number of users is obsolete." The Qualtrics pricing page now defines an interaction as "a data record collected or/and processed by Qualtrics" and says its AI is included "for an unlimited number of users" in every product.

Qualtrics publishes exactly one paid price. The online Strategic Research plan on its buy-online page costs $5,040 a year, or $420 a month billed annually, for 1,000 responses and 23 question types. That's $5.04 a response, and anything above 1,000 goes to sales. The survey features on that plan include video responses, conjoint and MaxDiff. Medallia lists no self-serve plan, so Medallia customers start at a demo.

Vendr header stat, February 2026MedalliaQualtrics
Median contract$13,338 a year$30,000 a year
Lowest tracked$6,739$7,020
Highest tracked$112,044$138,884
Sample32 purchases211 deals, 322 purchases
Average negotiated savingNot stated11.28%
Self-serve entryNone, demo only$5,040 a year, or $0 free

Both Vendr's Medallia page and its Qualtrics page describe a departmental buy. Thirty-two purchases is a thin sample, and the enterprise programmes either vendor sells to its largest customers sit above the tracked ceiling. Our Medallia pricing report and Qualtrics pricing report break the tracked data down further.

Vendr tracked annual contracts on one scale: Medallia $6,739 to $112,044 with a $13,338 median across 32 purchases, Qualtrics $7,020 to $138,884 with a $30,000 median across 322 purchases

The devil's in the details of each meter, since Qualtrics applies "blended pricing rates based on the interaction types for each product SKU." The "$100,000 to $500,000 a year" band that circulates in Medallia vs Qualtrics roundups appears on neither vendor's site and in neither Vendr header. Treat it as a guess, and ask each vendor for two reference customers at your volume.

Budget implementation separately. Qualtrics and Medallia both sell survey design, integration and dashboard build as professional services, and Medallia sells managed services on top for customers that want the programme run for them.

What Medallia says about Qualtrics, and what Qualtrics says back

Medallia runs a landing page aimed at its rival. Medallia's comparison page opens with "Leave Qualtrics Uncertainty Behind. Build CX with Certainty." Qualtrics publishes no page naming Medallia, and none of the claims cites a customer by name. Read everything below as one vendor's marketing aimed at its rival's buyers.

Medallia's claim, verbatimWhat the public record shows
"While Qualtrics navigates integrations and shifting priorities"Qualtrics closed Press Ganey Forsta on 18 May 2026 and named a permanent CEO in February 2026. Medallia changed owners on 3 August 2026.
"Surveys don't scale. DIY support won't get you there."Qualtrics reports 3.5 billion conversations and interactions a year, counting call centre conversations, chat logs and social posts alongside survey responses.
"The highest scores in 15 of 26 criteria" (Forrester CFM Wave, Q4 2024)Forrester named both vendors Leaders in that Wave.
"Leader status for the 4th consecutive time" (Gartner)Medallia's own March 2026 release now says fifth. Qualtrics says it's Gartner's Leader "for the fifth consecutive year."
"We came back to Medallia because we needed more than surveys and dashboards."An anonymous "Top 5 global manufacturer," with no name or date attached.

Read between the lines of the Gartner wording. Medallia's 12 March 2026 release says "fifth consecutive publication" and carries Gartner's note that the report "was not published in 2022 and 2023." Qualtrics' release on the same day says "fifth consecutive year." Both are Leaders in the 9 March 2026 Magic Quadrant, and Qualtrics claims the highest Ability to Execute and the furthest Completeness of Vision.

↑ COMPARISONOwnership, market share and five years of experience management deals

Every customer data contract signed with either vendor this year is a bet on an owner that changed in 2026. Medallia and Qualtrics customers renewing now are signing with companies whose owners or balance sheets changed since 2025. The timeline:

DateEvent
1 Oct 2021Qualtrics closes Clarabridge, which becomes XM Discover
Oct 2021Thoma Bravo takes Medallia private for $6.4bn, announced 26 July 2021
11 Jul 2022Medallia agrees to buy Mindful, formerly VHT
28 Jun 2023Silver Lake and CPP Investments complete the $12.5bn Qualtrics take-private
14 May 2025Press Ganey Forsta buys InMoment
6 Oct 2025Qualtrics agrees to buy Press Ganey Forsta for $6.75bn
Feb 2026Jason Maynard named Qualtrics CEO, replacing interim co-CEOs
Mar 2026$5.3bn Qualtrics acquisition debt pulled from syndication
18 May 2026Press Ganey Forsta deal closes
17 Jun 2026Medallia agrees a recapitalization with its lenders
3 Aug 2026Ownership passes to Blackstone, Apollo and FS KKR

Medallia's side is a debt story. Reuters reported in April 2026 that the lenders held $3 billion of Medallia debt and that the handover would wipe out $5.1 billion of equity. Medallia's 3 August release confirms $150 million of new capital and says the deal "significantly reduced its outstanding debt" without naming the figure.

The June release pledges "over $500 million in products and services for our customers over the next few years" and "no anticipated impact or disruption." Medallia's debt was private credit, so no rating agency scored it, and customers had no public signal before the handover.

Qualtrics' side is a market share story bought with borrowed money. Its own announcement says Press Ganey Forsta serves more than 43,000 clients and 41,000 healthcare providers in 30 countries, which brings in more customers than Medallia's entire base and gives the Qualtrics experience management group a hospital client list Medallia can't match. InMoment came with it.

The financing went sideways. Bloomberg reported that the 11-bank group led by JPMorgan faced estimated paper losses above $500 million when investors refused the $5.3 billion package in March, and Qualtrics' existing 2030 loan fell to about 86 cents on the dollar. The losses sat with the banks. For anyone pricing a five-year renewal, $5.3 billion of new acquisition debt on the vendor's books is a red flag worth a contract clause.

↑ COMPARISONText analytics, AI and feedback collection at Qualtrics and Medallia

Both run natural language processing and machine learning over unstructured data, structured and unstructured feedback alike, and both have pointed that engine at different questions. Qualtrics' 7 October 2025 release says it processes "more than 3.5 billion conversations and interactions a year," double the 2023 volume.

XM Discover, the Clarabridge product, carries Qualtrics' omnichannel text analytics capabilities across calls, chats, support tickets and social posts. Qualtrics AI adds predictive behavior analytics, and Experience Agents, announced at X4 in March 2025, were in production by October 2025, resolving issues inside surveys and tickets.

Adoption claims run high. More than a third of Qualtrics' customer base had moved onto its AI capabilities recently enough to count in that October release, alongside over 90% of its top 50 enterprise accounts and a 346% rise in monthly active AI customers.

Medallia has run machine learning text analytics on customer feedback since 2008. Athena is the artificial intelligence layer, and Medallia's Experience '24 announcement named four tools built on it:

  • Ask Athena, which answers a plain-language question with an AI summary of the results.
  • Intelligent Summaries of any interaction or profile.
  • Smart Response, which drafts a reply to the customer in real time.
  • Themes, which uses generative AI to discover data trends and route them to root cause analysis.

Medallia says its Frontline-Ready AI reaches more than eight million users every week. That's the design intent in one figure: AI driven insights arrive as an alert or a case for frontline staff, and the trend identification happens upstream of anyone reading a report.

So the root cause work lands in different places. Qualtrics hands an analyst the tools to prove which driver moves a score, and the analyst hands the business a conclusion. Medallia hands the store manager the actionable insights and a case to close today, with the journey data for that customer attached.

Neither one closes the gap on its own. Medallia's own 2026 State of CX report, built on 1,500 consumers and 550+ practitioners, found 66% of CX practitioners think customer experience improved while 17% of consumers agree, and 30 to 40% of departments take no action after receiving the information.

Qualtrics' XM Institute, surveying more than 20,000 consumers in 14 countries for its October 2025 release, found 30% say nothing at all after a bad experience and 29% tell the company.

AI has made insight generation cheap. Feedback collection still misses the 30% of unhappy customers who stay silent, and up to 40% of departments sit on what's collected. That is the elephant in the room for both vendors, since neither has shown its customers that more feedback dashboards drive growth, and it's the opening every AI-native customer platform sells into.

↑ COMPARISONData collection, security and where Qualtrics and Medallia host customer data

Medallia runs a private cloud. Its security page says it owns and maintains its own hardware in Tier III colocation facilities, on a single-tenant architecture, and lists SOC 2 Type II, ISO 27001, 27017, 27018 and 27701, HITRUST and HIPAA. It received FedRAMP High on 14 April 2021.

Qualtrics reached FedRAMP High on 23 July 2025, four years later, and added a Defense Information Systems Agency Impact Level 4 authorization on 4 May 2026. Its security page lists ISO 27001, ISO 42001 for AI systems, HITRUST and SOC 2 Type 2, and it reports more than 350 federal clients.

Uptime is easier to check on one side. Qualtrics' status page covers 33 components across surveys, Discover Studio and support in one place. Medallia publishes separate status pages per product, for Digital, DXA, Ideas and Agent Connect, so customers can't read the core platform the same way. That's a difference in disclosure, and it says nothing about which one goes down more.

Both platforms integrate with Salesforce, ServiceNow and Adobe. Medallia's integration page claims "hundreds of out-of-the-box integrations." Qualtrics' extensions overview lists 23, from HubSpot to Zendesk.

The same Qualtrics page's FAQ says "All extensions are paid upgrades that are not included on a standard license." Those connectors are how either one pulls customer data from a CRM next to survey scores, so price them before signing. Data collection from a contact centre or app usually needs one.

↑ COMPARISONContract terms, renewals and the cost of leaving

Renewal is where both can cost an arm and a leg, and only Qualtrics has a public paper trail. Duke University's IT office wrote on 15 July 2024 that its 2025 Qualtrics cost would be "roughly 70 percent more than what the University paid in 2024 and 2.5x the license cost from 2023," after it negotiated down from a proposal worth 6x over the term.

Qualtrics' renewals support page says it "will reach out 60-120 days before your contract expiration date." Card-billed subscriptions renew with a price rise capped at 5%, under its payment-card amendment, unless either side gives notice 24 hours before the term ends. Quoted contracts keep the notice window in the order form, which isn't public.

Medallia publishes no renewal terms for its customers. One TrustRadius reviewer described a cost line most buyers miss: "Medallia charges for both 'units' and users," where units were named staff who never logged in. That line can fly under the radar until the first invoice.

Leaving costs the same on both sides: every survey, alert rule, dashboard and case workflow gets rebuilt, and customers who switch lose year-on-year trend lines unless the raw feedback exports. Qualtrics' existing customers get an interaction allocation built from 12 months of history plus 10% headroom, so the first renewal is the cheapest moment to test the market. Iron out the details before signing:

  • A written cap on the annual renewal increase.
  • The overage rate per extra interaction or EDR block.
  • Raw data export in a documented format at contract end.
  • For Medallia, what the 3 August ownership change means for roadmap and support staffing.

↑ COMPARISONReview scores and the Medallia and Qualtrics analyst record

Medallia scores a little higher on most sites from far smaller samples. G2's review features split the gap by category, and the online review counts show how many more customers have rated Qualtrics:

Source, checked 17 Oct 2026MedalliaQualtrics
G2, CX product4.5 from 211 reviews4.3 from 752 reviews
G2 ease of setup7.47.6
G2 quality of support8.68.5
G2 product direction9.58.6
Gartner Peer Insights, VoC4.4 from 133 ratings4.5 from 215 ratings

Ease of setup is the lowest G2 subscore for both, and reviewers name a steep learning curve on both sides, par for the course at the enterprise end of the market. Neither suits a team that wants to collect feedback next week, and both sell training and services to cover it. Comparing review features across sites only works when the sample sizes sit beside the scores.

The analyst record doesn't separate Qualtrics and Medallia either. Both experience management vendors are Leaders in Gartner's 2026 Magic Quadrant for Voice of the Customer Platforms and in Forrester's Q4 2024 Customer Feedback Management Wave. Each calls itself a global leader, and the reports back both claims.

Medallia customers, Qualtrics customers, and the third option

Neither vendor states its count of customers one way. Medallia's about page claims 2,000+ brands, 1,800+ employees and "9 of the Fortune 10," while its August 2026 release says "7 of the Fortune 10." Qualtrics' about page claims 20,000+ brands, and its survey platform page says "over 10,500."

Medallia customers cluster in retail, hospitality, banking and contact centres, where customers meet staff in person; its June 2026 release names Mayo Clinic Laboratories, Mazda North America and Santander Bank. Qualtrics customers spread wider: academia, government, healthcare through Press Ganey and HR teams buying the employee suite, which covers customer experience and employee experience on one platform.

The third option most buyers end up pricing is a lighter tool. Survey tools with self-serve pricing cover customers that only need feedback from a few thousand people a year, and our customer feedback management platforms ranking scores the field.

AI-native customer platforms analyse feedback that already exists in support tickets and reviews, with no survey layer underneath. InMoment, the other name buyers used to put on a Qualtrics, Medallia, InMoment shortlist, now sits inside the Qualtrics group.

↑ COMPARISONWhen to choose Qualtrics, and when Medallia is the better fit

Choose Qualtrics when the organisation has a research or insights team and the deliverable is a finding about customers that someone has to defend. Its survey tools, Stats iQ and structured research workflows have no equal here, and Press Ganey Forsta gives it a healthcare footprint no rival matches. Qualtrics users who never open Stats iQ are paying for the wrong platform, and their customers see no difference.

Choose Medallia when the win is a faster response to customers at the counter, and the customer experience team is measured on resolved cases. Role-based dashboards, case management and Mindful callbacks are built for large enterprises running thousands of locations, and its EDR fee bundles users and alerting. Teams that run Medallia as a survey tool and never switch on case management have bought an expensive dashboard, and their customers never hear back.

Run one test on both. Pick one of your customer journeys, map it with a customer journey map, pilot it end to end with real customers, then count how many people outside the insights team log in during month two. That number predicts value better than a feature grid, and our Medallia review covers the case workflow in more depth.

Medallia vs Qualtrics: common questions from customers

What is the biggest difference between Medallia and Qualtrics?

Qualtrics measures and Medallia routes. Qualtrics sells research-grade survey and statistics depth to insights teams. Medallia sells closed-loop workflows that move a piece of customer feedback to frontline staff, who resolve operational issues the same day. In a Qualtrics vs Medallia shortlist, that one difference decides most purchases.

Who is the main competitor for Qualtrics?

Medallia, its fellow Leader in Gartner's 2026 Voice of the Customer Magic Quadrant and the rival most enterprise customers shortlist in a Medallia vs Qualtrics evaluation. Qualtrics also competes with the AI-native analytics vendors in our customer experience intelligence tools ranking, which sell text analysis without a survey layer.

Who are Medallia's competitors, and who does Medallia compete with?

Qualtrics directly, since Qualtrics and Medallia chase the same enterprise customers, and InMoment through Qualtrics' ownership of Press Ganey Forsta. Contact centre analytics vendors compete with Medallia's Agent Connect, and newer tools doing sentiment detection on unstructured data compete with its text analytics.

Are Medallia surveys legitimate?

Yes. Medallia runs survey programmes for brands such as Mazda North America and Santander Bank, so a survey invite can arrive under a retailer's or bank's name. Check that the link matches a business you used before clicking, because scammers copy survey invites and feedback requests from known brands.

Why is Qualtrics so popular with experience management buyers?

A free account, 99 of the top 100 business schools, and 20,000+ brands as customers by its own count. Its 30-day trial and $5,040 entry plan let a market research team start without a procurement cycle, which Medallia's demo-only sales motion can't match.

What are the disadvantages of using Qualtrics?

Cost at renewal, documented by Duke at 2.5x its 2023 license by 2025. A steep learning curve. And paid gates: the free plan caps you at 500 responses, 3 active surveys and 30 questions, and Text iQ and Stats iQ sit behind a licence. Easy reporting for occasional users needs dashboards someone has to build.

How much does Medallia cost compared to Qualtrics?

Medallia vs Qualtrics on price: Vendr tracks a $13,338 median for Medallia across 32 purchases and $30,000 for Qualtrics across 322. Qualtrics also lists a $5,040 self-serve plan; Medallia sells only through a demo, so the Medallia and Qualtrics figures aren't measuring the same buyers.

Which handles contact centre data better?

Medallia, on the workflow side, for contact centre customers who need the follow-up built in. Callback, coaching and quality management ship as named products, while Qualtrics covers voice through XM Discover analytics. For other tools in that slot, see our conversation intelligence software ranking.