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Platform comparison

unitQ vs Medallia

Signal-first quality in real time, live in weeks.

Head to head

unitQ vs Medallia, side by side

Best for teams that want live quality signal from the feedback users already leave — deployed through connectors in weeks, at a lower total cost of ownership than a survey-era XM suite. Choose Medallia instead for a governed, survey-centered XM program with dedicated staff and a services budget.

CapabilityunitQMedallia
Objective unitQ Score (0–100)+
No objective score. The unitQ Score gives every product a 0 to 100 number.
Real-time monitoring & alerts+
Both monitor in real time, though Medallia’s data still leans survey-led.
100+ feedback sources+
Both cover many channels; unitQ is signal-first across 100+ sources.
Native multilingual analysis+
Both analyze natively across dozens of languages; unitQ covers 100+.
Revenue & metric linkage+
Both connect feedback to revenue: Medallia via Financial Linkage, unitQ via unitQ Impact.
Live competitive benchmarking~+
Medallia sells benchmark datasets. unitQ Compete is a live competitive tracker.
Support QA on 100% of interactions, incl. AI agents+
Medallia’s Agent Connect QM scores human agents. unitQ Support QA also scores AI agents.
AI-moderated interviews & surveys+
Medallia doesn’t run AI-moderated interviews. unitQ Research does.
Social intelligence+
Both offer social and review listening.
AI agents / MCP access~+
Medallia has Ask Athena and an API but no MCP. agentQ ships one.
Insights cited to source~+
Medallia drills to underlying data; unitQ cites every insight to its source.
Unified platform (one source of customer truth)~+
Medallia is a broad XM suite, but survey-led and services-heavy. unitQ unifies monitoring, impact, support QA, research, compete, and social on one taxonomy, product-led.
Yes~PartialNoTap any row for the detail.

Why teams choose unitQ over Medallia

Medallia asks customers questions at scale and manages the resulting programs — its strength is breadth, governance, and enterprise maturity. unitQ listens to what customers already said, everywhere they said it, and turns it into an operational quality signal product, support, and engineering act on the same day.

Medallia is best at
  • Formal, multi-touchpoint XM programs with a dedicated program team
  • One governed suite for CX, EX, and research, rolled out with services
  • Solicited, survey-based measurement as the system of record
Where unitQ wins
  • Signal-first: 100% of signals analyzed in real time
  • An objective unitQ Score
  • Live competitive intelligence with unitQ Compete and AI research with unitQ Research
  • Lower total cost of ownership — product-led, not services-led
  • Live in weeks, no consultants
Category-leading teams run on unitQ
What unitQ actually is

Quality intelligence, tied to revenue

Most teams learn about product issues weeks after their customers hit them. unitQ is the AI customer feedback platform behind voice-of-customer, product feedback, and support-quality programs. It reads 100% of your customer signals in real time and turns them into an objective quality score, root-caused to the exact issue and tied to the metrics you already report on. Backed by Accel, which led its Series B, unitQ is trusted by Pinterest, Adobe, and PayPal. Pick a product to explore.

One connected system

From every customer signal to one quality score

Point tools hand you six dashboards and leave you to connect them. unitQ runs every signal through one intelligence layer in real time, so an issue caught in support flows into your metrics, your competitive benchmarks, and your roadmap. Hover or tap a product to see its job.

Support ticketsApp reviewsSocialSurveysSales callsunitQ MonitorunitQ ImpactunitQ Support QAunitQ CompeteunitQ ResearchunitQ Social
Six products, one platform

Every signal flows through unitQ into the six products below. Hover or tap a product to see its job.

87Good
The number that ties it together

Everything rolls up to the unitQ Score

An objective 0 to 100 measure of your product’s quality, built from your real customer signals and updated continuously. It’s the outcome none of these competitors can give you.

Proof

Category-leading teams trust unitQ with their quality

unitQ gives PayPal a treasure trove of customer feedback and the power to uncover patterns humans simply can’t see. It’s not just a tool, it’s a secret weapon and a true partner.
Wook ChungSVP of Product, Risk & Core Platforms, PayPal
Read the case study →
The granularity and speed at which unitQ is able to deliver actionable customer insights is above and beyond what others could offer, and we’re grateful for our continued partnership.
Shawn SlipyVice President Global Renewals, Zendesk
unitQ creates alignment across departments. Engineers benefit from alerts. Product managers can validate releases. Content teams get instant user feedback on new messaging. It’s a unifying tool that makes everyone more customer-obsessed.
Robyn AndrewsVoice of the Customer Manager, Lime
+100%
increase in user retention
StyleSeat
50%
reduction in user churn
StyleSeat
10x
faster than manual workflows
unitQ platform
6→1
tools replaced by one platform
unitQ platform
Questions buyers ask

unitQ vs Medallia — FAQ

See unitQ on your own data

Get a live unitQ Score for your product and a side-by-side look at how unitQ compares for your team.