Short answer: Qualtrics is the customer sentiment analysis platform to start with in 2026 for a team already running enterprise experience management, though every tier is a quote. Choose Qualaroo when a published price matters more than a brand name: Sentiment Analysis by IBM Watson ships on the free tier at $0 and returns on the Enterprise plan. Choose Zendesk when sentiment should live inside the support desk already in use, from a published entry tier, though the sentiment classifier itself sits on Zendesk's quote-only Enterprise plan. Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric round out the list, and none of them prints a number either.
Qualtrics leads for enterprise teams already on XM Discover, though every tier there is a quote, not a published price.
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Ask ten customer sentiment analysis vendors for a price and six will send a sales rep instead of a number. Qualtrics, Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric all score sentiment well, and none publishes a dollar figure on its own site as of this ranking. Qualaroo is the exception worth knowing: sentiment scoring, run on IBM Watson, is built into a plan that costs nothing to start.
This guide covers software built to read open-text feedback (survey answers, support tickets, social posts, reviews) and score whether the writer felt positive, negative or neutral, then usually tag the topic behind that score. It is a narrower job than the AI sentiment analysis tools guide, which leans toward developer-facing text analytics APIs, and a different one than the AI brand reputation tools guide, which covers monitoring public mentions rather than scoring a company's own feedback channels. Pick by where the text actually lives: a support queue, a review site or a survey inbox.
Toolradar data: of the 100 customer feedback tools we track, 2 are free and 45 are freemium (47% with a free or freemium plan), while 53 are paid only (53%). A free listing in that catalog is usually a lightweight survey widget, not a platform that names its own AI model the way Qualaroo, Medallia and Sprinklr do here.
Methodology: these 10 tools were ranked for a team that needs open-text feedback scored automatically, out of the 100 tools in the customer feedback category. Prices were verified on vendor pages in September 2026. See Qualtrics vs Medallia before choosing between the two enterprise leaders, and check Zendesk alternatives if the real need is a full helpdesk rather than a sentiment add-on.
Top Picks
Picked by editorial review, informed by G2 and Capterra review volume and rating and by media mentions, the signals behind our category rankings. How we rate
Enterprise XM Discover ranks sentiment on every text response, but every tier is a quote, not a published price.
Starting price
Quote only
4.4 (16 reviews)
Best for
Enterprise CX teams already inside the Qualtrics XM platform that want sentiment folded into one experience system.
Medallia AI scores sentiment, emotion and theme across every channel, priced by Experience Data Records nobody can see upfront.
Starting price
Quote only (EDR pricing)
4.5 (243 reviews)
Best for
Large enterprises that need omnichannel text analytics across surveys, calls and reviews in one licensed platform.
AI+ tags sentiment across social, chat and reviews inside one CXM suite, sold entirely through a sales call.
Starting price
Quote only, no self-serve
4.2 (2,198 reviews)
Best for
Enterprises that already run service and social in Sprinklr and want sentiment scoring in the same login.
| Tool | Starting price | Rating | Best for |
|---|---|---|---|
| Qualtrics | Quote only | 4.4 16 reviews | Enterprise CX teams already inside the Qualtrics XM platform that want sentiment folded into one experience system. |
| Medallia | Quote only (EDR pricing) | 4.5 243 reviews | Large enterprises that need omnichannel text analytics across surveys, calls and reviews in one licensed platform. |
| Sprinklr | Quote only, no self-serve | 4.2 2,198 reviews | Enterprises that already run service and social in Sprinklr and want sentiment scoring in the same login. |
| Brandwatch | No published list price | 4.3 983 reviews | Marketing and comms teams tracking brand sentiment at social-media scale rather than ticket-by-ticket detail. |
| Lexalytics | Quote only, no pricing page | 4.3 31 reviews | Regulated industries and enterprises that need on-premise sentiment analysis instead of a cloud-only tool. |
| Wootric | Quote only, three tiers | 4.9 47 reviews | Teams that want sentiment tied directly to NPS, CSAT and CES scores rather than a standalone feed. |
| Zendesk Visit | From $19/agent/mo (Support Team) | 4.3 11,165 reviews | Support teams that want sentiment scoring inside the helpdesk they already pay for, once they reach Enterprise. |
| SurveySparrow Visit | From $19/mo; CX Suite quoted separately | 3.9 2,895 reviews | Teams that want sentiment analysis bundled with a broader survey platform rather than a single-purpose tool. |
| Qualaroo | Free plan, $0; paid from $19.99/mo | 4.5 69 reviews | Small teams and solo operators that want sentiment scoring on open-text survey answers without a quote. |
| Retently | From $99/mo (Ecommerce Basic) | 4.8 60 reviews | Ecommerce and subscription teams that want sentiment scoring tied to post-purchase and support surveys. |
- Starting price
- Quote only
- Free plan
- No
- Rating
- 4.4 (16 reviews)
Best for: Enterprise CX teams already inside the Qualtrics XM platform that want sentiment folded into one experience system.
- Pro: XM Discover's Sentiment enrichment scores every open-text response automatically across all supported languages, built into the same platform as the survey and journey tools.
- Pro: Qualtrics AI layers topic and effort detection on top of raw sentiment, so a negative comment is explained, not just tagged.
- Pro: Pricing is based on Interactions or headcount, a metric a buyer can forecast even without a printed number.
- Con: No price appears anywhere on the public site; every path ends at a Request Pricing form.
- Con: Interaction-based pricing moves with usage, so a spike in feedback volume can change the invoice mid-contract.
The Free tier is generous for basic use but severely limited.
Watch out
Overage fees for responses beyond tier limits
- Starting price
- Quote only (EDR pricing)
- Free plan
- No
- Rating
- 4.5 (243 reviews)
Best for: Large enterprises that need omnichannel text analytics across surveys, calls and reviews in one licensed platform.
- Pro: Text Analytics, powered by Medallia AI, applies Natural Language Understanding to score sentiment, emotion and theme across surveys, calls, chat and reviews in one pass.
- Pro: The Experience Data Record pricing model ties cost to feedback volume, a named unit even without a rate card.
- Pro: Coverage spans omnichannel feedback rather than one input type, so a single score can blend a call with a survey response.
- Con: Medallia publishes no list price; the pricing page confirms annual EDR tiers exist without showing one.
- Con: An EDR-based bill is hard to estimate before onboarding, since record count depends on feedback volume already collected.
Medallia's custom Enterprise pricing is opaque and likely expensive, typical for high-end enterprise experience management platforms.
Watch out
Overage fees for experience data records
- Starting price
- Quote only, no self-serve
- Rating
- 4.2 (2,198 reviews)
Best for: Enterprises that already run service and social in Sprinklr and want sentiment scoring in the same login.
- Pro: AI+ Sentiment Analysis reads messages in context across social, chat and reviews, and a custom sentiment model can be trained on a brand's own text.
- Pro: Sentiment sits inside the Insights and Social modules a team may already use, avoiding a second login.
- Pro: Sprinklr AI Studio lets a team validate and refine the sentiment model against its own data rather than a generic classifier.
- Con: No dollar figure appears on Sprinklr's pricing or demo pages; every module routes to a sales conversation.
- Con: The self-serve entry tier the platform once sold is gone, so even a small team starts with a sales cycle.
The 'user/month' billing model can quickly escalate costs.
Brandwatch
Iris AI reads sentiment across millions of social posts and news mentions, built for scale over per-ticket precision.
- Starting price
- No published list price
- Free plan
- No
- Rating
- 4.3 (983 reviews)
Best for: Marketing and comms teams tracking brand sentiment at social-media scale rather than ticket-by-ticket detail.
- Pro: Iris AI structures sentiment and trend data across millions of online conversations, built for volume rather than a handful of tickets.
- Pro: Being part of Cision links sentiment data to that company's PR distribution and media database.
- Pro: Coverage runs across social platforms, news and forums in one dashboard, so sentiment on a launch is visible the same day it breaks.
- Con: Every call to action on the pricing page is a demo request; no tier, credit or per-seat rate is published.
- Con: The tool is built for social and news volume, not internal data like support tickets or call transcripts.
Brandwatch has no public pricing and requires a sales call for every plan.
Watch out
Query volume drives pricing aggressively: 10,000-50,000 monthly queries adds 25-50% to base cost, 50,000-200,000 adds 50-100%
Lexalytics
Semantria's NLP engine scores sentiment in 29 languages and deploys on premise for data that cannot leave the building.
- 4.3 on G2 (31 reviews)
- Starting price
- Quote only, no pricing page
- Free plan
- No
- Rating
- 4.3 (31 reviews)
Best for: Regulated industries and enterprises that need on-premise sentiment analysis instead of a cloud-only tool.
- Pro: Semantria, Lexalytics' text analytics engine, scores sentiment and extracts themes across 29 native languages.
- Pro: On-premise deployment is available for sensitive data, alongside public or hybrid cloud options, a choice most rivals here do not offer.
- Pro: InMoment's ownership since 2021 folds Lexalytics into a wider customer experience suite, so output can feed a broader program.
- Con: No pricing page exists on the vendor's site at all; every path leads to a demo request.
- Con: The homepage carries no navigation link to pricing, so a buyer cannot estimate a range before contacting sales.
Wootric
Text and sentiment analytics reads the open-ended line under every NPS score, but only on the top quote-only tier.
- 4.9 on SourceForge (47 reviews)
- Starting price
- Quote only, three tiers
- Free plan
- No
- Rating
- 4.9 (47 reviews)
Best for: Teams that want sentiment tied directly to NPS, CSAT and CES scores rather than a standalone feed.
- Pro: Text and sentiment analytics reads the open-ended comment behind every NPS, CSAT and CES score, so a dropping number arrives with the reason attached.
- Pro: CXInsight imports feedback from multiple sources into one sentiment view rather than scoring each channel separately.
- Pro: Sentiment ties directly to a relationship metric a CS or product team already tracks, instead of a feed nobody checks.
- Con: Text and sentiment analytics is named as a top-tier feature, not part of the entry plan.
- Con: None of the three plans publishes a dollar figure; every one ends at Contact Us.
The 'Professional' and 'Growth' tiers lack transparent pricing, which is a significant drawback for potential customers.
Watch out
Potential high costs for 'Growth' and 'Voice of the Customer'
- Starting price
- From $19/agent/mo (Support Team)
- Free plan
- No
- Rating
- 4.3 (11,165 reviews)
Best for: Support teams that want sentiment scoring inside the helpdesk they already pay for, once they reach Enterprise.
- Pro: Intelligent Triage classifies a ticket's intent, sentiment and language automatically, adding the result as a filterable custom field.
- Pro: Published entry pricing for Support Team is public and billed yearly, so the base helpdesk cost is not a mystery before a demo.
- Pro: Sentiment lives next to the ticket itself, so an agent sees the customer's tone without opening a second tool.
- Con: Intelligent Triage is listed on Suite Enterprise plus Copilot, the quote-only top tier, not the published entry or mid plans.
- Con: Add-ons stack on top of a Suite plan before sentiment tooling is fully in scope.
Zendesk publishes yearly agent prices on zendesk.com/pricing.
Watch out
AI agents are included on Support and Suite, then priced on successful resolutions (official FAQ). That is a second meter next to the seat.
SurveySparrow
CogniVue scores sentiment on NPS and CSAT text, though the CX Suite that houses it is priced by quote alone.
- 4.4 on G2 (2,066 reviews)
- 2.9 on Trustpilot (705 reviews)
- 4.4 on Capterra (121 reviews)
- Starting price
- From $19/mo; CX Suite quoted separately
- Free plan
- Yes
- Rating
- 3.9 (2,895 reviews)
Best for: Teams that want sentiment analysis bundled with a broader survey platform rather than a single-purpose tool.
- Pro: CogniVue, SurveySparrow's AI text analytics engine, scores sentiment on NPS and CSAT open-text responses and surfaces the key drivers behind it.
- Pro: The general survey platform publishes real prices, billed yearly, with no sales call required to see them.
- Pro: A word cloud view visualizes sentiment and themes together, useful for a quick read before a deeper filter.
- Con: CX Suite, the NPS, CSAT and CES product that houses the sentiment scoring, is priced Contact Us only.
- Con: Sentiment filtering works inside the results of a single survey, not as a cross-survey sentiment dashboard.
SurveySparrow's pricing structure appears fair, offering a generous Free Plan for basic needs.
- Starting price
- Free plan, $0; paid from $19.99/mo
- Free plan
- Yes
- Rating
- 4.5 (69 reviews)
Best for: Small teams and solo operators that want sentiment scoring on open-text survey answers without a quote.
- Pro: Sentiment Analysis by IBM Watson ships on the permanently free tier, capped at 50 responses a month, with no card, quote or call needed.
- Pro: Essentials starts at $19.99 a month, the cheapest published entry point on this list, even though sentiment itself sits elsewhere.
- Pro: In-app Nudges and exit-intent surveys feed the same sentiment engine as email responses on the plans that include it.
- Con: The free tier caps out at 50 responses a month, a ceiling a growing product will hit fast.
- Con: Sentiment Analysis by IBM Watson drops out of the Essentials and Business tiers entirely, only returning on the $149.99 Enterprise plan.
The Qualaroo pricing is quite generous, especially with its robust free plan offering all premium features for 50 responses.
- Starting price
- From $99/mo (Ecommerce Basic)
- Free plan
- No
- Rating
- 4.8 (60 reviews)
Best for: Ecommerce and subscription teams that want sentiment scoring tied to post-purchase and support surveys.
- Pro: Every NPS, CSAT and CES response is auto-classified by topic and sentiment with no manual tagging, per the vendor's own product pages.
- Pro: Ecommerce Basic is $99 a month for 2,500 surveys and 3 seats, a published number rather than a quote request.
- Pro: A 14-day free trial needs no credit card, letting a team test sentiment tagging before paying.
- Con: Both published tiers are labeled for ecommerce specifically; a non-ecommerce buyer should confirm the fit before signing.
- Con: Enterprise, the tier most likely to add Salesforce integration, publishes no price at all.
The jump to Ecommerce Pro at $299/month is significant, primarily for increased survey volume and seats, which might feel expensive for some.
What a customer sentiment analysis tool actually does
A customer sentiment analysis tool reads text, a ticket, a survey comment, a social post, a review, and assigns it a label: positive, negative or neutral. The stronger tools here also name the topic the sentiment attaches to, so "the product is great but support took three days" produces two scores, not one blended one.
The model doing the scoring differs by vendor, and its name is worth checking before a demo. Qualaroo licenses IBM Watson. Medallia calls its layer Medallia AI. Sprinklr brands its engine AI+ and lets a team train a custom sentiment model. Brandwatch runs Iris AI. Qualtrics ships a Sentiment enrichment inside XM Discover. None of these is interchangeable; a model tuned on social posts will not necessarily read a support ticket the same way.
Delivery splits two ways. Qualtrics, Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric are standalone experience platforms, priced by quote. Zendesk, SurveySparrow, Qualaroo and Retently bolt sentiment onto a tool built for something else first, a helpdesk, a survey builder, an NPS tracker, and three of those four publish at least one real price.
Why most of this category will not print a price
Six of the ten tools a buyer expects here, Qualtrics, Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric, show no dollar figure on their own pricing pages as of September 2026. Each ends the same way: a form or a Talk to an expert button. That is standard for enterprise experience-management and social-listening suites, not a defect unique to one vendor, but it means a buyer cannot compare four of those six on price alone before a sales call.
The second thing that matters is where the sentiment feature sits in the plan structure. Zendesk's Intelligent Triage, the feature that classifies a ticket's sentiment, is listed only on Suite Enterprise plus Copilot, its quote-only top tier, not on the published entry plans. Wootric names text and sentiment analytics as a feature of its top tier alone, and none of its three plans publishes a price either. A demo showing sentiment on a cheaper tier may be showing a plan the buyer cannot actually buy at that price.
Qualaroo is the opposite case for the free tier: Sentiment Analysis by IBM Watson is included on the permanently free plan, capped at 50 responses a month, though the feature drops out of the two paid tiers in between, Essentials and Business, and only returns on the $149.99 Enterprise plan. The free tier still makes it the only tool here where a buyer can test a named third-party AI model without a card, a quote or a call. The Qualaroo profile has the full feature list. Teams that also need a full support desk beside sentiment scoring should check the helpdesk software guide before adding a dedicated sentiment vendor to the stack.
Key Features to Look For
Aspect and topic tagging (Important)
Separates what the sentiment is about from the sentiment itself. Retently auto-classifies every response by topic and sentiment together, so a mixed comment produces two data points.
Named AI model or engine (Important)
IBM Watson (Qualaroo), Medallia AI (Medallia), AI+ (Sprinklr), Iris AI (Brandwatch), Semantria (Lexalytics), CogniVue (SurveySparrow). Ask which one a demo is showing before assuming they perform alike.
Multi-language coverage (Important)
Lexalytics names 29 native languages. Most rivals here say only that multiple languages are supported without a count, which matters before a global rollout.
Published price with the feature included (Essential)
Only Qualaroo (Free and Enterprise, not the Essentials or Business tiers in between), SurveySparrow (base plan, not the CX Suite that houses sentiment) and Retently (Ecommerce tiers) show a dollar figure with sentiment included.
What to weigh before you sign
-
Decide whether sentiment should live inside a tool already paid for (Zendesk, SurveySparrow, Retently) or a standalone platform built around it (Qualtrics, Medallia, Brandwatch, Sprinklr, Lexalytics).
-
Check the tier before the sales call: Zendesk's sentiment classifier and Wootric's text analytics both sit on each vendor's top, quote-only plan.
-
Ask which AI model does the scoring by name, since none of the five named engines here is trained on identical data.
-
Confirm language coverage in writing for a global rollout; Lexalytics is the only vendor here naming a specific count, 29 languages.
-
Budget a sales cycle for six of the ten tools here; Qualtrics, Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric publish no list price at all.
Evaluation Checklist
Ask which AI model scores the text: IBM Watson, Medallia AI, AI+, Iris AI and Semantria are five different engines, not one classifier under different logos
Test the tool on 100 to 200 pieces of the company's own text against a human read, since accuracy on social posts does not predict accuracy on tickets
Check language coverage by name before a global rollout; Lexalytics states 29 languages, most competitors here do not commit to a count
Ask whether sentiment output can export to the tool the team already reports in, rather than living only inside the sentiment platform's dashboard
Pricing Overview
Enterprise quote only
Qualtrics, Medallia, Sprinklr, Brandwatch and Lexalytics, for teams that need enterprise-scale sentiment analysis and can absorb a sales cycle.
No published list price
Support-desk add-on
Zendesk, for teams that want sentiment tagging inside the helpdesk they already run, once they reach the plan that includes it.
Published entry tier; sentiment on the top tier
Budget self-serve
Qualaroo, the only tool here with sentiment scoring included on a permanently free plan.
$0 to $149.99/mo
Ecommerce NPS
Retently, for post-purchase and support surveys with sentiment and topic tagging built in.
$99 to $299/mo, Enterprise quoted
Pricing Comparison
| Tool | Best for | Entry price | Sentiment feature | Trial or free plan |
|---|---|---|---|---|
Qualtrics | Enterprise CX with sentiment inside XM Discover | No published list price | Sentiment (Discover) enrichment | Demo only |
Medallia | Omnichannel text analytics at enterprise scale | No published list price | Text Analytics (Medallia AI) | Demo only |
Sprinklr | Unified CXM with sentiment across social and service | No published list price | AI+ Sentiment Analysis | Demo only |
Brandwatch | Social listening sentiment at high volume | No published list price | Iris AI | Demo only |
Lexalytics | On-premise or cloud text analytics, 29 languages | No pricing page published | Semantria NLP engine | Demo only |
Wootric | Sentiment tied to NPS, CSAT and CES scores | No published list price | Text and sentiment analytics (top tier) | Demo only |
Zendesk | Sentiment inside an existing support desk | $19/agent/mo (Support Team); sentiment on Enterprise+ | Intelligent Triage | Trial available |
Sentiment bundled with a general survey platform | $19/mo (Basic, yearly); CX Suite quoted separately | CogniVue text analytics | 14-day trial | |
Qualaroo | Budget sentiment scoring with a free tier included | $0 (Free); paid from $19.99/mo | Sentiment Analysis by IBM Watson | Free plan |
Retently | Ecommerce and post-purchase sentiment tagging | $99/mo (Ecommerce Basic) | Auto topic and sentiment tagging | 14-day trial |
Verified on vendor pages, September 2026: Qualtrics pricing, Medallia pricing, Sprinklr Insights demo page, Brandwatch pricing, Lexalytics, Wootric pricing, Zendesk pricing, SurveySparrow pricing, Qualaroo pricing, Retently pricing.
Mistakes to Avoid
- ×
- ×
- ×
Treating every vendor's AI model as interchangeable when IBM Watson, Medallia AI, AI+, Iris AI and Semantria are five different engines with different training data.
- ×
Comparing Retently's ecommerce-specific pricing to a general-purpose survey tool as if the two solve the same problem for the same buyer.
- ×
Skipping a 100-to-200-comment accuracy test on the company's own text and trusting a vendor's general accuracy claim instead.
Expert Tips
- →
- →
Ask for a side-by-side test of two named AI models, for example IBM Watson against Medallia AI, on the same 100 comments before picking either.
- →
If the real job is monitoring public mentions rather than scoring a company's own feedback, read the AI brand reputation tools guide instead; the vendor list barely overlaps.
- →
For a team that needs the full survey platform this sentiment feature sits inside, the survey tools guide covers that wider category.
- →
Weigh a helpdesk-native option against a survey-native one directly; check the Zendesk alternatives list before assuming one covers the other's job.
Red Flags to Watch For
-
A demo showing sentiment scoring on a plan tier the rep has not confirmed is the one being quoted
-
A vendor claiming high accuracy without naming the model behind it, when Qualtrics, Medallia, Sprinklr and Brandwatch each name theirs
-
A quote that bundles sentiment analysis with modules the team did not ask for, common among the enterprise packages here
-
No aspect or topic tagging alongside the sentiment score, leaving a number with no next step attached
The Bottom Line
Pick Qualtrics when enterprise experience management already runs through XM Discover and a quote is an acceptable cost of entry. Pick Qualaroo when a published price matters more than a brand name: Sentiment Analysis by IBM Watson ships even on the free plan, and paid tiers start at $19.99 a month. Pick Zendesk when sentiment should live inside the support desk already in use, from a published entry tier, with the understanding that Intelligent Triage itself sits on the quote-only Enterprise plan.
Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric round out the list for teams that need enterprise-scale or channel-specific sentiment analysis and can absorb a sales cycle; none of the five publishes a number. SurveySparrow and Retently sit in between: both publish real prices for their base platforms, while the specific sentiment-bearing product still routes to a quote in at least one case each.
How we ranked: 10 tools from the 100 tools in the customer feedback category, vendor prices checked September 2026. Cite this: Toolradar, "Best customer sentiment analysis tools 2026", September 2026.
Frequently Asked Questions
What is the best customer sentiment analysis tool in 2026?
Qualtrics is the strongest pick for an enterprise already on the Qualtrics XM platform, scoring sentiment through XM Discover, though it publishes no price. Qualaroo is the best budget and self-serve option: Sentiment Analysis by IBM Watson runs on the free tier and again on Enterprise, though not on the Essentials or Business plans in between. Zendesk fits a team that wants sentiment inside its existing helpdesk once it reaches the tier that includes Intelligent Triage.
How much does customer sentiment analysis software cost in 2026?
Verified on vendor pages in September 2026, Qualaroo runs $0 to $149.99 a month, with Sentiment Analysis by IBM Watson included on the Free and Enterprise tiers but not on Essentials or Business in between. Zendesk publishes a per-agent entry price for Support Team, though the sentiment classifier requires Suite Enterprise plus Copilot, a quote-only tier. SurveySparrow's general plans publish real prices too; Retently runs $99 to $299 a month for its ecommerce tiers. Qualtrics, Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric publish no list price at all.
Is there a free customer sentiment analysis tool in 2026?
Qualaroo is the only tool on this list with a permanently free plan that includes sentiment scoring, capped at 50 responses a month and built on IBM Watson. Zendesk, SurveySparrow and Retently offer time-limited trials instead. Qualtrics, Medallia, Sprinklr, Brandwatch, Lexalytics and Wootric offer only a demo.
Qualtrics vs Medallia: which should I buy?
Both are enterprise experience-management platforms that publish no price, so the choice comes down to the AI layer and existing stack. Qualtrics scores sentiment through a named Sentiment enrichment inside XM Discover, layered with topic and effort detection. Medallia's Text Analytics runs on Medallia AI and leans on an Experience Data Record pricing model tied to feedback volume rather than seats. A team already running Qualtrics surveys will find the sentiment layer native; a team prioritizing omnichannel text in one score should weigh Medallia AI directly against Qualtrics in a demo.
Can Zendesk analyze customer sentiment automatically?
Yes, through Intelligent Triage, which classifies a ticket's intent, sentiment and language automatically and adds the result as a filterable custom field. The feature is listed on Suite Enterprise plus Copilot, Zendesk's quote-only top tier, not on the published entry plans. A team evaluating Zendesk for sentiment specifically should confirm which tier a demo is showing before comparing price to a dedicated sentiment tool.
What AI model actually powers sentiment scoring in these tools?
It varies by vendor, and the differences matter more than the marketing suggests. Qualaroo licenses IBM Watson. Medallia calls its layer Medallia AI. Sprinklr brands its engine AI+ and allows a custom sentiment model trained on a brand's own text. Brandwatch runs Iris AI. Lexalytics uses its own Semantria engine across 29 native languages. None of these models is trained on identical data, so a general accuracy claim does not predict how a tool scores a specific company's tickets without a direct test.
Cite this page: Toolradar, "Best Customer Sentiment Analysis Tools in 2026", updated September 2026, https://toolradar.com/guides/best-customer-sentiment-analysis-tools
Spotted an outdated price or a wrong fact? Suggest a correction: we check it against the vendor's own page. Work for one of these vendors? Claim your listing to update it yourself.
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