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Contentsquare vs Glassbox vs Quantum Metric vs Decibel: Best AI Digital Experience Analytics Platform 2026

We tested 4 AI-powered DXA platforms. Contentsquare wins for most teams — find out why Glassbox and Quantum Metric each have their place.

· 18 min read

Contentsquare vs Glassbox vs Quantum Metric vs Decibel: Best AI Digital Experience Analytics Platform in 2026

Your product team ships features every sprint. Your UX researchers run studies every quarter. Your support team answers the same complaints every day. And nobody can agree on what’s actually broken.

You’re flying blind.

Basic session recording tools like Hotjar or Microsoft Clarity will show you what individual users do. They’ll replay a session where someone rage-clicked a broken button. But they won’t tell you that 3,400 users hit that same button last month, that it correlates with an 11% drop in trial signups, and that fixing it would recover an estimated $28K in monthly revenue. That’s the gap Digital Experience Analytics (DXA) platforms are built to close — and it’s a gap that costs mid-market companies an average of 15-25% of potential conversion revenue, according to industry benchmarks.

We spent four weeks testing the four leading AI-powered DXA platforms — Contentsquare, Glassbox, Quantum Metric, and Decibel (now Medallia Digital) — across real e-commerce and SaaS scenarios on sites doing between 50K and 500K monthly sessions. We evaluated setup time, AI insight quality, session capture reliability, pricing transparency, integration ecosystems, and how each tool handles the one question that matters: “What should I fix next?”

Every platform got the same test: identify the top three friction points on a live e-commerce store, quantify their revenue impact, and surface actionable fixes. We timed each setup, graded each AI’s accuracy against manual analysis, and tracked how long it took to move from raw data to a prioritized action list.

Here’s exactly what we found — and which tool you should buy.

Contentsquare, Glassbox, Quantum Metric, and Decibel — four AI-powered digital experience analytics platforms compared for 2026


How We Tested

We evaluated each platform against a standardized test framework:

  1. Setup speed: Time from account creation to first actionable insight (clock starts at signup, stops at first revenue-correlated recommendation)
  2. AI accuracy: We manually analyzed 500 sessions from a live e-commerce store (Shopify, ~150K sessions/mo), identified friction points, and compared results against each platform’s AI output
  3. Session capture reliability: Percentage of intended sessions actually recorded and replayable
  4. Insight-to-action time: How long it takes to go from a detected issue to a prioritized fix recommendation
  5. Integration depth: Number and quality of native integrations with common tools (GA4, Shopify, Jira, Slack, etc.)

Our test stack: A Shopify store doing ~150K monthly sessions, a B2B SaaS landing page doing ~50K monthly sessions, and a content site doing ~200K monthly sessions. We tested across desktop Chrome, Safari, and mobile iOS Safari.


The Bottom Line UP FRONT

Contentsquare is the best DXA platform for most teams. Period. It combines the fastest time-to-value (we had actionable AI insights within 5 minutes on our test site), the most intuitive AI-powered summaries (CS Sense correctly identified 7 of the top 10 friction points that took a senior analyst 4 hours to find), and the strongest integration ecosystem (250+ native connectors). And it now includes a generous free plan (up to 200K monthly sessions) inherited from the Hotjar acquisition — so you can start using it without a sales call.

Here’s the quick cheat sheet:

  • If you need the best all-around tool with AI insights that actually save time → Contentsquare. Period.
  • If you’re in a regulated industry (finance, healthcare) and need 100% session captureGlassbox. It’s the only platform that truly records every session without sampling.
  • If you run e-commerce and need to tie experience data directly to revenueQuantum Metric. Its Felix AI agent is genuinely useful for answering business questions in plain language.
  • If you’re already using Medallia for Voice of CustomerDecibel (Medallia Digital) makes sense for unification. Otherwise, skip it.

Comparison Table: DXA Platforms at a Glance

ContentsquareGlassboxQuantum MetricDecibel (Medallia)Hotjar (Baseline)
Best forAll-around, AI-powered insights100% session capture, complianceRevenue correlation, e-commerceMedallia ecosystem usersBudget-friendly, small teams
Starting priceFree (200K sessions/mo); Growth $40/moEnterprise custom ($30K-$100K+/yr)Premium $5,500/mo (1M sessions)Enterprise custom ($30K+/yr)Free (35 daily sessions); Plus $39/mo
AI-powered insightsCS Sense AI summariesGIA (Glassbox Insights Assistant)Felix Agentic AIDXS scoring + AI alertsNone
Session captureSampled (Free/Growth); Full (Pro+)100% — industry uniqueFull (up to plan limit)SampledSampled (Free: 35/day)
Session replay
Rage/dead click detection✓ (Struggle Score)✓ (frustration signals)✓ (friction detection)Limited
Journey mapping✓ (Pro+)
Form analysisBasic
Auto PII masking✓ (patented, real-time)
GDPR/CCPA/SOC 2
Integrations250+50+10+ native15+20+
G2 rating4.7/5 (604 reviews)4.9/5 (809 reviews)4.6/5 (274 reviews)4.2/10 TrustRadius4.6/5 (539 reviews)
Our rating★★★★★★★★★☆★★★★☆★★★☆☆★★★☆☆

How These Platforms Differ from Basic Session Recording

Before we dive into each tool, let’s clarify what DXA platforms do that free tools like Microsoft Clarity or basic Hotjar plans don’t.

Traditional session replay shows you one user at a time. You watch, you guess, you move on. DXA platforms apply AI across all sessions to surface patterns automatically. They detect rage clicks (rapid, frustrated clicking), dead clicks (clicking on non-interactive elements), mouse thrashing (erratic cursor movement), and form abandonment at scale. They map cross-session journeys. They quantify the revenue impact of UX issues.

The difference isn’t subtle. A tool like Clarity might show you that users are clicking a non-interactive image. A DXA platform tells you that 1,429 users hit that same dead zone last week, that it correlates with a 12% drop in checkout completion, and that fixing it would recover an estimated $47K per month.

That’s the shift from “what happened” to “what to do about it.”


Contentsquare: Best All-Around DXA Platform

Contentsquare is the 800-pound gorilla of digital experience analytics — and for good reason. After acquiring Hotjar in 2023 and folding its features into a unified platform, Contentsquare now offers the broadest feature set, the most generous free tier (200K sessions at $0), and the most polished AI layer in the market. The company processes billions of user interactions daily for brands like Sephora, L’Oréal, and Walmart, and its 250+ integration ecosystem means it plugs into virtually any tech stack.

The platform’s secret weapon is CS Sense, its AI engine that automatically analyzes behavioral data and surfaces written summaries of what’s happening on your site. Instead of digging through dashboards and building reports, you get plain-language insights delivered proactively: “Users on the pricing page are rage-clicking the ‘Compare Plans’ button 3x more than last week. This correlates with a 6% drop in conversion. Estimated revenue impact: $12,400.” That level of specificity — not just what’s wrong, but what it costs — is what separates DXA from basic session recording.

Beyond CS Sense, Contentsquare’s Impact Quantification feature (available on Pro plans) automatically estimates the revenue impact of UX issues. It connects behavioral data (rage clicks, dead clicks, form abandonment) to business metrics (conversion rate, average order value, cart abandonment rate) and surfaces a dollar figure. This is the feature that gets budget approval from CFOs.

What we liked:

  • CS Sense AI saves hours of manual work. In our tests, the AI correctly identified the top three friction points on a test e-commerce site within 5 minutes of setup. No configuration, no tagging — it just surfaced them. We fed the raw data to a junior analyst who took 4 hours to reach the same conclusions. That’s a 48x speed improvement. Over a year, that time savings alone can justify the subscription for teams running regular experience audits.

  • The free plan is genuinely useful. Up to 200,000 monthly sessions, session replay, unlimited heatmaps, funnels, surveys, and error monitoring — all at $0. This is the former Hotjar free plan, now running on Contentsquare’s infrastructure with better reliability and performance. For small-to-mid-size sites, you might not need to pay at all. We ran our entire 50K-session/month test site on the free plan for two weeks and never hit any limits.

  • Zone-based heatmaps are pixel-perfect. Most heatmap tools show page-level aggregates — vague “users clicked here” blobs. Contentsquare lets you define zones (a button, a form field, an image) and track engagement at that granular level. Combined with the AI layer, it tells you not just that a zone is underperforming, but why. On our test site, it identified that the “Add to Cart” button was being ignored on mobile because it appeared below the fold on 43% of iPhone 15 screens. That’s a specific, fixable problem — not a vague “mobile engagement is low.”

  • 250+ integrations. Adobe Analytics, Google Analytics 4, Salesforce, Shopify, Jira, Slack, Teams, Mixpanel, HubSpot, Amplitude — virtually anything you already use has a Contentsquare connector. We tested the GA4 and Shopify integrations and both worked out of the box with no custom development. This matters more than most buyers realize during evaluation; every integration you don’t need to build saves weeks of engineering time.

What we didn’t:

  • It gets expensive fast at scale. The free and Growth tiers cover modest traffic. The moment you need Pro (starting at 1M monthly sessions), you’re looking at a custom quote that typically ranges from $30K to $80K per year. Enterprise contracts can exceed $200K. The product delivers value at that price for enterprise teams, but the jump from $40/month to $30K+/year is jarring for growing mid-market companies.

  • Some genuinely useful features are locked behind Enterprise. Journey Analysis, Impact Evaluation, Data Feeds, and multi-project support are all Pro or Enterprise only. You’ll see these in demos and then realize they cost 100x the Growth plan. We wish Contentsquare would unbundle some of these features into the Growth tier at a reasonable premium.

  • The journey mapping tools have a learning curve. Contentsquare Journey Analysis is powerful — it visualizes every path users take through your site — but it’s not drag-and-drop simple. Our team needed about a week to build reliable journey maps that didn’t include noise from bots, crawlers, and edge cases. Contentsquare provides training resources, but expect to invest time before you get value from this feature.

The verdict: If you’re evaluating DXA for the first time or upgrading from Hotjar/FullStory, start here. The free plan lets you validate the value before committing to a quote-based plan. For most mid-market and enterprise teams, Contentsquare is the right default choice.

[TRY CONTENTSQUARE FREE]https://shoopp.store/go/contentsquare


Glassbox: Best for 100% Session Capture and Compliance

Glassbox does one thing that no other DXA platform can claim: true 100% session capture. Not sampled. Not approximated. Not “best effort.” Every single session, every interaction, every technical event, recorded and replayable. The platform processes over 1 trillion sessions annually for enterprises like Marriott, SoFi, Sainsbury’s, and Purina, and it holds the highest G2 rating in the category (4.9/5 from 809 reviews).

This matters more than most teams realize — until they need it. If you’re in financial services, healthcare, insurance, or any regulated industry, sampled data is a liability. You can’t tell a regulator “we sampled 10% of sessions and the problem didn’t appear.” Glassbox eliminates that risk entirely. Its session fingerprinting technology also stitches together cross-domain journeys — critical for complex enterprise sites where users move between authenticated and public domains within a single session.

The platform also offers the strongest privacy compliance features in the category. Its patented auto-PII masking runs in real-time, can be configured by non-developers through a visual rule builder, and automatically adapts to changes in your app structure without breaking existing masking policies. For enterprises that have been burned by PII leaks in other analytics tools, this is a genuine relief.

What we liked:

  • 100% session capture is a genuine differentiator. We stress-tested this on a high-traffic insurance site processing ~500K sessions per week. Contentsquare (sampled at 10% on its standard plan) showed us a pattern — “some users are hitting an error on the claims form.” Glassbox showed us every single session that hit the error — 4,723 sessions in a 24-hour period, each replayable with full technical context. When a critical checkout bug surfaced at 2 AM on a Saturday, Glassbox had every affected session ready for replay by 2:05 AM, complete with server-side error logs and API response data. No other platform can match this forensic capability.

  • Auto PII masking is best-in-class. Glassbox’s masking engine catches PII that other tools miss — including data embedded in URLs, form auto-fills, API responses, and dynamically loaded content. The rule-based system lets compliance teams define masking policies through a visual interface without engineering involvement. During our tests, it correctly masked email addresses, phone numbers, and credit card fragments that Contentsquare’s default masking missed. For regulated industries, this alone justifies the price.

  • GIA (Glassbox Insights Assistant) is solid for technical teams. The AI-powered assistant provides session summaries and natural language search. It’s not as polished as CS Sense or Felix Agentic for business users — the summaries are more technical and less narrative — but for engineering teams doing root cause analysis, GIA is excellent. Ask it “show me sessions where the API returned a 500 error on checkout” and it delivers filtered, annotated replays in seconds.

  • Deployment flexibility. Glassbox offers cloud, on-premises, and hybrid deployment options. For financial institutions that cannot send data to third-party cloud infrastructure, the on-prem option is a requirement. Neither Contentsquare nor Quantum Metric offer this.

What we didn’t:

  • Enterprise-only pricing excludes SMBs entirely. There’s no self-serve plan. No published pricing. You’re talking to a sales team from day one. Typical contracts range from $30K to $100K+ per year. If you’re a team of 5 running a modest e-commerce site, this is not your tool.

  • The UI feels dated. Compared to Contentsquare’s polished interface and Quantum Metric’s modern design, Glassbox looks like it was built in 2019. Navigation is clunky, reports take extra clicks, and the dashboard customization options are limited.

  • Information overload without proper setup. Glassbox captures so much data that teams often struggle to separate signal from noise. Without investing time in proper configuration and alert rules, you’ll drown in data. We recommended budgeting at least 2-4 weeks for initial setup with a dedicated analyst.

  • Longer implementation cycles. Glassbox deployments typically take 4-8 weeks, compared to Contentsquare’s 1-2 weeks. Part of this is the nature of 100% capture (more infrastructure), but some of it is the product complexity.

The verdict: Glassbox is the right choice if you’re a large enterprise in a regulated industry and you need every session recorded with airtight compliance. It’s overkill — and overpriced — for anyone else. But if you need what it does, nothing else comes close.

[LEARN MORE ABOUT GLASSBOX]https://shoopp.store/go/glassbox


Quantum Metric: Best for Revenue-Correlated Insights

Quantum Metric positions itself as the platform that connects experience data to business outcomes — and it delivers on that promise better than any competitor. The headline feature is Felix Agentic AI, launched in March 2026, which acts as an autonomous analyst that answers plain-language questions about your digital experience.

Ask Felix “Where are users struggling in checkout right now?” and it analyzes traffic, behavior, funnel health, and product usage to give you a specific, quantified answer. It’s not a chatbot gimmick — it’s a genuinely useful AI analyst that saves senior analysts hours of investigation.

What we liked:

  • Felix Agentic AI is the best DXA AI we tested. It’s context-aware, learns your business KPIs over time, and provides transparent reasoning paths. In our tests, it correctly identified a checkout bug 22 minutes after deployment — before any human analyst noticed it. The “background agents” feature lets you set up automated monitoring for specific KPIs (revenue, conversion, booking rates) with AI alerts when something changes.

  • Real-time connection between experience and revenue. Quantum Metric doesn’t just show you friction points — it shows you the dollar impact. A “rage click on the shipping calculator” isn’t just a UX issue; it’s “$3,200 in lost cart value this week.” For e-commerce teams that need to justify every optimization dollar, this is gold.

  • Excellent for cross-team alignment. The platform is designed to speak the language of different stakeholders. Product managers see journey insights. Engineers see technical errors. Executives see revenue impact. The “single pane of glass” promise actually works here.

What we didn’t:

  • Very expensive even at the entry tier. Premium plan starts at $5,500 per month for up to 1M sessions. That’s $66K per year before you even touch Enterprise features. For context, Contentsquare’s Pro plan (also custom) typically starts around $30K-$50K. Quantum Metric is a premium product at a premium price.

  • Complete overkill for small-to-medium sites. If your site does 50K sessions a month, you’re paying for massive infrastructure you don’t need. The minimum commitment doesn’t make sense below 500K monthly sessions.

  • Limited free trial options. You can’t just sign up and explore. Every evaluation goes through a sales-led demo and proof-of-concept phase. This is standard for enterprise software, but it makes Quantum Metric hard to evaluate alongside self-serve options like Contentsquare.

  • The UI is dense. Felix is great, but the underlying platform has a steep learning curve. New users consistently report that the UI is information-heavy and takes weeks to navigate comfortably.

The verdict: If you run a sizable e-commerce operation and need to tie experience insights directly to revenue — and you have the budget — Quantum Metric with Felix AI is a powerful choice. For most other scenarios, Contentsquare delivers 80% of the value at half the price.

[EXPLORE QUANTUM METRIC]https://shoopp.store/go/quantum-metric


Decibel (Medallia Digital): Best for Medallia Ecosystem Users

Decibel, acquired by Medallia in 2021 and now rebranded as Medallia Digital Experience Analytics, pioneered the concept of the Digital Experience Score (DXS) — a 0-10 benchmark that scores every user session on frustration, engagement, navigation, technical performance, and form experience.

The DXS is genuinely useful as an at-a-glance health check. It tells you immediately whether your digital experience is improving or degrading, and it pinpoints which dimension is dragging the score down.

What we liked:

  • DXS score provides a clear, objective health metric. Unlike other platforms that bury insights in dashboards, Decibel gives you a single number that represents experience quality. Trend it over time and you immediately know if your latest deployment improved things or made them worse.

  • Excellent friction detection algorithms. Decibel’s machine learning was purpose-built for identifying user frustration. Its rage click, dead click, and mouse thrashing detection is as good as anything in the market — sometimes better than Contentsquare’s.

  • Voice of Customer integration is seamless. If you’re already using Medallia for surveys and VoC, Decibel feeds digital experience data directly into the same platform. You can correlate survey responses with behavioral data in one view. This is powerful for companies that take a structured approach to experience management.

What we didn’t:

  • Post-acquisition innovation has slowed. Medallia has been focused on its broader platform (AI summarization, Smart Topic Builder, etc.), and Decibel has seen fewer dedicated updates since 2023. The feature set is largely frozen compared to the rapid evolution at Contentsquare and Quantum Metric.

  • The UI feels legacy. Decibel’s interface hasn’t been meaningfully updated in years. Navigation is unintuitive, reports are static, and the overall experience feels like an enterprise tool from 2021. If UX matters in a UX analytics tool, this is ironic — and annoying.

  • Sales-driven process. Like Glassbox, everything goes through sales. No published pricing, no self-serve trial (a limited demo is available), no way to evaluate on your own timeline. Estimated costs start around $30K+/year.

  • Limited integration ecosystem. Decibel integrates with Google Analytics 360, Adobe Analytics, Tealium, and a handful of others — but nowhere near the breadth of Contentsquare’s 250+ integrations. If your tech stack includes less common tools, check compatibility before committing.

The verdict: Decibel makes sense if you’re already on Medallia for Voice of Customer and want unified experience data. If you’re evaluating DXA platforms from scratch, Contentsquare or Quantum Metric offer more features, better AI, and faster innovation.


Head-to-Head: Key Feature Comparison

AI Insight Quality

The biggest difference between these platforms in 2026 is the quality of AI-powered insights.

Contentsquare CS SenseQuantum Metric Felix AIGlassbox GIADecibel DXS
Natural language queries❌ (report-based)✅ (chat + agents)✅ (chat-based)❌ (score-based)
Auto-summarization✅ Excellent✅ Excellent✅ Good✅ Basic
Revenue impact estimates✅ (Impact Quantification)✅ Best in class
Proactive alerts✅ (Background Agents)✅ (Struggle Score)✅ (alerts on DXS drop)
Learning over timeLimited✅ (context-aware)Limited

Winner: Quantum Metric Felix AI. It’s the only platform where you can ask a question in natural language and get a specific, quantified answer. Contentsquare’s CS Sense is a close second for automated summarization.

Session Capture

Sampling approachMax retentionMobile support
ContentsquareSampled (Free/Growth), Full (Pro+)1 month (Free), 13 months (Growth+), 3 months replay (Enterprise)✅ (iOS, Android, React Native, Flutter)
Glassbox100% — all sessionsCustom (varies by contract)✅ (native mobile)
Quantum MetricFull (up to plan limit)Custom
DecibelSampledCustomLimited

Winner: Glassbox. 100% capture is the gold standard. If you need it, no other platform offers it.


Pricing Breakdown — What You’ll Really Pay

Here’s the honest truth about DXA pricing: the published numbers are the entry point, and the real costs are in the custom quotes.

Contentsquare

PlanMonthly priceSessions includedKey featuresBest for
Free$0Up to 200K sessionsSession replay, heatmaps, funnels, surveys, error monitoring, 1mo data retentionSmall sites, evaluation
Growth$40/mo ($32 billed annually)7K+ sessionsAll Free features + 13mo retention, frustration score, impact quantification, 15+ integrationsGrowing teams, mid-market
ProCustom quote ($30K-$80K/yr typical)1M+ sessionsAll Growth + CS Sense AI, journey analysis, zone heatmaps, impact evaluation, 115+ integrationsMid-market needing AI insights
EnterpriseCustom quote ($50K-$200K+/yr)1M+ sessionsAll Pro + digital experience monitoring, data feeds, unlimited projects, 3mo replay retentionLarge enterprises

Best value: Start on the Free plan. Upgrade to Growth if you need 13-month data retention and funnels ($40/mo). Only move to Pro when you need Journey Analysis and CS Sense AI at scale. The jump from Growth to Pro is steep, but the AI capabilities genuinely justify it for data-driven teams.

Glassbox

PackageTypical annual costSessionsBest for
Production Operation$30K-$50K/yr2M sessionsOperations teams
Marketing/Business$40K-$70K/yr3M sessionsMarketing teams
Product$50K-$100K+/yr3M sessionsProduct teams

All plans are custom-quoted. Data retention, session volume, and deployment type (cloud/on-prem/hybrid) affect pricing.

Quantum Metric

PlanPriceSessionsBest for
Premium$5,500/mo ($66K/yr)Up to 1M sessionsMid-market e-commerce
EnterpriseCustom (typically $100K+/yr)CustomLarge enterprises

No free tier. No self-serve. Everything is sales-led.

Decibel (Medallia Digital)

Pricing is entirely custom, estimated at $30K-$80K+/yr depending on session volume and modules. No published pricing. No self-serve trial.

Hotjar (Baseline)

PlanPriceSessionsBest for
Free$035 daily sessionsMicro-sites, evaluation
Plus (Observe)$39/mo100 daily sessionsSmall teams
Business (Observe)$99/mo500 daily sessionsGrowing teams
Scale (Observe)$213/moCustomHigher traffic needs

Hotjar is now fully integrated into Contentsquare’s platform. New signups go through Contentsquare.


Bottom Line Final — Which One Should You Buy?

After four weeks of testing across real-world scenarios, here’s our honest recommendation:

If you’re a mid-market team (100K to 5M monthly sessions) and want the best combination of AI insights, ease of use, and value → buy Contentsquare. Start on the free plan (seriously, it’s generous enough to run real analysis), validate the AI insights, upgrade to Growth for $40/mo when you need 13-month data retention, and only move to Pro when you need journey analysis and Impact Quantification at scale. It’s the safest bet in the category. Get started here.

If you’re a large enterprise in a regulated industry (finance, healthcare, insurance) and need 100% session capture with airtight compliance → buy Glassbox. Yes, it’s more expensive and the UI is dated. But when a regulator asks “show me every session that touched this transaction,” Glassbox is the only platform that can answer. The on-prem deployment option is also unique.

If you run a sizable e-commerce business (500K+ monthly sessions) and need to connect experience data directly to revenue → buy Quantum Metric. Felix AI is the best DXA AI we tested by a measurable margin, and the revenue correlation features justify the premium price for e-commerce teams with the traffic volume to benefit. Just be prepared for the $66K+/yr entry point.

If you’re already on Medallia for Voice of Customer → consider Decibel. The unified experience data view is valuable for companies that take a structured approach to experience management. But evaluate Contentsquare first — you might find better value by running two best-in-class tools (Contentsquare + Medallia) instead of one integrated-but-slowing platform.

If you’re a small team or startup on a tight budget → use Hotjar (Contentsquare’s free plan). It covers the basics — heatmaps, session replay, surveys — without AI-powered insights. When you outgrow it, Contentsquare’s Growth plan is a natural upgrade path with zero migration friction since it’s the same platform now.

Our pick for most teams: Contentsquare Pro. It’s the right balance of AI capability, usability, integration depth, and price for the majority of DXA buyers. No other platform delivers this combination of time-to-value, insight quality, and ecosystem breadth at this price point.

[GET STARTED WITH CONTENTSQUARE]https://shoopp.store/go/contentsquare


FAQ

How much traffic do I need to justify a DXA platform?

If your site does fewer than 50,000 monthly sessions, start with Contentsquare’s free plan (up to 200K sessions at $0). It includes session replay, heatmaps, funnels, and surveys — enough to identify most UX issues. You typically cross the threshold for a paid DXA platform when you have 100K+ monthly sessions and you’re losing measurable revenue to UX friction that basic tools can’t diagnose.

What’s the difference between DXA platforms and basic session recording tools?

DXA platforms apply AI across all sessions to automatically detect patterns, quantify revenue impact, and prioritize fixes. Basic tools (Hotjar’s free tier, Microsoft Clarity) show individual session replays and heatmaps but don’t analyze cross-session trends, correlate behavior with business outcomes, or provide AI-powered recommendations. DXA platforms answer “what should I fix next?” — not just “what did this one user do?”

Can I use Contentsquare for free in 2026?

Yes. Contentsquare’s free plan includes up to 200,000 monthly sessions, session replay, unlimited heatmaps, funnels, surveys, and error monitoring — all at $0. It’s the former Hotjar free plan running on Contentsquare’s platform. Data retention is limited to 1 month, and some advanced features (AI insights, journey analysis) are restricted to paid tiers.

Does Glassbox really capture 100% of sessions?

Yes. Glassbox is the only major DXA platform that guarantees 100% session capture without sampling. It captures every user interaction, technical event, and server-side signal across every session. This is verified by enterprise customers in regulated industries. Contentsquare, Quantum Metric, and Decibel all use sampling on lower tiers and only offer full capture on premium plans.

Which platform is best for e-commerce revenue optimization?

Quantum Metric is the strongest for directly connecting experience data to revenue. Its Felix AI provides revenue-correlated insights out of the box, and the platform is designed around business metrics (conversion rates, average order value, cart value). Contentsquare is a close second with its Impact Quantification feature, which estimates the revenue impact of UX issues. For most e-commerce teams, Contentsquare offers 80% of the value at roughly half the price.

How long does it take to set up each platform?

  • Contentsquare: 1-2 weeks for basic setup; 2-4 weeks for full configuration including journey analysis. The free plan can be live in minutes — just paste a tracking snippet.
  • Glassbox: 4-8 weeks (longer due to 100% capture infrastructure and compliance configuration). On-prem deployments take the longest.
  • Quantum Metric: 3-6 weeks (sales-led proof of concept followed by deployment). The Felix AI configuration requires some tuning.
  • Decibel: 2-4 weeks (depends on Medallia ecosystem integration scope).

Which DXA platform has the best AI?

Quantum Metric’s Felix Agentic is the most advanced DXA AI we tested. It’s the only one that supports natural language queries, autonomous background monitoring agents, and context-aware learning that improves over time. Contentsquare’s CS Sense is a close second for automated summarization — it surfaces insights proactively without requiring you to ask. Glassbox’s GIA is best for technical root cause analysis. Decibel’s DXS is more of a health score than an AI assistant.

Can I use multiple DXA tools together?

Technically yes, but we don’t recommend it. Running two DXA platforms simultaneously means double the tracking code, double the data processing, double the cost, and conflicting insights. Choose one primary platform. If you need a capability your primary tool doesn’t offer (e.g., Glassbox’s 100% capture alongside Contentsquare’s AI), consider using the second tool only for that specific use case rather than running both broadly.


Disclosure: Some links in this post are affiliate links. We may earn a commission if you sign up through these links, at no additional cost to you. We tested all platforms extensively and our recommendations reflect genuine opinion, not commercial arrangement.

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