The 14 Best Tools to Analyze Support Tickets and Find Top Customer Issues in 2026

Top picks: best support ticket analysis tools

The best tool to analyze support tickets and find your top customer issues is Unwrap. It groups tickets, chats, calls, reviews and surveys into themes on its own and tells your team when one's starting to grow. Contact centers should also shortlist SupportLogic, Level AI and Observe.AI, and teams staying inside their help desk can use Freshdesk, Zendesk or Zoho Desk.

All 14 support ticket analytics tools, ranked

1. Unwrap: for support leaders who need to show product which issues drive ticket volume, and get an alert when one starts to grow.

2. SupportLogic: for enterprise B2B support teams.

3. Level AI: for high-volume contact centers in healthcare, finance and retail.

4. Observe.AI: for voice-heavy contact centers in banking, insurance and healthcare.

5. Kapiche: for insights and support teams tracking contact reasons and churn.

6. Siena Insights: for ecommerce and consumer brands.

7. Rippit (formerly MaestroQA): for zendesk teams that want QA and contact drivers without an engineer.

8. Keatext: for mid-size CX teams with moderate ticket volume.

9. Genesys Cloud CX: for teams already moving phones and chat to Genesys.

10. Freshdesk: for freshdesk Enterprise customers.

11. ServiceNow CSM: for enterprises standardized on ServiceNow.

12. Zendesk: for teams already on Zendesk.

13. Zoho Desk: for small and mid-size support teams.

14. HubSpot Service Hub: for hubSpot CRM customers.

Who needs support ticket analytics

You run support, 40,000 tickets land each month, and the dashboard shows volume climbing without saying why. These tools read ticket text, group it into issues and tell you which ones are growing.

How we ranked support ticket analytics tools

• Groups ticket text into issues automatically, linked to the source tickets

• Covers chat, calls, reviews and surveys as well as the help desk

• Tells you when an issue's growing

• Doesn't strand findings: they reach product and engineering

• Shows cost before a sales call and goes live fast

Ticket analytics tools side by side

1. Unwrap

Unwrap, an AI customer intelligence platform, pulls tickets, chats, call transcripts, reviews, surveys and social posts into one workspace and sorts them into themes with no hand-built tags. Tagging averages 90%+ precision, which Unwrap says outside parties have verified, and each theme opens onto the verbatim tickets behind it.

Slack and email alerts fire when a theme jumps, typically within 24 hours. Linked Actions send a theme to Jira, Asana or Linear and later show whether related complaints fell, and the paid SupportIQ add-on grades 100% of cases against your own rubric. Help desks such as Zendesk, Freshdesk and HubSpot connect with an API key or OAuth, onboarding takes two to three weeks, and its customer logos include Microsoft, DoorDash and GitHub.

Why teams pick it:

• Finds issues on its own and ties each to customer words.

• CRM fields such as annual recurring revenue (ARR) or churn status rank issues by revenue.

• No seat fees, so product and leadership can log in.

• Watch out for: No raw call audio (it needs transcripts), data syncs nightly, and there's no free plan.

• Integrations: About 30 native connectors, including HubSpot, Freshdesk, Front, Aircall, Trustpilot and Snowflake, plus 3,000+ more apps through Zapier. Alerts go to Slack, and fixes can be pushed to Jira.

  Pricing: From $24,000 a year by feedback volume and connected sources; 30-day trial on your data.

• Best fit: Support leaders who need to show product which issues drive ticket volume, and get an alert when one starts to grow.

2. SupportLogic

SupportLogic reads every case for sentiment, escalation risk and account health on top of ServiceNow, Zendesk, Jira or Freshdesk. It lists ISO 27001, SOC 2 Type 2, GDPR and HIPAA.

Why teams pick it:

• Predicts which open cases will escalate.

• Filters cases by Net Promoter Score (NPS), churn risk or region.

• Watch out for: Integrations can take up to 45 days to go live, and reviews aren't among its listed sources.

• Integrations: Zendesk, ServiceNow, Freshdesk, Microsoft Dynamics and Jira, plus connectors for the major helpdesks and CRMs.

  Pricing: Bundles are quoted on request, but its pricing FAQ gives a starting point of $4,000 a month on a prepaid annual contract.

• Best fit: Enterprise B2B support teams.

3. Level AI

Level AI scores 100% of interactions and its VoC Insights module finds themes and root causes across conversations and surveys. Its iCSAT model infers a satisfaction score for every conversation.

Why teams pick it:

• Plain-language questions answered with data.

• QA and VoC on the same dataset.

• Watch out for: Built for contact centers; review sites aren't among its sources.

• Integrations: Zendesk, Five9, Genesys, Amazon Connect and Talkdesk, plus connectors for the major CRMs.

  Pricing: Level AI doesn't publish prices.

• Best fit: High-volume contact centers in healthcare, finance and retail.

4. Observe.AI

Observe.AI analyzes 100% of voice and digital conversations for intent, sentiment and outcomes. Case Management stitches a customer's calls, chats and emails about one issue into a single record.

Why teams pick it:

• Auto QA tied to transcript moments.

• Masks sensitive data before any model sees it.

• Watch out for: Much of the product is AI agents that resolve requests, so trend reporting alone may be overkill.

• Integrations: Amazon Connect, Five9, Avaya, 8x8 and Freshdesk, plus 250+ integrations and a public API.

  Pricing: Not published.

• Best fit: Voice-heavy contact centers in banking, insurance and healthcare.

5. Kapiche

Kapiche structures conversations from support, surveys, reviews and social into fields such as contact reason and estimated customer satisfaction (CSAT), and flags churn risk. It's SOC 2 certified.

Why teams pick it:

• Compares contact reasons across channels.

• Unlimited viewer seats on listed plans.

• Watch out for: Row and creator-seat limits per plan; transcription isn't included.

• Integrations: Zendesk, SurveyMonkey, Trustpilot, Slack and Snowflake, plus connectors for the major helpdesks and CRMs.

  Pricing: Bronze from $2,000 a month; higher tiers quoted.

• Best fit: Insights and support teams tracking contact reasons and churn.

6. Siena Insights

Siena Insights is the former Idiomatic, now part of commerce AI agent company Siena AI. It pings Slack when a topic surges and tracks what each ticket type costs to resolve.

Why teams pick it:

• Slack anomaly alerts.

• Puts a dollar figure on recurring issues.

• Watch out for: Its parent's main product is AI agents, so ask about the analytics roadmap.

• Integrations: Shopify, Gorgias, Zendesk, Kustomer and Gladly, plus connectors for the major helpdesks and a public API.

  Pricing: Insights is quoted; Siena's $750 monthly fee covers its agent platform.

• Best fit: Ecommerce and consumer brands.

7. Rippit (formerly MaestroQA)

Rippit is MaestroQA's new name as of September 2026. You describe an agent in plain language, and it reads 100% of support conversations to score quality, find contact drivers or flag churn language.

Why teams pick it:

• Free plan to start.

• No markup on AI credits.

• Watch out for: Its launch post names only two help desk connections today, Zendesk among them.

• Integrations: Zendesk, Decagon, HubSpot, Slack and Snowflake, plus connectors for the major helpdesks and CRMs.

  Pricing: Free plan with 100 agent runs a month; paid from $185 a month.

• Best fit: Zendesk teams that want QA and contact drivers without an engineer.

8. Keatext

Keatext combines surveys, reviews and support tickets into AI dashboards of themes, sentiment and satisfaction drivers. Intuit, Lenovo and Hilton are listed users.

Why teams pick it:

• Prices aren't hidden behind a demo.

• Free two-week proof of concept on your data.

• Watch out for: Basic caps at 10,000 records a year and Pro at 20,000; app integrations are an add-on.

• Integrations: SurveyMonkey, QuestionPro, Alchemer, Zendesk and ServiceNow, plus 400+ more feedback platforms through Tray.io, connectors for the major helpdesks and CRMs and a public API.

  Pricing: $550, $999 or from $1,650 a month.

• Best fit: Mid-size CX teams with moderate ticket volume.

9. Genesys Cloud CX

Genesys Cloud CX is a contact center platform whose every plan includes speech and text analytics, with QA tools from CX 2.

Why teams pick it:

• Analytics come in the same contract.

• Published list prices.

• Watch out for: You're buying a contact center, priced per user, to get the analytics.

• Integrations: ServiceNow, Microsoft Dynamics, Zendesk, Microsoft Teams and Zoom, plus 600+ apps in the AppFoundry Marketplace, connectors for the major CRMs and a public API.

  Pricing: CX 1 at $75 up to CX 4 at $240 per user monthly, on annual billing.

• Best fit: Teams already moving phones and chat to Genesys.

10. Freshdesk

Freshdesk has built-in reporting on every plan. Freddy AI Insights, on Enterprise, flags metric changes across channels with a root cause attached, and Conversational Insights builds reports from questions.

Why teams pick it:

• Public prices and a free trial.

• Stays inside your help desk.

• Watch out for: AI Insights is Enterprise-only.

• Integrations: Slack, Microsoft Teams, Jira, Shopify and Freshsales, plus 1,000+ apps in the Freshworks Marketplace, connectors for the major CRMs and a public API.

  Pricing: $19, $55 or $89 per agent per month, billed annually.

• Best fit: Freshdesk Enterprise customers.

11. ServiceNow CSM

ServiceNow Customer Service Management (CSM) adds sentiment analysis through Task Intelligence and alerts on unusual service metrics through Performance Analytics.

Why teams pick it:

• Same platform as the rest of ServiceNow.

• Sentiment can set case priority.

• Watch out for: Finding themes in case text means training models; quote-only.

• Integrations: Integration Hub connects hundreds of enterprise apps through prebuilt spokes, plus REST and SOAP steps for anything else.

  Pricing: Custom quote.

• Best fit: Enterprises standardized on ServiceNow.

12. Zendesk

Zendesk pairs prebuilt dashboards with an analyst copilot that gives cited answers and real-time anomaly monitoring. Intelligent Triage classifies every ticket by customer need.

Why teams pick it:

• Native, with no new vendor.

• 14-day free trial.

• Watch out for: Intelligent Triage sits on the top Suite tier, and feedback held outside Zendesk needs another tool.

• Integrations: Jira, Slack, Shopify, Klaviyo and Pipedrive, plus 1,800+ apps in the Zendesk Marketplace, connectors for the major CRMs and a public API.

  Pricing: $19 to $115 per agent per month, paid yearly; Copilot is $50 extra.

• Best fit: Teams already on Zendesk.

13. Zoho Desk

Zoho Desk's Zia auto-tags tickets, reads sentiment, shows trending tags and warns when ticket volume rises unusually.

Why teams pick it:

• Cheapest paid entry on this list, tied with HubSpot.

• Free edition for three users.

• Watch out for: Zia starts on the Professional plan.

• Integrations: Zoho CRM, HubSpot, Slack, Microsoft Teams and Jira, plus connectors for the major CRMs, Zapier and a public API.

  Pricing: $7 to $40 per user per month, billed annually; Zia from $23.

• Best fit: Small and mid-size support teams.

14. HubSpot Service Hub

HubSpot Service Hub reports on team performance and satisfaction, runs NPS and CSAT surveys, and keeps tickets in the same CRM as sales data.

Why teams pick it:

• Free for two users.

• Support data next to deal records.

• Watch out for: Its analytics page doesn't describe grouping tickets by topic, and higher tiers carry onboarding fees.

• Integrations: Slack, Microsoft Teams, Gmail, Outlook and Shopify, plus connectors for the major CRMs, Zapier and a public API.

  Pricing: $7 to $150 per seat per month, billed annually, plus $1,500 or $3,500 onboarding on Professional and Enterprise.

• Best fit: HubSpot CRM customers.

What ticket analytics tools cost

Help desks and Genesys charge per agent, user or seat, so a 50-agent team on Freshdesk Enterprise pays $53,400 a year at list, and every product or leadership viewer needs a seat. Specialists price on volume: Unwrap from $24,000 a year with no seat fees, SupportLogic from $4,000 a month on a prepaid annual contract, Kapiche from $2,000 a month, Keatext from $550 and Rippit from $185. Level AI, Observe.AI, ServiceNow and Siena quote on request.

Support ticket analytics buying checklist

• Load a month of your own tickets, not demo data.

• Ask whether you'll have to build and maintain the tag list.

• Click from a trend to the tickets behind it.

• Ask how fast a new issue triggers an alert, and where it lands.

• Check which of your channels connect natively.

Mistakes to avoid with support ticket analytics

• Expecting a QA scorer to explain rising volume.

• Trusting agent-picked dropdown tags.

• Ranking issues by count and ignoring revenue.

• Stopping at the dashboard instead of feeding the product backlog.