Themes
What calls are about, and which subjects carry the pain. 23 themes appeared across 38 calls in this window.
Volume against sentiment?Each mark is a theme. Horizontal position is how many calls carried it; vertical position is the average sentiment of those calls. Marks are coloured on the same diverging scale as the vertical axis. Every value is also in the table below.
The uncomfortable quadrant is bottom-right: subjects that come up often and go badly.
What drives the feeling?Every scored transcript turn carries a driver. The bar is the share of that driver's turns the model scored negative, so a short bar means the subject comes up and generally goes fine.
Themes say what a call was about; drivers say what made it go the way it did.
Service reliability
Competitive alternative
Pricing and billing
Support experience
Product capability
Compliance reporting
Other
Onboarding and implementation
| Driver | Turns | Negative |
|---|---|---|
| Service reliability?Service availability and dependability: outages, downtime, incidents, loss of monitoring or visibility, degraded performance, and reliability concerns. Includes positive comments about stability and incident recovery, but not the handling of the incident by support. | 33 | 28 |
| Competitive alternative?Competition and alternatives: other vendors, competitor offers, switching, vendor reviews, or evaluations driven by dissatisfaction or better options. | 6 | 5 |
| Pricing and billing?Monetary factors: fees, charges, budget, affordability, contract terms, quotes, and commercial flexibility. Includes billing surprises and cost-based objections. | 17 | 11 |
| Support experience?The vendor's responsiveness and communication: speed and quality of responses, ticket handling, escalations, incident updates, transparency, honesty, and accountability. Includes both positive and negative experiences with support people. | 35 | 13 |
| Product capability?The product's functionality and performance: features, missing or broken capabilities, bugs, configuration, module behavior, and limitations. Includes praise for what works and requests for what doesn't, but not service outages or support interactions. | 58 | 18 |
| Compliance reporting?Compliance and audit workload: manual effort, evidence collection, report generation for SOC 2, HIPAA, PCI DSS, and other regulations, and the quality or ease of that reporting. | 46 | 13 |
| Other?Anything that does not fit the drivers above, including generic satisfaction or frustration without a more specific cause. | 16 | 0 |
| Onboarding and implementation?Getting started and rolling out: onboarding support, deployment, migration, phased implementation, and related effort, including both good and bad experiences. | 16 | 0 |
Reliability5 themes
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
Reliability?Calls about overall system reliability, availability, resilience, capacity, and performance, excluding specific outages or incident response. | 15 | 39% | -2.6 pts | +0.07 | 3 | 17 |
Incident Response?Calls about detecting, responding to, and reviewing incidents, including post-mortems and root cause analysis. | 6 | 16% | -26 pts | -0.17 | 2 | 6 |
Monitoring?Calls about system monitoring, alerting, and visibility tools and practices. | 5 | 13% | -7.9 pts | -0.60 | 3 | 6 |
Outage?Calls about active service outages or downtime events. | 5 | 13% | -2.6 pts | -0.60 | 4 | 5 |
Backup & Recovery?Calls about backing up data and restoring data after loss or corruption. | 2 | 5% | -7.9 pts | 0 | 1 | 3 |
Security & Compliance3 themes
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
Compliance?Calls about regulatory, audit, and security compliance obligations, reporting, and readiness. | 25 | 66% | +29 pts | +0.44 | 4 | 34 |
Identity & Access?Calls about identity, authentication, authorization, and access management including SSO, MFA, and provisioning. | 5 | 13% | -2.6 pts | +0.40 | 1 | 8 |
Security?Calls about security threats, vulnerabilities, certificates, and threat intelligence. | 2 | 5% | -2.6 pts | 0 | 0 | 2 |
Commercial4 themes
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
Renewal?Calls about contract renewals, churn risk, retention, and account expansion or cross-sell opportunities. | 12 | 32% | -11 pts | 0 | 5 | 13 |
Competition?Calls about competitive positioning, win-loss analysis, deal strategy, and evaluating competitors or alternative vendors. | 5 | 13% | +2.6 pts | -0.40 | 2 | 8 |
Billing?Calls about invoices, licensing fees, overages, and payment issues. | 2 | 5% | +5.3 pts | 0 | 1 | 4 |
Pricing?Calls about pricing, packaging, and price negotiations. | 1 | 3% | -5.3 pts | +1 | 0 | 1 |
Product4 themes
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
Product Roadmap?Calls about the product roadmap, planning, launch, release, and delivery of new capabilities. | 10 | 26% | +16 pts | +0.40 | 0 | 12 |
Engineering Process?Calls about engineering process, sprints, estimation, tech debt, scope, timeline, and project management. | 4 | 11% | -2.6 pts | +0.50 | 0 | 4 |
Product Quality?Calls about product defects, bugs, QA, and testing. | 3 | 8% | -2.6 pts | -0.33 | 1 | 3 |
Product Feedback?Calls about feedback on product features, including feature requests and suggestions. | 2 | 5% | -5.3 pts | +1 | 0 | 2 |
Customer Success3 themes
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
Onboarding?Calls about customer onboarding, adoption, configuration, demos, and initial product usage. | 6 | 16% | +13 pts | +0.83 | 0 | 6 |
Support?Calls about customer support interactions, escalations, workarounds, and support experience. | 5 | 13% | -13 pts | -0.20 | 2 | 5 |
Communication?Calls about communicating with customers or internally about status, notifications, and knowledge sharing. | 1 | 3% | -18 pts | 0 | 0 | 1 |
Operations3 themes
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
Infrastructure?Calls about infrastructure, architecture, deployment, upgrades, and system configuration. | 7 | 18% | +11 pts | -0.14 | 2 | 7 |
Integration?Calls about integrating systems via APIs, pipelines, and other connectivity work. | 5 | 13% | +2.6 pts | +0.40 | 1 | 5 |
Reporting?Calls about reporting, analytics, dashboards, and data visibility, excluding compliance-specific reporting. | 4 | 11% | +7.9 pts | +0.25 | 1 | 5 |
other1 theme
| Theme | Calls | Share?Share of all calls in this window that carried the theme. | vs prior?Change in share of calls against the previous window of equal length. | Sentiment | Negative?Calls carrying this theme that came out negative overall. | Issues?Individual issues logged under this theme. |
|---|---|---|---|---|---|---|
other?No shared value fits; the raw string is preserved in the fact table. | 5 | 13% | — | -0.20 | 2 | 5 |
A call can carry several themes, so shares add to more than 100%.