Grafana vs Zipkin
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Grafana is the stronger AI pick in Observability: it has a visibility score of 47.8 versus 0.3 for Zipkin, and ranks ahead in 100% of the answers that name both.
Choose Grafana if…
- You want the brand AI engines rank higher (47.8 vs 0.3)
- AI answers describe it more positively (46% vs 0% positive)
- You need FedRAMP or NATSEC100 or PCI DSS or SOC 2 Type II or GDPR or ISO 27001 or CSA STAR coverage
- Permanent free tier
Choose Zipkin if…
No clear advantage in the published data.
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Grafana | Zipkin |
|---|---|---|
| Visibility score | 47.8% | 0.3% |
| Change vs last week | New | New |
| Rank in Observability | #2 | #36 |
| Share of voice | 9.8% | 0.1% |
| Mentions this run | 58 | 1 |
| Positive in AI answers | 46% | 0% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Grafana 0pp · Zipkin 0pp over 0 weekly runs.
Engine by engine
Grafana leads on 3 of 3 engines
Head to head in AI answers
1 engine answers name both brands
| Prompt | Engine | Grafana | Zipkin |
|---|---|---|---|
| What should an observability platform integrate with? | ChatGPT | #5 | #8 |
Features, pricing & fit
| Dimension | Grafana | Zipkin |
|---|---|---|
| Pricing model | Usage-based | — |
| Entry price | Free; paid from $19 / mo | — |
| Free plan | Yes | — |
| Deployment | Fully managed Grafana Cloud on Public Cloud, Federal Cloud or Bring Your Own Cloud, plus self-managed Grafana Enterprise | Self-hosted: run the self-contained executable jar or the openzipkin/zipkin Docker image. The server requires JRE 17 or newer and serves the UI on port 9411 by default. |
| Compliance | FedRAMP, NATSEC100, PCI DSS, SOC 2 Type II, GDPR, ISO 27001, CSA STAR | — |
| Support | Community support (Free plan), 8x5 email support (Pro plan), Premium support (Enterprise plan) | Zipkin Gitter chat channel, GitHub issues |
| Founded | 2014 | 2012 |
| Headquarters | New York, NY | — |
| Employees | 1,001–5,000 | — |
| Funding | Series E · $1100M raised | — |
| Best for | Teams that want open-standard observability without lock-in, from startups to Fortune 500 enterprises | Teams troubleshooting latency problems in service architectures |
Plans side by side
Zipkin
Pricing not available.
Pros and cons
Themes from the AI answers that mention each brand
Grafana
- Permanent free tier
- Open, composable, flexible platform
- Strong open-source, Prometheus and OpenTelemetry support
- Cost-effective, good value
- Managed hosting
- Complex multi-dimensional usage-based billing
- Self-hosting demands significant engineering maintenance
- Capped free-tier limits
Zipkin
Profile in progress.
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Grafana vs Zipkin”, https://slateindex.ai/compare/grafana-vs-zipkin, data of Nov 3, 2026. Licence: CC BY 4.0.