Observability AI visibility leaderboard
Observability tools help platform engineering teams monitor systems and find failures. Buyers increasingly start this search inside AI assistants, which narrow 45 vendors down to a shortlist of three to five.
- Datadog leads Observability with an AI visibility score of 69.5 and appears in 80% of AI answers about Observability (SlateIndex, Nov 3, 2026).
- AI engines named 45 Observability brands; Datadog, Grafana and New Relic hold 32% of all mentions.
- Datadog leads on all 3 engines.
- newrelic.com is the most cited source for Observability, with 7.8% of citations.
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Where vendors stand in Observability
8 brands shown: 2 Leaders, 2 Consensus Picks and 4 Challengers. Grafana and New Relic clear both lines.
| Brand | Mention rate | Citation authority | Answers citing own site | Position |
|---|---|---|---|---|
| Datadog | 80.2% | 32.3% | 21 of 65 | Consensus Pick |
| New Relic | 77.8% | 44.3% | 27 of 61 | Leader |
| Grafana | 71.6% | 41.4% | 24 of 58 | Leader |
| OpenTelemetry | 60.5% | 12.2% | 6 of 49 | Consensus Pick |
| Dynatrace | 58% | 32.6% | 15 of 46 | Challenger |
| Prometheus | 44.4% | 0% | 0 of 36 | Challenger |
| Splunk | 43.2% | 38.2% | 13 of 34 | Challenger |
| Elastic Observability | 35.8% | 0% | 0 of 29 | Challenger |
Leaderboard
Brands mentioned in AI answers in the weekly run of Nov 3. Every engine ranks Datadog first.
From audit to execution, Slate’s AEO team gets your brand into the answers buyers read.
Visibility score trend
Weekly runs over the last 60 days, top 8 brands. Click a name to hide or show its line.
Datadog leads Observability at 69.5%. Changes appear after the second weekly run.
Prompts in Observability
The buyer questions SlateIndex runs for this category every week.
Most cited sources
Where engines get their information when they answer Observability prompts.
| Source | Type | Share of citations | Citations | Prompts |
|---|---|---|---|---|
| newrelic.com | Brand site | 50 | 20 | |
| grafana.com | Brand site | 34 | 20 | |
| datadoghq.com | Brand site | 31 | 18 | |
| gartner.com | Analyst | 30 | 11 | |
| splunk.com | Brand site | 26 | 12 | |
| signoz.io | Brand site | 25 | 10 | |
| dynatrace.com | Brand site | 22 | 12 | |
| honeycomb.io | Brand site | 19 | 11 | |
| elastic.co | Web | 17 | 13 | |
| g2.com | Review site | 17 | 8 | |
| ciopages.com | Web | 14 | 10 | |
| dotcom-monitor.com | Web | 14 | 11 | |
| motadata.com | Web | 13 | 13 | |
| coralogix.com | Brand site | 11 | 10 | |
| metoro.io | Web | 9 | 8 | |
| dupple.com | Web | 7 | 6 | |
| sherlocks.ai | Web | 7 | 7 | |
| snowflake.com | Web | 7 | 6 | |
| techtarget.com | Web | 7 | 7 | |
| toolradar.com | Web | 7 | 6 | |
| costbench.com | Web | 6 | 5 | |
| github.com | Web | 6 | 2 | |
| opentelemetry.io | Brand site | 6 | 6 | |
| solarwinds.com | Brand site | 6 | 2 | |
| apica.io | Web | 5 | 5 |
All vendors in Observability
Every Observability brand tracked by SlateIndex.
Compare the leaders
Observability in AI answers: questions
Which Observability software do AI assistants recommend most?
Datadog, Grafana and New Relic are recommended most often. Datadog leads with an AI visibility score of 69.5 and appears in 80% of answers (data of Nov 3, 2026).
Which Observability tool do ChatGPT, Perplexity and Google AI Mode recommend?
ChatGPT puts Datadog first (78.7), Perplexity puts Datadog first (56.3) and Google AI Mode puts Datadog first (73.5).
Which sources do AI engines cite for Observability?
newrelic.com (7.8%), grafana.com (5.3%) and datadoghq.com (4.8%) are cited most often in answers about Observability.
How is the Observability ranking calculated?
SlateIndex asks ChatGPT, Perplexity and Google AI Mode 30 Observability buyer questions every week and scores each brand by how often and how high it appears in their answers. The methodology page has the formulas.
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Cite as: SlateIndex, “Observability AI visibility leaderboard”, https://slateindex.ai/category/observability, data of Nov 3, 2026. Licence: CC BY 4.0.