# Observability platforms for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "observability platform" and as "full-stack monitoring platform for logs, metrics and traces", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/operations/observability-platforms/2026-11/enterprise

**Standing:** Datadog leads with 38% of first choices; verdict contested. 61 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Datadog](https://www.gane.ai/index/it/vendors/datadog/index.md) | 38% | 30% | 74 |
| 2 | [Dynatrace](https://www.gane.ai/index/it/vendors/dynatrace/index.md) | 31% | 9% | 67 |
| 3 | [New Relic](https://www.gane.ai/index/it/vendors/new-relic/index.md) | 16% | 21% | 67 |
| 4 | [groundcover](https://www.gane.ai/index/it/vendors/groundcover/index.md) | 7% | 0% | 10 |
| 5 | [Grafana](https://www.gane.ai/index/it/vendors/grafana/index.md) | 2% | 12% | 52 |
| 6 | [Elastic Observability](https://www.gane.ai/index/it/vendors/elastic-observability/index.md) | 2% | 3% | 31 |
| 7 | [Chronosphere](https://www.gane.ai/index/it/vendors/chronosphere/index.md) | 2% | 4% | 24 |
| 8 | [Splunk Observability Cloud](https://www.gane.ai/index/it/vendors/splunk-observability-cloud/index.md) | 2% | 31% | 52 |
| 10 | [Honeycomb](https://www.gane.ai/index/it/vendors/honeycomb/index.md) | 0% | 6% | 18 |
| 11 | [Grafana Labs](https://www.gane.ai/index/it/vendors/grafana-labs/index.md) | 0% | 0% | 13 |

Rank is by share of first choices among all 78 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Datadog; alternatives Dynatrace, New Relic, Splunk Observability Cloud
- GPT-5.4 mini: Datadog, Dynatrace; alternatives New Relic
- Gemini 3.5 Flash: Datadog; alternatives Dynatrace, Grafana, New Relic
- Perplexity Sonar: Datadog; alternatives Dynatrace, Grafana, Honeycomb, New Relic
- Grok 4.20: Datadog, Dynatrace; alternatives Chronosphere, Elastic Observability, Grafana Labs, New Relic
- Mistral Small: Datadog; alternatives Dynatrace, New Relic
- DeepSeek V4 Flash: Datadog, Dynatrace; alternatives Grafana, New Relic, Splunk Observability Cloud
- Llama 4 Maverick: Datadog; alternatives Dynatrace, Grafana, New Relic
- Qwen 3.7 Flash: Datadog, Dynatrace; alternatives Honeycomb, New Relic, Splunk Observability Cloud
- Kimi K2: Dynatrace; alternatives Datadog, Grafana Labs, Splunk Observability Cloud
- GLM 4.7 FlashX: Datadog; alternatives Dynatrace, Grafana, IBM Instana, New Relic
- MiniMax M2.5: Dynatrace, New Relic; alternatives Datadog, Grafana Labs
- GPT-6 Luna: Datadog; alternatives Dynatrace, Grafana
- Muse Glimmer 30B: Datadog; alternatives Chronosphere, Dynatrace, Elastic Observability, Grafana Labs

## Sources the answers cite

73 of 84 answers came back with a source list, from 13 of 14 models. Sites named in the most answers:

- newrelic.com: 35 answers, 80 citations
- splunk.com: 21 answers, 42 citations
- dynatrace.com: 20 answers, 35 citations
- grafana.com: 19 answers, 29 citations
- github.com: 19 answers, 25 citations
- research.oz.spotlightar.com: 17 answers, 18 citations
- openobserve.ai: 15 answers, 18 citations
- g2.com: 15 answers, 17 citations

Pages named in the most answers:

- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders (16 answers)
- https://guideflow.com/blog/observability-software (12 answers)
- https://sherlocks.ai/blog/how-to-choose-observability-platform-2026 (12 answers)
- https://techvendorindex.com/compare/best-observability-for-enterprise (12 answers)
- https://groundcover.com/guides/observability-platforms-cost-predictability (11 answers)
- https://metoro.io/blog/enterprise-observability-tools (11 answers)
- https://dotcom-monitor.com/blog/best-observability-tools (10 answers)
- https://dupple.com/learn/best-observability-platforms (10 answers)
- https://newrelic.com/info/blog/decision-guide/how-to-choose-the-best-full-stack-observability-platform-for-your-enterprise (10 answers)
- https://practicallogix.com/observability-platforms-datadog-vs-new-relic-vs-grafana-vs-dynatrace-the-enterprise-guide (10 answers)

## Warned against

- Datadog: 22 of 74 labels negative. "Avoid for Predictable Billing: ... Platforms with complex formulas (like Datadog's log event calculations that can add $2.50-$3.75 per million events)" (MiniMax M2.5, budget prompt)
- Splunk Observability Cloud: 16 of 52 labels negative. "High costs and complex licensing ... TCO can be prohibitive without strict data management" (Grok 4.20, negative prompt)
- New Relic: 14 of 67 labels negative. "Avoid: New Relic (For High User Counts)" (Qwen 3.7 Flash, budget prompt)
- Grafana: 6 of 52 labels negative. "Avoid lighter/open-source combos (e.g., Prometheus + Grafana + Loki + Tempo + Jaeger)" (Grok 4.20, paraphrase prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Datadog at 38%.

- Dynatrace: 22% to 31%, +9. Inside the floor by 2 points · rank 2 of 78, unchanged.
- Splunk Observability Cloud: 8% to 2%, −6. Inside the floor by 5 points · rank 5 → 8 of 78.
- groundcover: 12% to 7%, −5. Inside the floor by 6 points · rank 4 of 78, unchanged.
- New Relic: 12% to 16%, +4. Inside the floor by 7 points · rank 3 of 78, unchanged.
- Honeycomb: 4% to 0%, −4. Inside the floor by 7 points · rank 6 → 10 of 78.
- Grafana: 0% to 2%, +2. Inside the floor by 9 points · rank 10 → 5 of 78.
- Chronosphere: 0% to 2%, +2. Inside the floor by 9 points · rank 11 → 7 of 78.
- Datadog: 37% to 38%, +1. Inside the floor by 10 points · rank 1 of 78, unchanged.
- Elastic Observability: 2% to 2%, ±0. Inside the floor by 11 points · rank 7 → 6 of 78.
- OpenObserve: 2% to 2%, ±0. Inside the floor by 11 points · rank 8 → 9 of 78.
- Grafana Labs: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 11 of 78.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.