# Observability platforms: 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 a mid-market B2B company. Page: https://www.gane.ai/index/it/operations/observability-platforms

**Standing:** Grafana leads with 32% of first choices; verdict contested. 59 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Grafana](https://www.gane.ai/index/it/vendors/grafana/index.md) | 32% | 4% | 74 |
| 2 | [Datadog](https://www.gane.ai/index/it/vendors/datadog/index.md) | 27% | 37% | 76 |
| 3 | [New Relic](https://www.gane.ai/index/it/vendors/new-relic/index.md) | 25% | 20% | 69 |
| 4 | [SigNoz](https://www.gane.ai/index/it/vendors/signoz/index.md) | 5% | 3% | 29 |
| 5 | [Prometheus](https://www.gane.ai/index/it/vendors/prometheus/index.md) | 5% | 12% | 16 |
| 6 | [Honeycomb](https://www.gane.ai/index/it/vendors/honeycomb/index.md) | 2% | 0% | 29 |
| 9 | [Elastic Observability](https://www.gane.ai/index/it/vendors/elastic-observability/index.md) | 0% | 4% | 25 |
| 10 | [Chronosphere](https://www.gane.ai/index/it/vendors/chronosphere/index.md) | 0% | 0% | 11 |
| 71 | [Dynatrace](https://www.gane.ai/index/it/vendors/dynatrace/index.md) | 0% | 42% | 45 |
| 72 | [Splunk Observability Cloud](https://www.gane.ai/index/it/vendors/splunk-observability-cloud/index.md) | 0% | 50% | 38 |

Rank is by share of first choices among all 72 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, Grafana, New Relic
- GPT-5.4 mini: New Relic; alternatives Datadog, Grafana
- Gemini 3.5 Flash: Datadog; alternatives Grafana, Honeycomb, New Relic
- Perplexity Sonar: Datadog; alternatives Grafana, New Relic, SigNoz
- Grok 4.20: Datadog; alternatives Grafana, LogicMonitor, New Relic
- Mistral Small: Datadog, New Relic; alternatives Grafana, IBM Instana
- DeepSeek V4 Flash: Datadog; alternatives Grafana, Honeycomb, New Relic, SigNoz
- Llama 4 Maverick: Datadog; alternatives New Relic, SigNoz, SolarWinds Observability
- Qwen 3.7 Flash: Datadog; alternatives Dynatrace, New Relic
- Kimi K2: Grafana, Honeycomb
- GLM 4.7 FlashX: Datadog, New Relic; alternatives Splunk Observability Cloud
- MiniMax M2.5: Grafana, LogicMonitor; alternatives Cribl Stream, Datadog
- GPT-6 Luna: Datadog; alternatives Grafana, New Relic
- Muse Glimmer 30B: Datadog; alternatives Grafana, LogicMonitor, New Relic

## Sources the answers cite

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

- newrelic.com: 29 answers, 48 citations
- grafana.com: 27 answers, 47 citations
- g2.com: 23 answers, 25 citations
- reddit.com: 19 answers, 32 citations
- dotcom-monitor.com: 19 answers, 19 citations
- github.com: 16 answers, 27 citations
- coralogix.com: 16 answers, 24 citations
- sherlocks.ai: 15 answers, 15 citations

Pages named in the most answers:

- https://dotcom-monitor.com/blog/best-observability-tools (19 answers)
- https://coralogix.com/guides/observability/observability-platforms (13 answers)
- https://sherlocks.ai/blog/how-to-choose-observability-platform-2026 (13 answers)
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders (12 answers)
- https://dupple.com/learn/best-observability-platforms (11 answers)
- https://g2.com/articles/best-observability-tools (11 answers)
- https://last9.io/blog/best-observability-tools (11 answers)
- https://trustradius.com/categories/full-stack-observability?company-size=mid-sized (11 answers)
- https://groundcover.com/guides/observability-platforms-cost-predictability (10 answers)
- https://logz.io/learn/observability-tools-platforms-guide (10 answers)

## Warned against

- Datadog: 28 of 76 labels negative. "Alternatives to Avoid on Tight Budgets: High-end leaders like Datadog or Splunk excel in features but often lead to bill shock" (Grok 4.20, budget prompt)
- Dynatrace: 19 of 45 labels negative. "Tools to Avoid on a Limited Budget * Datadog / Dynatrace / AppDynamics:" (Gemini 3.5 Flash, budget prompt)
- Splunk Observability Cloud: 19 of 38 labels negative. "Alternatives to Avoid on Tight Budgets: High-end leaders like Datadog or Splunk ... often lead to bill shock without strict governance." (Grok 4.20, budget prompt)
- New Relic: 14 of 69 labels negative. "New Relic (November 2023): Security breach involving unauthorized access to staging environment, credential theft, and social engineering." (MiniMax M2.5, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Grafana at 32%.

- Datadog: 18% to 27%, +9. Inside the floor by 2 points · rank 3 → 2 of 72.
- Grafana: 27% to 32%, +5. Inside the floor by 6 points · rank 1 of 72, unchanged.
- OpenObserve: 5% to 0%, −5. Inside the floor by 6 points · rank 5 → 15 of 72.
- SigNoz: 8% to 5%, −3. Inside the floor by 8 points · rank 4 of 72, unchanged.
- Prometheus: 2% to 5%, +3. Inside the floor by 8 points · rank 9 → 5 of 72.
- New Relic: 27% to 25%, −2. Inside the floor by 9 points · rank 2 → 3 of 72.
- Chronosphere: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 10 of 72.
- Dynatrace: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 71 of 72.
- Honeycomb: 2% to 2%, ±0. Inside the floor by 11 points · rank 8 → 6 of 72.
- Elastic Observability: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 → 9 of 72.
- Splunk Observability Cloud: 0% to 0%, ±0. Inside the floor by 11 points · rank 55 → 72 of 72.

## 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.