# New Relic vs Grafana Loki: which do AI models recommend for telemetry pipelines, October 2026

IT AI Recommendation Index, October 2026 Edition, Telemetry pipelines. One of fourteen models named New Relic first on the direct prompt; zero named Grafana Loki. Page: https://it-ai-index.com/operations/telemetry-pipelines/new-relic-vs-grafana-loki/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| New Relic | 3% | #6 of 14 | 11% | 18 | 11 of 14 |
| Grafana Loki | 2% | #8 of 14 | 0% | 15 | 12 of 14 |

## The direct prompt, model by model

- Muse Glimmer 30B: new relic first (first choices: Cribl Stream, New Relic) (alternatives: Datadog, Edge Delta, Grafana Cloud, Middleware.io, OpenTelemetry Collector, SigNoz, Uptrace)
- Grok 4.1 Fast: neither first, one named (first choices: OpenTelemetry Collector) (alternatives: ClickHouse Cloud, Grafana, Grafana Cloud, Grafana Loki, Honeycomb, Jaeger, Palo Alto Networks Cortex Cloud, Prometheus, SigNoz, Tempo, Thanos, Uptrace, Vector)
- DeepSeek V4 Flash: neither first, one named (first choices: Grafana Cloud, OpenTelemetry Collector) (alternatives: Cribl Stream, New Relic)
- GLM 4.7 FlashX: neither first, one named (first choices: Grafana Observability Stack) (alternatives: Datadog, Honeycomb, New Relic)
- Claude Haiku 4.5: neither named (alternatives: OpenTelemetry Collector)
- GPT-5.4 mini: neither named (first choices: OpenTelemetry Collector) (alternatives: Census, Google BigQuery, Hightouch, Looker, Metabase, RudderStack, Snowflake, Twilio Segment, dbt)
- Gemini 3.5 Flash: neither named (first choices: OpenTelemetry Collector, PostHog, RudderStack) (alternatives: BindPlane OP, Cribl Stream, Grafana Cloud, Honeycomb)
- Perplexity Sonar: neither named (first choices: Grafana Alloy) (alternatives: AWS Distro for OpenTelemetry, Datadog Observability Pipelines, Edge Delta)
- Mistral Small: neither named (first choices: OpenTelemetry Collector) (alternatives: Chronosphere Telemetry Pipeline, Grafana LGTM, OpenObserve, Vector)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Vector) (alternatives: Cribl Stream, OpenTelemetry Collector)
- Kimi K2: neither named (first choices: Cribl Stream, OpenTelemetry Collector) (alternatives: Fluent Bit, Vector)
- MiniMax M2.5: neither named (first choices: Vector) (alternatives: Datadog)
- GPT-6 Luna: neither named (first choices: Grafana Cloud, OpenTelemetry Collector) (alternatives: Datadog, Honeycomb)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.