{"slug":"new-relic","name":"New Relic","domain":"newrelic.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank New Relic #5 of 8 for observability platform for backends (one of 4 leaderboards it appears on). Source: https://modelsagree.com/product/new-relic (modelsagree.com, CC BY 4.0).","best_rank":5,"categories":4,"brief":{"category":"best-observability-platform-for-backends","title":"Best observability platform for backends","rank":5,"of":8,"top":"Datadog","day":"2026-07-19","why":[{"t":"Mature all-in-one platform","m":["Gemini","ChatGPT"],"q":"A mature all-in-one platform"},{"t":"Strong full-stack APM","m":["Grok","ChatGPT"],"q":"strong full-stack APM"},{"t":"Powerful unified querying","m":["Grok","ChatGPT"],"q":"a powerful unified query model"},{"t":"Generous, predictable pricing","m":["Grok","Gemini","ChatGPT"],"q":"simplified, predictable consumption-based pricing model"}],"gap":[{"t":"Best-in-class polish","m":["Claude","ChatGPT"],"q":"best-in-class polish"},{"t":"Broad out-of-the-box integrations","m":["Claude","Grok","ChatGPT","Gemini"],"q":"most comprehensive out-of-the-box integrations"},{"t":"Fast incident time-to-insight","m":["Claude","ChatGPT"],"q":"time-to-insight is unmatched"}],"fix":[{"t":"Simplify investigation experience","m":["ChatGPT","Gemini"],"q":"less consistently intuitive investigation experience"},{"t":"Make OpenTelemetry workflows more native","m":["Gemini"],"q":"fully migrating to standard OpenTelemetry workflows remains less native"},{"t":"Deepen integrations and innovation","m":["Grok"],"q":"deeper ecosystem integrations and faster innovation pace"}]},"entries":[{"slug":"best-observability-platform-for-backends","title":"Best observability platform for backends","rank":5,"of":8,"score":6,"appearances":3,"modelRanks":{"ChatGPT":5,"Gemini":4,"Grok":3},"reason":"developer-friendly NRQL querying, strong full-stack APM with generous free tier and good value for mid-to-large teams, solid OpenTelemetry support","reasons":[{"model":"Grok","reason":"developer-friendly NRQL querying, strong full-stack APM with generous free tier and good value for mid-to-large teams, solid OpenTelemetry support"},{"model":"Gemini","reason":"Offers a mature, all-in-one observability platform with a simplified, predictable consumption-based pricing model (per-user + ingestion volume) that avoids the complex SKU fragmentation of its competitors."},{"model":"ChatGPT","reason":"A mature all-in-one platform with capable APM, logs, infrastructure monitoring, distributed tracing, a powerful unified query model, and a generous entry point; a close call with Sentry when broad operations matter more than developer workflow."}],"fixes":[{"model":"ChatGPT","fix":"Product complexity, ingest economics, and a less consistently intuitive investigation experience weaken its value relative to the leaders."},{"model":"Gemini","fix":"The user interface can feel cluttered and sluggish, and fully migrating to standard OpenTelemetry workflows remains less native due to legacy agent dependencies."},{"model":"Grok","fix":"deeper ecosystem integrations and faster innovation pace to match Datadog's breadth"}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[5,5,5,4,5,5,6,8,4]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-14","to":"2026-07-15","added":[{"t":"broad operations over developer workflow","q":"a close call with Sentry when broad operations matter more than developer workflow"},{"t":"product complexity","q":"Product complexity"}],"dropped":[{"t":"user-based costs rise sharply","q":"user-based costs can rise sharply"}]}],"api":"https://modelsagree.com/api/v1/best/best-observability-platform-for-backends.json"},{"slug":"best-apm-for-microservices","title":"Best APM for microservices","rank":5,"of":7,"score":4,"appearances":2,"modelRanks":{"ChatGPT":5,"Grok":3},"reason":"Balanced full-stack observability with solid distributed tracing, consumption-based pricing that scales well, strong Kubernetes/microservices support and AI features without excessive complexity for mid-to-large teams.","reasons":[{"model":"Grok","reason":"Balanced full-stack observability with solid distributed tracing, consumption-based pricing that scales well, strong Kubernetes/microservices support and AI features without excessive complexity for mid-to-large teams."},{"model":"ChatGPT","reason":"Broad, approachable full-stack observability with capable distributed tracing, service maps, errors-inbox workflows, logs, infrastructure monitoring, OpenTelemetry ingestion, and useful deployment context."}],"fixes":[{"model":"ChatGPT","fix":"Data-ingest economics and product breadth can create cost-management and navigation friction at scale."},{"model":"Grok","fix":"Slightly less automated than Dynatrace in deepest enterprise scenarios (near-tie with Datadog on value; edged by broader platform ecosystem)."}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-07","2026-07-08","2026-07-09","2026-07-10","2026-07-14","2026-07-15"],"ranks":[4,5,4,5,3,3,6,6]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-14","to":"2026-07-15","added":[{"t":"OpenTelemetry ingestion","q":"OpenTelemetry ingestion"},{"t":"useful deployment context","q":"useful deployment context"},{"t":"navigation friction at scale","q":"navigation friction at scale"}],"dropped":[{"t":"Mature agents","q":"Mature agents"},{"t":"generous ingest allowance","q":"a generous ingest allowance"},{"t":"paid user tiers","q":"advanced platform usage combines ingest charges with paid user tiers"}]},{"model":"Grok","from":"2026-07-07","to":"2026-07-14","added":[{"t":"Kubernetes and microservices support","q":"strong Kubernetes/microservices support"},{"t":"Scales without excessive complexity","q":"consumption-based pricing that scales well, strong Kubernetes/microservices support and AI features without excessive complexity for mid-to-large teams"},{"t":"Broader platform ecosystem","q":"edged by broader platform ecosystem"}],"dropped":[{"t":"Rich context and service maps","q":"rich span context, service maps, and entity relationships"},{"t":"Generous free tier","q":"generous free tier"},{"t":"OpenTelemetry across diverse stacks","q":"solid OpenTelemetry support across diverse stacks"}]}],"api":"https://modelsagree.com/api/v1/best/best-apm-for-microservices.json"},{"slug":"best-metrics-and-monitoring-stack-for-kubernetes","title":"Best metrics and monitoring stack for Kubernetes","rank":5,"of":6,"score":3,"appearances":2,"modelRanks":{"ChatGPT":5,"Grok":4},"reason":"Strong unified observability with solid Kubernetes coverage plus eBPF Pixie for automatic service maps and metrics with minimal instrumentation; flexible NRQL, generous free tier, more predictable pricing than Datadog, and good OpenTelemetry support with solid infra-to-APM correlation.","reasons":[{"model":"Grok","reason":"Strong unified observability with solid Kubernetes coverage plus eBPF Pixie for automatic service maps and metrics with minimal instrumentation; flexible NRQL, generous free tier, more predictable pricing than Datadog, and good OpenTelemetry support with solid infra-to-APM correlation."},{"model":"ChatGPT","reason":"Strong Kubernetes integration, approachable full-stack observability, useful Prometheus and OpenTelemetry support, Pixie-powered troubleshooting, and flexible querying"}],"fixes":[{"model":"ChatGPT","fix":"Make Kubernetes navigation and root-cause workflows more cohesive"},{"model":"Grok","fix":"Infrastructure metrics depth and Kubernetes-specific automation/topology awareness lag behind Dynatrace or Datadog in complex or very large deployments; occasional UI clutter and ingest cost surprises in high-pod-churn environments."}],"updated":"2026-07-10","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10"],"ranks":[8,6,6,null,5]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-06-30","to":"2026-07-10","added":[{"t":"Prometheus support","q":"useful Prometheus and OpenTelemetry support"},{"t":"Pixie-powered troubleshooting","q":"Pixie-powered troubleshooting"}],"dropped":[{"t":"good developer workflow","q":"good developer workflow"},{"t":"simpler adoption","q":"simpler adoption than heavier enterprise tools"},{"t":"cost predictability","q":"cost predictability"}]}],"api":"https://modelsagree.com/api/v1/best/best-metrics-and-monitoring-stack-for-kubernetes.json"},{"slug":"best-log-management-platform-for-cloud-native-apps","title":"Best log management platform for cloud-native apps","rank":6,"of":8,"score":2,"appearances":2,"modelRanks":{"ChatGPT":5,"Gemini":5},"reason":"Developer-friendly setup, competitive usage-based pricing, a generous free tier, no-code parsing, and convenient correlation with APM, infrastructure, and distributed traces","reasons":[{"model":"ChatGPT","reason":"Developer-friendly setup, competitive usage-based pricing, a generous free tier, no-code parsing, and convenient correlation with APM, infrastructure, and distributed traces"},{"model":"Gemini","reason":"Simple pricing based on ingestion size, native OpenTelemetry support, and built-in eBPF instrumentation."}],"fixes":[{"model":"ChatGPT","fix":"Improve advanced log-search depth and query ergonomics to match Elastic and Splunk"},{"model":"Gemini","fix":"Overhaul the cluttered user interface to improve navigation speed."}],"updated":"2026-07-10","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-07","2026-07-08","2026-07-09","2026-07-10"],"ranks":[null,8,5,7,null,5]},"api":"https://modelsagree.com/api/v1/best/best-log-management-platform-for-cloud-native-apps.json"}],"page":"https://modelsagree.com/product/new-relic","check":"https://modelsagree.com/check?q=New%20Relic","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}