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Best observability platform for backends

3 models · updated 2026-06-29

The verdict

Honeycomb leads — All 3 models rank Honeycomb the top startup.

Combined ranking

  1. 1
    Honeycomb—8 pts
    GPT #4Claude #4Gemini #2· Exceptional query performance for high-cardinality data and debugging complex distributed traces.

Not ranked (incumbents): Datadog, Dynatrace, Grafana Cloud, New Relic, Grafana Labs, Prometheus

By model

ChatGPT

  1. 1.Datadog
  2. 2.Dynatrace
  3. 3.Grafana Cloud
  4. 4.Honeycomb
  5. 5.New Relic

Claude

  1. 1.Datadog
  2. 2.Grafana Labs
  3. 3.New Relic
  4. 4.Honeycomb
  5. 5.Prometheus

Gemini

  1. 1.Datadog
  2. 2.Honeycomb
  3. 3.Grafana Cloud
  4. 4.Dynatrace
  5. 5.New Relic

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously