LightstepvsNew Relic
How 10 AI models weigh Lightstep against New Relic on the 1 buying question where both came up.
- Lightstep
- 4%of answers named it
- New Relic
- 100%of answers named it
- Placed higher
- 0–40times Lightstep vs New Relic, over 40 model rankings that listed either
- Models leaning
- 0–10toward Lightstep vs New Relic
Which models prefer which
Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 1 shared question, every wording
| Model | Lightstep | New Relic | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 0% | 100% | 0–4 | New Relic |
| GPT-6 Luna | 0% | 100% | 0–4 | New Relic |
| Gemini 4 Argon | 0% | 100% | 0–4 | New Relic |
| Qwen 3.8 Flash | 0% | 100% | 0–4 | New Relic |
| DeepSeek V4 Pro | 0% | 100% | 0–4 | New Relic |
| GLM-5.3 | 0% | 100% | 0–4 | New Relic |
| Kimi K3 | 0% | 100% | 0–4 | New Relic |
| MiniMax M3 | 0% | 100% | 0–4 | New Relic |
| Mistral Large 4 | 0% | 100% | 0–4 | New Relic |
| Nemotron 3 Ultra | 42% | 100% | 0–4 | New Relic |
What the models say about Lightstep
One reason per model, from the shared questions
- Nemotron 3 Ultra
Excellent distributed tracing and service-level observability for microservices
What the models say about New Relic
One reason per model, from the shared questions
- Claude Haiku 5.5
Mature full-stack observability with generous free tier and flexible pricing.
- GPT-6 Luna
Strong full-stack observability with broad integrations and flexible querying.
- Gemini 4 Argon
Comprehensive full-stack platform with powerful querying and generous developer-friendly tiers.
- Qwen 3.8 Flash
Full-stack observability with generous free tier
- DeepSeek V4 Pro
Mature all-in-one observability platform with strong AI-driven alerting and full-stack visibility.
- GLM-5.3
Pioneered full-stack observability, polished APM and strong developer UX.
- Kimi K3
Strong all-in-one platform with generous free tier and developer-friendly pricing.
- MiniMax M3
Strong APM with excellent full-stack visibility and analytics.
- Mistral Large 4
Strong APM and full-stack observability with excellent developer experience.
- Nemotron 3 Ultra
Full-stack observability, generous free tier, NRQL querying
Tracked since October 25, 2026. Each time the panel answers these questions again, both shares are added here.
Question by question
Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first
| Question | Lightstep | New Relic |
|---|---|---|
| Best observability tools | 4% #20 | 100% #1 |