Four of fourteen models named New Relic Applied Intelligence first on the direct prompt; two named LogicMonitor. New Relic Applied Intelligence was named by thirteen of the fourteen models and LogicMonitor by eight and New Relic Applied Intelligence carries 45 labels and LogicMonitor 12, so the shares are not directly comparable.
Named in one category this edition.
Named in seven categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the aiops platforms page.
| Model | DirectNR | ParaphraseNR | ComparativeNR | Budget-constrainedNR | Scale-constrainedNR | NegativeNR |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | NR | NR | ||||
| GPT-5.4 mini | NR | NR | ||||
| Gemini 3.5 Flash | NR | NR | ||||
| Perplexity Sonar | NR | |||||
| Grok 4.20 | NR | NR | NR | NR | NR | |
| Mistral Small | NR | NR | ||||
| DeepSeek V4 Flash | NR | NR | ||||
| Llama 4 Maverick | NR | NR | ||||
| Qwen 3.7 Flash | NR | NR | ||||
| Kimi K2 | NR | NR | NR | NR | ||
| GLM 4.7 FlashX | NR | NR | NR | |||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | NR | NR | ||||
| Muse Glimmer 30B | NR | NR |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Pricing can escalate with full-stack usage, and AI features ... are sometimes seen as "basic"” Grok 4.20 · negative prompt · soft negative
“often struggle with the "black box" nature of their own AI models” GLM 4.7 FlashX · negative prompt · soft negative
“typically heavier/pricier for smaller mid-market teams” Muse Glimmer 30B · direct prompt · soft negative
“New Relic and Site24x7 are frequently recommended due to their balance of features, ease of use, and scalability” Mistral Small · direct prompt · first choice
“New Relic and Site24x7 are excellent starting points, especially with their free tiers or low starting prices.” Mistral Small · budget prompt · first choice
“Start with New Relic's free tier or Site24x7's $10/month plan if you want immediate value with minimal setup.” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid for tight budgets: ... LogicMonitor” Grok 4.20 · budget prompt · hard negative
“these platforms may still require significant manual tuning and human oversight” GLM 4.7 FlashX · negative prompt · soft negative
“Select Datadog if your culture is DevOps and cloud-native. * Select LogicMonitor if your environment is hybrid IT and ITOps-focused.” Gemini 3.5 Flash · direct prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.