Four of fourteen models named New Relic Applied Intelligence first on the direct prompt; two named PagerDuty AIOps. New Relic Applied Intelligence was named by thirteen of the fourteen models and PagerDuty AIOps by fourteen and New Relic Applied Intelligence carries 45 labels and PagerDuty AIOps 34, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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.
Across every category in the November 2026 Edition, New Relic Applied Intelligence and PagerDuty AIOps were named in the same answer fifty-eight times, of the 124 answers naming New Relic Applied Intelligence and the 96 naming PagerDuty AIOps. In those answers PagerDuty AIOps took the first choice three times and New Relic Applied Intelligence seven.
| 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. Six of eight in this category shown.
“I wouldn't start with PagerDuty AIOps on a tight budget” GPT-6 Luna · budget prompt · hard negative
“focuses on alert correlation but does not investigate root cause, execute remediation, or generate postmortems” Claude Haiku 4.5 · negative prompt · soft negative
“Be cautious if you want a standalone correlation product or your event volume is spiky.” GPT-6 Luna · negative prompt · soft negative
“Best pure AIOps on a limited budget: PagerDuty AIOps if your priority is incident management and alert noise reduction.” GPT-5.4 mini · budget prompt · first choice
“I'd generally recommend PagerDuty AIOps as the safest default choice for event correlation and noise reduction.” GPT-5.4 mini · paraphrase prompt · first choice
“Best All-Rounder & Fastest Time-to-Value: PagerDuty AIOps ... is usually the best fit for a mid-sized B2B.” Gemini 3.5 Flash · paraphrase 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.