Four of fourteen models named Orum first on the direct prompt; zero named JustCall. Orum was named by twelve of the fourteen models and JustCall by thirteen and Orum carries 29 labels and JustCall 38, so the shares are not directly comparable.
Named in one category this edition.
Named in six 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 sales dialers and calling page.
Across every category in the November 2026 Edition, Orum and JustCall were named in the same answer thirty-eight times, of the 91 answers naming Orum and the 165 naming JustCall. In those answers JustCall took the first choice three times and Orum six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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 eight in this category shown.
“Avoid high-minimum tools like Orum or Nooks (~$250-400+/user) if budget-constrained.” Grok 4.20 · budget prompt · hard negative
“Multi-line/parallel dialing (Nooks, Orum) is only worth it if you're running high-volume SDR blitzes” DeepSeek V4 Flash · direct prompt · soft negative
“Consider these for very high-volume prospecting ... justify substantially higher pricing” Perplexity Sonar · paraphrase prompt · soft negative
“Choose an AI Parallel Dialer (Orum/Nooks) if you have a high volume of unverified cold leads, low connect rates, and dedicated SDRs.” Gemini 3.5 Flash · comparative prompt · first choice
“My quick picks: Orum or Nooks for high-volume SDR prospecting” GPT-6 Luna · comparative prompt · first choice
“Best for high-volume outbound SDR teams: Nooks or Orum.” GPT-5.4 mini · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“often cited as "overpriced legacy tech" with outdated interfaces and glitchy calling experiences” Mistral Small · negative prompt · hard negative
“Verdict: Cautious; strong SMS features but weak call/tech support.” DeepSeek V4 Flash · negative prompt · soft negative
“JustCall stands out as one of the most affordable options, starting at $49 per user per month and being the lowest entry point” Claude Haiku 4.5 · budget prompt · first choice
“For most SMB outbound teams: Start with JustCall or CloudTalk for balance of features and cost.” Grok 4.20 · comparative 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.