JustCall vs Orum
Three of fourteen models named JustCall first on the direct prompt; two named Orum. JustCall was named by fourteen of the fourteen models and Orum by twelve and JustCall carries 43 labels and Orum 30, so the shares are not directly comparable.
Named in seven categories 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 sales dialers and calling page.
By framing
JustCallFirst choices, of fourteen modelsOrum
Across every category in the October 2026 Edition, JustCall and Orum were named in the same answer thirty-seven times, of the 155 answers naming JustCall and the 75 naming Orum. In those answers Orum took the first choice four times and JustCall ten.
Every model, every framing
| 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 | | | | |
JustCall Orum first choice named as an alternative argued againstblank: not namedEach cell is one answer, JustCall on the left and Orum on the right.The direct prompt
JustCall first, Orum an alternative
3 of 14 modelsOrum was named in the answer but not as the choice, or not at all.Orum first, JustCall not the choice
2 of 14 modelsJustCall was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
JustCall37%#1 of 8Orum0%#8 of 8Orum7%#4 of 14JustCall4%#11 of 14What the models said about JustCall
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“"What I'd avoid for predictable cost at scale- Aircall, JustCall, CloudTalk, RingCentral"” Muse Glimmer 30B · negative prompt · hard negative
“Shortlist 3-5 (e.g., JustCall for balanced teams, Orum for parallel dialing, Aircall for phone-system integration).” Grok 4.20 · scale prompt · first choice
“### 1. JustCall ... Best For: Outbound teams of 50-500 sellers needing dialer, SMS, and AI on one platform” MiniMax M2.5 · comparative prompt · first choice
“JustCall or Kixie give the best balance of power dialing, SMS, and CRM integration at a moderate price.” DeepSeek V4 Flash · comparative prompt · first choice
What the models said about Orum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Labeled overpriced ($250/user/mo min. 3 users). Frequent reports of bugs, dropped calls, and poor audio quality” Grok 4.20 · negative prompt · hard negative
“Orum (parallel\u2011calling tool) | Poor connectivity and incorrect prospect matching disrupt calls.” GLM 4.7 FlashX · negative prompt · hard negative
“"Orum - Parallel dialing at scale creates massive compliance and reputation risks"” Muse Glimmer 30B · negative prompt · hard negative
“Best for High-Volume, High-Velocity Outbound: Orum or Nooks... It is the industry standard for parallel dialing.” Gemini 3.5 Flash · paraphrase prompt · first choice
“The enterprise-grade pioneer of AI parallel dialing... Unmatched connect rates due to its Living Data Network” Gemini 3.5 Flash · direct prompt · first choice
“The market is shifting toward AI-powered parallel dialers like Nooks and Orum for high-velocity B2B sales” Kimi K2 · 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.