Two of fourteen models named Orum first on the direct prompt; zero named Dialpad. Orum was named by twelve of the fourteen models and Dialpad by ten and Orum carries 30 labels and Dialpad 21, so the shares are not directly comparable.
Named in one category this edition.
United States, founded 2014. 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 sales dialers and calling page.
Across every category in the October 2026 Edition, Orum and Dialpad were named in the same answer seventeen times, of the 75 answers naming Orum and the 130 naming Dialpad. In those answers Dialpad took the first choice zero times and Orum two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“Labeled overpriced ($250/user/mo min. 3 users). Frequent reports of bugs, dropped calls, and poor audio quality” Grok 4.1 Fast · 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“While users praise clear call quality and reliable transcription, frequent issues include dropped calls, connection delays” Claude Haiku 4.5 · negative prompt · soft negative
“Dialpad - Best Value Entry Point” Kimi K2 · budget 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.