Allo vs Orum
Zero of twelve models named Allo first on the direct prompt; two named Orum. Allo was named by eleven of the twelve models and Orum by twelve and Allo carries 12 labels and Orum 37, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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
AlloFirst choices, of twelve modelsOrum
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 4.1 Fast | | | | | ||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | |
Allo Orum first choice named as an alternative argued againstblank: not namedEach cell is one answer, Allo on the left and Orum on the right.The direct prompt
Orum first, Allo not the choice
2 of 12 modelsAllo was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 12 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
What the models said about Allo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“these dialers are generally more reliable: - Allo (4.7/5 on G2, single-line progressive, transparent pricing at $45/user)” DeepSeek V4 Flash · negative prompt · first choice
“Allo is the best overall value — a genuine power dialer starting at $32/user/month” DeepSeek V4 Flash · budget prompt · first choice
“Allo stands out as one of the best sales dialers (specifically a power/progressive dialer)” Grok 4.1 Fast · budget 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.
“Orum charges $250 per user per month with a minimum of 3 users ... users already call it overpriced. Additionally, there are complaints about software bugs, dropped calls, poor audio quality” Claude Haiku 4.5 · negative prompt · hard negative
“Nooks & Orum (Parallel Dialers) Biggest concerns: The structural "dead air" problem, spam flagging, and rapidly declining connect rates.” DeepSeek V4 Flash · negative prompt · hard negative
“Enterprise-focused, not budget-friendly” Kimi K2 · budget prompt · hard negative
“JustCall, Skipcall, Orum | Power + parallel dialing, better compliance tools” Kimi K2 · negative prompt · first choice
“Funded, high-volume SDR org → Orum (volume) or Nooks (coaching + virtual salesfloor).” DeepSeek V4 Flash · direct prompt · first choice
“#### 1. Orum ... Best for: High-volume B2B tech and enterprise SDR/BDR teams.” Gemini 3.5 Flash · 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.