Nooks vs Orum
Two of twelve models named Nooks first on the direct prompt; two named Orum. Both were named by all twelve models and Nooks carries 31 labels and Orum 37, so the shares are not directly comparable.
Named in five categories 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
NooksFirst choices, of twelve modelsOrum
Across every category in the September 2026 Edition, Nooks and Orum were named in the same answer fifty-three times, of the 82 answers naming Nooks and the 85 naming Orum. In those answers Orum took the first choice three times and Nooks two.
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 | | |
Nooks Orum first choice named as an alternative argued againstblank: not namedEach cell is one answer, Nooks on the left and Orum on the right.The direct prompt
Both were the first choice
2 of 12 modelsThe answer named them together, and the judge labeled each a first choice.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
Nooks0%#– of 9Orum0%#9 of 9What the models said about Nooks
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“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
“Orum / Nooks (When used on unverified lists)... you must be cautious about their *pricing structure* and *data usage*.” Gemini 3.5 Flash · negative prompt · soft negative
“criticized for high abandoned call rates (>3% FTC limit), risking TCPA fines” Grok 4.1 Fast · negative prompt · soft negative
“Funded, high-volume SDR org → Orum (volume) or Nooks (coaching + virtual salesfloor).” DeepSeek V4 Flash · direct prompt · first choice
“Nooks is Orum's primary rival... Best For: Fast-growing mid-market companies” Gemini 3.5 Flash · paraphrase prompt · first choice
“Nooks (G2: 4.8/5, leader in auto-dialer) – Best for 10+ rep SDR teams” Grok 4.1 Fast · 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.
“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.