Allo vs Nooks
Zero of twelve models named Allo first on the direct prompt; two named Nooks. Allo was named by eleven of the twelve models and Nooks by twelve and Allo carries 12 labels and Nooks 31, so the shares are not directly comparable.
Named in one category this edition.
Named in five 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 modelsNooks
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 Nooks first choice named as an alternative argued againstblank: not namedEach cell is one answer, Allo on the left and Nooks on the right.The direct prompt
Nooks 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
5 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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 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
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.