One of twelve models named JustCall first on the direct prompt; two named Nooks. Both were named by all twelve models and JustCall carries 41 labels and Nooks 31, so the shares are not directly comparable.
Named in three categories 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.
Across every category in the September 2026 Edition, JustCall and Nooks were named in the same answer thirty-two times, of the 113 answers naming JustCall and the 82 naming Nooks. In those answers Nooks took the first choice five times and JustCall three.
| 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 |
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. Five of six in this category shown.
“complaints about a lengthy compliance process, broken sales-dialer behavior, and features not working as expected” GPT-5.4 mini · negative prompt · soft negative
“Good features but 2-seat min hurts solos. Dialer traffic may incur extras.” Grok 4.1 Fast · budget prompt · soft negative
“The Best All-Rounder: JustCall ... JustCall offers the lowest entry point for a platform that actually supports active outbound calling.” Qwen 3.7 Flash · budget prompt · first choice
“High-volume outbound (50-500 reps) | JustCall, Skipcall, Orum | Power + parallel dialing, better compliance tools” Kimi K2 · negative prompt · first choice
“JustCall is often the best fit for budget-conscious teams because it has entry-level plans starting very low” GPT-5.4 mini · budget prompt · first choice
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.