Three of twelve models named JobTarget first on the direct prompt; one named Appcast. JobTarget was named by eight of the twelve models and Appcast by eleven and JobTarget carries 15 labels and Appcast 27, 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 job advertising and distribution page.
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. Three of four in this category shown.
“JobTarget: Highly popular for mid-market companies; offers scalable programmatic tiers (like JobTarget360) and plays very well with mid-market ATS systems.” Gemini 3.5 Flash · scale prompt · first choice
“the best choice is usually JobTarget if you want programmatic job advertising with budget control and self-serve flexibility” GPT-5.4 mini · budget prompt · first choice
“JobTarget stands out as the best option for a company with a limited budget seeking a programmatic job advertising platform.” Grok 4.1 Fast · 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.
“Avoid enterprise-heavy ones like Joveo/Appcast—they excel at cost savings *at scale* ... but minimums are too high for limited budgets.” Grok 4.1 Fast · budget prompt · hard negative
“Best for large enterprise spend optimization: Appcast, Joveo, or Recruitics, but these are generally more enterprise-oriented” GPT-5.4 mini · budget prompt · soft negative
“carefully review their minimum spend limits to see if they fit a 500-person budget” Gemini 3.5 Flash · scale prompt · soft negative
“Appcast appears to be the most budget-friendly option with its low minimum spend ($200-300), pay-per-applicant model, and no software fees” Kimi K2 · budget prompt · first choice
“Appcast – largest publisher breadth, pay-per-application model, strong ATS integrations (best for mid-size→enterprise breadth)” DeepSeek V4 Flash · scale prompt · first choice
“### 1. Appcast ... Best for: Small businesses wanting performance-based pricing with low upfront costs” MiniMax M2.5 · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.