Seven of fourteen models named Appcast first on the direct prompt; four named JobTarget. Appcast was named by fourteen of the fourteen models and JobTarget by thirteen and Appcast carries 43 labels and JobTarget 29, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.
Across every category in the November 2026 Edition, Appcast and JobTarget were named in the same answer fifty-five times, of the 164 answers naming Appcast and the 71 naming JobTarget. In those answers JobTarget took the first choice twenty-three times and Appcast eleven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
“Avoid pure enterprise tools like Appcast (higher mins ~$200–300/campaign but often called expensive for small users)” Grok 4.20 · budget prompt · hard negative
“like Joveo or Appcast) typically require significant minimum spends ($50k–$100k/year) or complex sales cycles, making them difficult for SMBs” Qwen 3.7 Flash · budget prompt · soft negative
“The best programmatic job advertising platforms for a company with a limited budget are Appcast, Joveo, Broadbean, and JobTarget.” Llama 4 Maverick · budget prompt · first choice
“Low minimum campaign spend and cost-per-applicant: Appcast starting around $200-$300 minimum campaign spend with CPA bidding” Muse Glimmer 30B · budget prompt · first choice
“Appcast – Best Overall Value ... offers the best balance of low entry cost and proven performance-based optimization” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The best programmatic job advertising platforms for a company with a limited budget are Appcast, Joveo, Broadbean, and JobTarget.” Llama 4 Maverick · budget prompt · first choice
“For most mid-market B2B companies, JobTarget offers the best balance of automation, candidate quality, and ease of use.” DeepSeek V4 Flash · direct prompt · first choice
“JobTarget's programmatic job advertising platform stands out as the best option for a company with a limited budget.” Grok 4.20 · budget 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.