Seven of fourteen models named Appcast first on the direct prompt; zero named Workable. Appcast was named by fourteen of the fourteen models and Workable by ten and Appcast carries 43 labels and Workable 12, so the shares are not directly comparable.
Named in two categories this edition.
Named in fourteen categories 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.
| 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
No label in this category carried a quote.
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.