One of fourteen models named JobTarget first on the direct prompt; zero named Talroo. JobTarget was named by twelve of the fourteen models and Talroo by eight and JobTarget carries 26 labels and Talroo 10, so the shares are not directly comparable.
Named in one category 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 October 2026 Edition, JobTarget and Talroo were named in the same answer twelve times, of the 55 answers naming JobTarget and the 23 naming Talroo. In those answers Talroo took the first choice seven times and JobTarget one.
| 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 | ||||||
| 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.
“best overall for automated programmatic distribution plus attribution-ready reporting, but it is generally more oriented to larger teams” Muse Glimmer 30B · budget prompt · soft negative
“may overkill pricing/setup for most SMBs” Grok 4.1 Fast · paraphrase prompt · soft negative
“Highly geared toward mid-market teams managing 15 to 50 concurrent openings, offering flexible budgeting and unified analytics.” Gemini 3.5 Flash · scale prompt · first choice
“My default recommendation is JobTarget, especially if you hire steadily and want job distribution with budget optimization” GPT-6 Luna · paraphrase prompt · first choice
“JobTarget stands out as the best programmatic job advertising platform for companies with limited budgets.” 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. Three of four in this category shown.
“with Talroo the stronger pick if you want the most budget control and pay-for-results style spending” Perplexity Sonar · budget prompt · first choice
“If your budget is truly limited, Talroo or JobTarget are the most accessible entry points” Kimi K2 · budget prompt · first choice
“Talroo is often the easiest entry point for small businesses (starting around $500/month)” DeepSeek V4 Flash · 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.