Zero of fourteen models named Talroo first on the direct prompt; zero named ZipRecruiter. Talroo was named by eight of the fourteen models and ZipRecruiter by twelve and Talroo carries 10 labels and ZipRecruiter 21, so the shares are not directly comparable.
Named in one category this edition.
Named in four 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 4.1 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Even legitimate sites like Indeed, LinkedIn, and ZipRecruiter have scammers posting fake listings.” Kimi K2 · negative prompt · soft negative
“Indeed, LinkedIn, ZipRecruiter: Scammers post fakes here impersonating real companies” Grok 4.1 Fast · negative prompt · soft negative
“If you need to fill multiple general roles quickly: Use ZipRecruiter to blast your listing across the web” Gemini 3.5 Flash · comparative prompt · first choice
“I'd recommend ZipRecruiter as the top job posting distribution tool.” Grok 4.1 Fast · paraphrase prompt · first choice
“The go-to for Small to Medium Businesses (SMBs) needing immediate coverage.” Qwen 3.7 Flash · comparative prompt · alternative
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.