Zero of fourteen models named ZipRecruiter first on the direct prompt; zero named LinkedIn Jobs. ZipRecruiter was named by thirteen of the fourteen models and LinkedIn Jobs by fourteen and both carry 30 labels, so the shares below are directly comparable.
Named in six categories 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 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, ZipRecruiter and LinkedIn Jobs were named in the same answer sixty-one times, of the 109 answers naming ZipRecruiter and the 81 naming LinkedIn Jobs. In those answers LinkedIn Jobs took the first choice thirteen times and ZipRecruiter seven.
| 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. Four of five in this category shown.
“ZipRecruiter often sends automated mass invites that lead to high application volume but very low candidate quality” Gemini 3.5 Flash · negative prompt · soft negative
“Start with ZipRecruiter if your priority is immediate, broad reach with pay-per-click budget control” Muse Glimmer 30B · paraphrase prompt · first choice
“start with a combo: LinkedIn for targeted roles + Indeed/ZipRecruiter for volume” Grok 4.20 · comparative prompt · first choice
“If you want maximum applicants for the lowest effort: Choose ZipRecruiter.” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Scammers can post or impersonate employers on mainstream platforms too—including Indeed and LinkedIn—so treat the *listing and recruiter* as unverified until you check them.” GPT-6 Luna · negative prompt · soft negative
“extra cautious on any platform where anyone can post jobs easily—including big sites like Indeed, LinkedIn, and social media” GPT-5.4 mini · negative prompt · soft negative
“it's not immune—scammers create fake profiles or ads mimicking real companies... Privacy risks are higher due to data sharing.” Grok 4.20 · negative prompt · soft negative
“For Hard-to-Fill Corporate or Executive Roles: Choose LinkedIn to search for and proactively reach out to passive candidates” Gemini 3.5 Flash · comparative prompt · first choice
“LinkedIn is considered the best overall job search site due to its reach and networking opportunities” Llama 4 Maverick · comparative prompt · first choice
“For most employers, start with a combo: LinkedIn for targeted roles + Indeed/ZipRecruiter for volume.” Grok 4.20 · comparative 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.