# ZipRecruiter vs Broadbean: which do AI models recommend for job advertising, October 2026

HR AI Recommendation Index, October 2026 Edition, Job advertising and distribution. Zero of fourteen models named ZipRecruiter first on the direct prompt; zero named Broadbean. Page: https://hr-ai-index.com/talent/job-advertising-and-distribution/ziprecruiter-vs-broadbean/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ZipRecruiter | 2% | #6 of 14 | 24% | 21 | 12 of 14 |
| Broadbean | 2% | #7 of 14 | 9% | 11 | 9 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: neither named (first choices: Joveo) (alternatives: Appcast, JobTarget)
- GPT-5.4 mini: neither named (first choices: Joveo) (alternatives: Appcast, JobTarget, Talroo, Veritone Hire)
- Gemini 3.5 Flash: neither named (first choices: Adway) (alternatives: JobTarget, Joveo, Veritone Hire)
- Perplexity Sonar: neither named (first choices: StackAdapt) (alternatives: 6sense, Appcast, Demandbase)
- Grok 4.1 Fast: neither named (first choices: PandoLogic) (alternatives: Appcast, Recruitics)
- Mistral Small: neither named (first choices: Adaptive Talent) (alternatives: JobAdX, TalentBurst)
- DeepSeek V4 Flash: neither named (first choices: Appcast) (alternatives: Joveo, Talroo, VONQ)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Appcast) (alternatives: Joveo, LinkedIn Ads, Talroo)
- Kimi K2: neither named (first choices: Joveo) (alternatives: Appcast)
- GLM 4.7 FlashX: neither named (first choices: JobTarget) (alternatives: Appcast, Joveo, PandoLogic, Recruitics)
- MiniMax M2.5: neither named (first choices: Appcast, LinkedIn Talent Solutions) (alternatives: Adway, Indeed Programmatic, PandoLogic)
- GPT-6 Luna: neither named (first choices: JobTarget Programmatic+) (alternatives: Appcast)
- Muse Glimmer 30B: neither named (first choices: Joveo) (alternatives: Appcast)

## What the models said about ZipRecruiter

- "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)

## What the models said about Broadbean

- "buying a massive, standalone enterprise distribution tool (like Broadbean or Appcast) is often overkill and highly inefficient" (Gemini 3.5 Flash, paraphrase prompt, soft negative)
- "I'd recommend Broadbean if your priority is reliable multi-channel job distribution" (Perplexity Sonar, paraphrase prompt, first choice)
- "Excellent if you want a hybrid of traditional job posting (flat-fee boards) and programmatic performance-based posting in a single interface." (Gemini 3.5 Flash, scale prompt, alternative)
- "Broadbean is a solid alternative when repeatable feed-based multiposting is the priority." (Muse Glimmer 30B, budget prompt, alternative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.
