# LinkedIn: how AI models rank it, September 2026

HR AI Recommendation Index, September 2026 Edition. Named in 28 judge labels across 5 categories by 11 of 12 models. Page: https://hr-ai-index.com/vendors/linkedin/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Recruiting CRM and sourcing | 5% | 8 | 40% | 5 |
| Job advertising and distribution | 3% | 10 | 32% | 19 |
| Internal talent marketplace | 0% | 32 | 0% | 2 |
| Compensation benchmarking data | 0% | 140 | 100% | 1 |
| Talent intelligence | 0% | 53 | 0% | 1 |

## What the models said for it

- "While LinkedIn offers premium features, the free version still allows you to search for candidates and post jobs. The paid "Recruiter Lite" plan is more affordable" (Claude Haiku 4.5, Recruiting CRM)
- "Stick to well-established, reputable job boards with strong verification systems, such as LinkedIn, Indeed, Monster, Glassdoor, and CareerBuilder." (Mistral Small, Job advertising)
- "LinkedIn (free basic version) is often the best starting point for candidate sourcing on a limited budget." (Grok 4.1 Fast, Recruiting CRM)
- "Stick to well-known boards with strong verification (LinkedIn, Glassdoor, FlexJobs is human-reviewed" (DeepSeek V4 Flash, Job advertising)

## And against it

- "Do not use them for making concrete compensation decisions regarding your 500 employees due to sample bias" (Qwen 3.7 Flash, Compensation benchmarkin)
- "Scams are commonly carried out through Facebook, Instagram, TikTok, WhatsApp, Telegram, LinkedIn, and similar channels, especially when the recruiter contacts you first." (Perplexity Sonar, Job advertising)
- "98 percent of scam vacancies analyzed were found on LinkedIn, though this doesn't mean LinkedIn itself is unsafe" (Claude Haiku 4.5, Job advertising)
- "Any tool that relies on scraping LinkedIn — LinkedIn restricts its API, so scraped profile data is often stale" (DeepSeek V4 Flash, Recruiting CRM)

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.