Zero of fourteen models named BackgroundChecks.com first on the direct prompt; one named Verified First. BackgroundChecks.com was named by twelve of the fourteen models and Verified First by ten and BackgroundChecks.com carries 20 labels and Verified First 14, 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 background screening 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. Five of six in this category shown.
“multiple customer reviews label it a "scam," citing canceled accounts after payment without delivering reports” Grok 4.1 Fast · negative prompt · hard negative
“Complaints about randomly locking users out of accounts” MiniMax M2.5 · negative prompt · soft negative
“For the tightest budget, BackgroundChecks.com appears to offer the lowest entry point at $24.99 per basic report with no contracts or fees.” MiniMax M2.5 · budget prompt · first choice
“The best background check provider for a company with a limited budget is BackgroundChecks.com, which offers a pay-as-you-go screening service” Llama 4 Maverick · budget prompt · first choice
“BackgroundChecks.com, Certn, and HireShield are recommended for lighter, pay-as-you-go needs” Mistral Small · 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.
“Verified First is the top choice for mid-market and enterprise teams prioritizing integrated efficiency, support, and partnership.” Muse Glimmer 30B · direct prompt · first choice
“For mid-market domestic companies (50–2,500 employees), Bchex and Verified First are specifically built for this category” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd recommend Verified First as the top choice for a mid-sized B2B company” GLM 4.7 FlashX · paraphrase 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.