Zero of fourteen models named BackgroundChecks.com first on the direct prompt; one named HireRight. BackgroundChecks.com was named by twelve of the fourteen models and HireRight by thirteen and BackgroundChecks.com carries 20 labels and HireRight 34, 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.
Across every category in the October 2026 Edition, BackgroundChecks.com and HireRight were named in the same answer nineteen times, of the 60 answers naming BackgroundChecks.com and the 120 naming HireRight. In those answers HireRight took the first choice one time and BackgroundChecks.com one.
| 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. Six of eight in this category shown.
“Avoid Enterprise Giants (for now): ... their implementation times can be painfully slow” Gemini 3.5 Flash · paraphrase prompt · hard negative
“FCRA violations on record — the FTC fined HireRight Solutions $2.6 million” DeepSeek V4 Flash · negative prompt · hard negative
“2012 FTC Penalty: $2.6 million civil penalty ... Complaints nearly tripled in 2025” Kimi K2 · negative prompt · hard negative
“Many reputable providers like First Advantage, HireRight, and others generally have better track records.” MiniMax M2.5 · negative prompt · first choice
“HireRight or Checkr offer the best balance of features, integrations, and scalability” MiniMax M2.5 · direct prompt · first choice
“If you hire internationally or need enterprise coverage, HireRight and First Advantage are usually stronger fits.” Perplexity Sonar · 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.