Zero of fourteen models named GoodHire first on the direct prompt; one named Accurate Background. GoodHire was named by fourteen of the fourteen models and Accurate Background by thirteen and GoodHire carries 48 labels and Accurate Background 27, 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 November 2026 Edition, GoodHire and Accurate Background were named in the same answer thirty-six times, of the 121 answers naming GoodHire and the 70 naming Accurate Background. In those answers Accurate Background took the first choice one time and GoodHire twelve.
| 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. Five of six in this category shown.
“be cautious when using these services due to issues such as opaque pricing, lack of advanced support options” Llama 4 Maverick · negative prompt · soft negative
“While GoodHire is generally well-regarded, there are some red flags to consider.” Mistral Small · negative prompt · soft negative
“Start with GoodHire if you want the simplest, most budget-conscious setup for occasional hires” Grok 4.20 · budget prompt · first choice
“Look for FCRA-certified, BBB-accredited options with strong track records like GoodHire” Grok 4.20 · negative prompt · first choice
“Best overall for businesses, offers over 100 screening products” Mistral Small · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“The worst background check agency on the planet. They will take MONTHS to complete your background check...” Muse Glimmer 30B · negative prompt · hard negative
“Major established players like Accurate, Checkr, HireRight, and First Advantage are widely used, but even they have some consumer complaints about accuracy and turnaround times.” MiniMax M2.5 · negative prompt · soft negative
“I'd start with Accurate Background. It explicitly serves mid-market employers” GPT-6 Luna · direct prompt · first choice
“the strongest default recommendation is Accurate Background” Perplexity Sonar · paraphrase prompt · first choice
“Accurate (Top Pick for Mid-Sized Businesses)” Claude Haiku 4.5 · 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.