Zero of fourteen models named GoodHire first on the direct prompt; zero named BackgroundChecks.com. GoodHire was named by fourteen of the fourteen models and BackgroundChecks.com by eleven and GoodHire carries 48 labels and BackgroundChecks.com 20, 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 BackgroundChecks.com were named in the same answer forty-five times, of the 121 answers naming GoodHire and the 55 naming BackgroundChecks.com. In those answers BackgroundChecks.com took the first choice one time and GoodHire nineteen.
| 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. Six of eight in this category shown.
“Allegations of overcharging; holding reports hostage until additional business details are provided” GLM 4.7 FlashX · negative prompt · hard negative
“Trustpilot score ~2.7/5... Complaints center on inaccurate data, poor customer service” Grok 4.20 · negative prompt · hard negative
“BBB customer review ratings average 1/5 stars with multiple scam allegations.” Muse Glimmer 30B · negative prompt · hard negative
“GoodHire or backgroundchecks.com (from the Sterling group) stand out as strong, affordable options” Grok 4.20 · budget prompt · first choice
“Best for Custom Packages ... well-regarded for allowing small businesses to customize exactly what they screen for” Qwen 3.7 Flash · budget prompt · alternative
“backgroundchecks.com is best for small companies needing customizable screening packages” Llama 4 Maverick · 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.