Zero of fourteen models named GoodHire first on the direct prompt; one named AccuSourceHR. GoodHire was named by fourteen of the fourteen models and AccuSourceHR by eight and GoodHire carries 48 labels and AccuSourceHR 11, 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 | AC | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | AC | |||||
| Grok 4.20 | ||||||
| Mistral Small | AC | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | AC | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | AC |
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. Three of four in this category shown.
“If compliance and tailored support are your top priorities, go with AccuSourceHR.” Mistral Small · paraphrase prompt · first choice
“AccuSourceHR is the best fit for regulated mid-market hiring” Claude Haiku 4.5 · direct prompt · first choice
“Better alternatives mentioned in research include: Checkr, GoodHire, Backgrounds Online, AccuSourceHR, and Sterling” Kimi K2 · negative 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.