One of fourteen models named Accurate Background first on the direct prompt; zero named Spokeo. Accurate Background was named by thirteen of the fourteen models and Spokeo by nine and Accurate Background carries 27 labels and Spokeo 12, 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 4.20 | ||||||
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Be especially cautious about using consumer background check services like Spokeo and Intelius for employment or rental decisions.” Claude Haiku 4.5 · negative prompt · hard negative
“such as *MyLife* and *Spokeo*) have faced FTC fines and actions for deceptively marketing their services as "background checks"” Gemini 3.5 Flash · negative prompt · hard negative
“consumer-oriented tools (like Spokeo or TruthFinder, which are cheaper but not FCRA-compliant and risky” Grok 4.20 · budget prompt · hard negative
“I'd recommend starting with Spokeo for occasional searches or BIB.com for more comprehensive employment screening needs” MiniMax M2.5 · budget 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.