Zero of fourteen models named BackgroundChecks.com first on the direct prompt; zero named Spokeo. BackgroundChecks.com was named by eleven of the fourteen models and Spokeo by nine and BackgroundChecks.com carries 20 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. 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
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.