Eight of fourteen models named Checkr first on the direct prompt; one named HireRight. Checkr was named by fourteen of the fourteen models and HireRight by thirteen and Checkr carries 48 labels and HireRight 34, so the shares are not directly comparable.
Named in two categories 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 October 2026 Edition, Checkr and HireRight were named in the same answer ninety times, of the 164 answers naming Checkr and the 120 naming HireRight. In those answers HireRight took the first choice fourteen times and Checkr thirty-one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“Checkr is the most frequently sued background check company” Claude Haiku 4.5 · negative prompt · hard negative
“466 complaints in 3 years ... often about delays, errors, or unresolved issues in employment screening” Grok 4.1 Fast · negative prompt · soft negative
“Checkr has faced a sharp spike in CFPB complaints and numerous class-action lawsuits” Gemini 3.5 Flash · negative prompt · soft negative
“Market leader for high-volume / tech and gig hiring. "the best background check tools for recruiters in 2026 are Checkr (market leader with 120,000+ customers and AI-powered workflows)"” Muse Glimmer 30B · comparative prompt · first choice
“Checkr excels in speed/tech integrations; ... Fast (AI-powered), scalable for high-volume/gig economy, 200+ ATS integrations” Grok 4.1 Fast · comparative prompt · first choice
“API-first architecture — one of the most technically advanced platforms... Checkr for its API-first speed and automation” DeepSeek V4 Flash · 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.
“Avoid Enterprise Giants (for now): ... their implementation times can be painfully slow” Gemini 3.5 Flash · paraphrase prompt · hard negative
“FCRA violations on record — the FTC fined HireRight Solutions $2.6 million” DeepSeek V4 Flash · negative prompt · hard negative
“2012 FTC Penalty: $2.6 million civil penalty ... Complaints nearly tripled in 2025” Kimi K2 · negative prompt · hard negative
“Many reputable providers like First Advantage, HireRight, and others generally have better track records.” MiniMax M2.5 · negative prompt · first choice
“HireRight or Checkr offer the best balance of features, integrations, and scalability” MiniMax M2.5 · direct prompt · first choice
“If you hire internationally or need enterprise coverage, HireRight and First Advantage are usually stronger fits.” Perplexity Sonar · 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.