Verified First vs Accurate Background
One of fourteen models named Verified First first on the direct prompt; two named Accurate Background. Verified First was named by ten of the fourteen models and Accurate Background by fourteen and Verified First carries 14 labels and Accurate Background 37, 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.
By framing
Verified FirstFirst choices, of fourteen modelsAccurate Background
Across every category in the October 2026 Edition, Verified First and Accurate Background were named in the same answer seventeen times, of the 33 answers naming Verified First and the 91 naming Accurate Background. In those answers Accurate Background took the first choice zero times and Verified First two.
Every model, every framing
| 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 | | |
Verified First Accurate Background first choice named as an alternative argued againstblank: not namedEach cell is one answer, Verified First on the left and Accurate Background on the right.The direct prompt
Verified First first, Accurate Background an alternative
1 of 14 modelsAccurate Background was named in the answer but not as the choice, or not at all.Accurate Background first, Verified First not the choice
2 of 14 modelsVerified First was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Verified First0%#– of 8Accurate Background0%#5 of 8Verified First7%#5 of 12Accurate Background4%#6 of 12Accurate Background4%#6 of 10Verified First2%#7 of 10What the models said about Verified First
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Verified First is the top choice for mid-market and enterprise teams prioritizing integrated efficiency, support, and partnership.” Muse Glimmer 30B · direct prompt · first choice
“For mid-market domestic companies (50–2,500 employees), Bchex and Verified First are specifically built for this category” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd recommend Verified First as the top choice for a mid-sized B2B company” GLM 4.7 FlashX · paraphrase prompt · first choice
What the models said about Accurate Background
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Trustpilot reviews describe it as "the worst company" with reports taking months” GLM 4.7 FlashX · negative prompt · hard negative
“rely on automated systems to match records, and this process can result in inaccurate or misleading reports” Claude Haiku 4.5 · negative prompt · soft negative
“Multiple negative reviews about extremely long wait times (sometimes over a month)” MiniMax M2.5 · negative prompt · soft negative
“My top recommendation for most mid-market B2B companies: Accurate Background” DeepSeek V4 Flash · direct prompt · first choice
“Accurate Background is best for mid-market employers across multiple industries” Claude Haiku 4.5 · direct prompt · first choice
“Accurate Background - for mid-market companies that need background screening bundled with drug testing and occupational health services.” Llama 4 Maverick · direct 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.