Checkr vs Accurate Background
Seven of twelve models named Checkr first on the direct prompt; one named Accurate Background. Both were named by all twelve models and Checkr carries 49 labels and Accurate Background 27, 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 twelve 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
CheckrFirst choices, of twelve modelsAccurate Background
Across every category in the September 2026 Edition, Checkr and Accurate Background were named in the same answer sixty-one times, of the 157 answers naming Checkr and the 67 naming Accurate Background. In those answers Accurate Background took the first choice one time and Checkr twenty-seven.
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 | | | | |
Checkr Accurate Background first choice named as an alternative argued againstblank: not namedEach cell is one answer, Checkr on the left and Accurate Background on the right.The direct prompt
Both were the first choice
1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.Checkr first, Accurate Background an alternative
6 of 12 modelsAccurate Background was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Checkr23%#2 of 9Accurate Background0%#7 of 9Checkr43%#1 of 10Accurate Background2%#6 of 10Checkr18%#3 of 8Accurate Background4%#4 of 8What the models said about Checkr
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Complaints have risen sharply: 153 in 2023, 187 in 2024, and 469 in 2025... errors in reports and difficulty disputing incorrect information.” MiniMax M2.5 · negative prompt · hard negative
“watch out for additional court/DMV pass-through fees that can add 40–70% to the base price” GLM 4.7 FlashX · budget prompt · soft negative
“their automated matching algorithms are a frequent source of false hits” DeepSeek V4 Flash · negative prompt · soft negative
“Checkr Professional and GoodHire Complete are frequently recommended due to their balance of features, ease of use, and compliance support” Mistral Small · direct prompt · first choice
“Checkr consistently ranks as a top background check provider across industries, delivering 89% of criminal checks in just one hour” Claude Haiku 4.5 · comparative prompt · first choice
“For most mid-market B2B companies, Checkr Professional offers the best balance of features, integrations, and reliability.” MiniMax M2.5 · direct 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. Five of six in this category shown.
“Provider to research carefully: Accurate Information Corp (AIC). ... AIC has faced long-standing criticism from HR professionals regarding accuracy” Qwen 3.7 Flash · negative prompt · soft negative
“frequently cite them for errors and poor customer service” DeepSeek V4 Flash · negative prompt · soft negative
“Safe overall pick: Accurate Background or Checkr—both offer strong mid-market solutions” Kimi K2 · direct prompt · first choice
“These providers focus specifically on affordability and FCRA compliance for SMBs. They may be less feature-rich than Checkr but are strong on price.” Qwen 3.7 Flash · budget prompt · alternative
“Serves enterprise and mid-sized organizations with tailored solutions for healthcare credentialing, DOT compliance, and financial services” Claude Haiku 4.5 · 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.