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Background screening · October 2026 Edition

GoodHire vs Accurate Background

One of fourteen models named GoodHire first on the direct prompt; two named Accurate Background. GoodHire was named by thirteen of the fourteen models and Accurate Background by fourteen and GoodHire carries 42 labels and Accurate Background 37, so the shares are not directly comparable.

GoodHire

accepted challenger

Named in one category this edition.

Accurate Background

accepted challenger

Named in one category this edition.

First-choice share16%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 12; printed, not drawn.
Labels4237A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, GoodHire reading right to left. Rank and label count are printed, not drawn.Checkr was named alongside these two in eleven of the fourteen direct answers. Checkr vs GoodHire · Checkr vs Accurate Background · GoodHire vs BackgroundChecks.com

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
GoodHireFirst choices, of fourteen modelsAccurate Background
Direct12
Paraphrase40
Comparative10
Budget-constrained40
Scale-constrained00
Negative004 against Accurate Background
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, GoodHire and Accurate Background were named in the same answer thirty-six times, of the 110 answers naming GoodHire and the 91 naming Accurate Background. In those answers Accurate Background took the first choice two times and GoodHire eight.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where GoodHire and Accurate Background stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
GoodHire Accurate Background first choice named as an alternative argued againstblank: not namedEach cell is one answer, GoodHire on the left and Accurate Background on the right.

The direct prompt

The plain question, one answer per model, grouped by where GoodHire and Accurate Background stood in it.

GoodHire first, Accurate Background an alternative

1 of 14 modelsAccurate Background was named in the answer but not as the choice, or not at all.
Qwen 3.7 FlashGoodHire alternatives: Accurate Background, Checkr, CredCheck, Dun & Bradstreet, Sovren, Verified First

Accurate Background first, GoodHire an alternative

2 of 14 modelsGoodHire was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Accurate Background, Checkr alternatives: Mitratech AssureHire
DeepSeek V4 FlashAccurate Background alternatives: Certn, Checkr, GoodHire

Neither was the first choice, one was named

10 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashCheckr alternatives: Accurate Background, Certn, Verified First
Perplexity SonarCheckr alternatives: Accurate Background, GoodHire, Mitratech AssureHire
Grok 4.1 FastSterling alternatives: Checkr, GoodHire, HireRight
Mistral SmallMitratech AssureHire alternatives: Accurate Background, Sterling
Llama 4 MaverickMitratech AssureHire alternatives: Accurate Background, BackgroundChecks.com, Certn, GoodHire, HireShield
Kimi K2Checkr alternatives: Accurate Background, Certn, GoodHire, iprospectcheck
GLM 4.7 FlashXCertn, Checkr alternatives: Accurate Background, Cisive, GoodHire
MiniMax M2.5Checkr, HireRight alternatives: Accurate Background, GoodHire, IntelliCorp
GPT-6 LunaCheckr alternatives: Accurate Background, First Advantage
Muse Glimmer 30BBchex, Verified First alternatives: Accurate Background, DISA Global Solutions, GoodHire, Mitratech AssureHire, Orange Tree

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniCheckr alternatives: Atlantic Employee Screening, Certn, Hireology

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
GoodHire leads by forty-one points.
GoodHire41%#1 of 8
Accurate Background0%#5 of 8
The full small business standing →
Mid-marketThe figures above
GoodHire leads by thirteen points.
GoodHire16%#2 of 12
Accurate Background4%#6 of 12
The full mid-market standing →
Enterprise
The order flips: Accurate Background leads at enterprise.
Accurate Background4%#6 of 10
GoodHire0%#10 of 10
The full enterprise standing →

What the models said about GoodHire

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“If you want a platform that automates the complex legal disclosures and adverse action forms to protect you from lawsuits: Go with GoodHire ($29.99).” Gemini 3.5 Flash · budget prompt · first choice
“Best Value for Small Businesses: GoodHire offers affordable background checks for small businesses starting at $29.99.” Claude Haiku 4.5 · budget prompt · first choice
“Start with GoodHire for the best mix of price transparency and user experience.” Qwen 3.7 Flash · 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
Also compared

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.