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Background screening · October 2026 Edition

Checkr vs GoodHire

Eight of fourteen models named Checkr first on the direct prompt; one named GoodHire. Checkr was named by fourteen of the fourteen models and GoodHire by thirteen and Checkr carries 48 labels and GoodHire 42, so the shares are not directly comparable.

Checkr

endorsed leader

Named in two categories this edition.

GoodHire

accepted challenger

Named in one category this edition.

First-choice share31%16%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 12; printed, not drawn.
Labels4842A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Checkr reading right to left. Rank and label count are printed, not drawn.Accurate Background was named alongside these two in twelve of the fourteen direct answers. Checkr vs BackgroundChecks.com · Checkr vs Certn · Checkr vs Verified First

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.
CheckrFirst choices, of fourteen modelsGoodHire
Direct81
Paraphrase64
Comparative81
Budget-constrained34
Scale-constrained00
Negative004 against Checkr
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, Checkr and GoodHire were named in the same answer eighty-six times, of the 164 answers naming Checkr and the 110 naming GoodHire. In those answers GoodHire took the first choice sixteen times and Checkr twenty-nine.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Checkr and GoodHire 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
Checkr GoodHire first choice named as an alternative argued againstblank: not namedEach cell is one answer, Checkr on the left and GoodHire on the right.

The direct prompt

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

Checkr first, GoodHire an alternative

8 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
GPT-5.4 miniCheckr alternatives: Atlantic Employee Screening, Certn, Hireology
Gemini 3.5 FlashCheckr alternatives: Accurate Background, Certn, Verified First
Perplexity SonarCheckr alternatives: Accurate Background, GoodHire, Mitratech AssureHire
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

GoodHire first, Checkr an alternative

1 of 14 modelsCheckr 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

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Grok 4.1 FastSterling alternatives: Checkr, GoodHire, HireRight
DeepSeek V4 FlashAccurate Background alternatives: Certn, Checkr, GoodHire
Llama 4 MaverickMitratech AssureHire alternatives: Accurate Background, BackgroundChecks.com, Certn, GoodHire, HireShield
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.
Mistral SmallMitratech AssureHire alternatives: Accurate Background, Sterling

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 ten points.
GoodHire41%#1 of 8
Checkr31%#2 of 8
The full small business standing →
Mid-marketThe figures above
The order flips: Checkr leads at mid-market.
Checkr31%#1 of 12
GoodHire16%#2 of 12
The full mid-market standing →
Enterprise
Checkr leads by twenty-four points.
Checkr24%#2 of 10
GoodHire0%#10 of 10
The full enterprise standing →

What the models said about Checkr

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

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
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.