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Background screening · October 2026 Edition

GoodHire vs Verified First

One of fourteen models named GoodHire first on the direct prompt; one named Verified First. GoodHire was named by thirteen of the fourteen models and Verified First by ten and GoodHire carries 42 labels and Verified First 14, so the shares are not directly comparable.

GoodHire

accepted challenger

Named in one category this edition.

Verified First

accepted challenger

Named in one category this edition.

First-choice share16%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 12; printed, not drawn.
Labels4214A 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.Accurate Background was named alongside these two in twelve of the fourteen direct answers. Checkr vs GoodHire · Checkr vs Verified First · 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 modelsVerified First
Direct11
Paraphrase43
Comparative10
Budget-constrained40
Scale-constrained00
Negative00
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 Verified First were named in the same answer nineteen times, of the 110 answers naming GoodHire and the 33 naming Verified First. In those answers Verified First took the first choice two times and GoodHire seven.

Every model, every framing

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

The direct prompt

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

GoodHire first, Verified First an alternative

1 of 14 modelsVerified First 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

Verified First first, GoodHire an alternative

1 of 14 modelsGoodHire was named in the answer but not as the choice, or not at all.
Muse Glimmer 30BBchex, Verified First alternatives: Accurate Background, DISA Global Solutions, GoodHire, Mitratech AssureHire, Orange Tree

Neither was the first choice, one was named

8 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
DeepSeek V4 FlashAccurate Background alternatives: Certn, Checkr, GoodHire
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

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Accurate Background, Checkr alternatives: Mitratech AssureHire
GPT-5.4 miniCheckr alternatives: Atlantic Employee Screening, Certn, Hireology
Mistral SmallMitratech AssureHire alternatives: Accurate Background, Sterling
GPT-6 LunaCheckr alternatives: Accurate Background, First Advantage

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
Verified First0%#– of 8
The full small business standing →
Mid-marketThe figures above
GoodHire leads by nine points.
GoodHire16%#2 of 12
Verified First7%#5 of 12
The full mid-market standing →
Enterprise
The order flips: Verified First leads at enterprise.
Verified First2%#7 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 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
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.