# Background screening for small business buyers: what AI models recommend, October 2026

HR AI Recommendation Index, October 2026 Edition. Asked as "background check provider" and as "employment screening service", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://hr-ai-index.com/talent/background-screening/smb/

**Standing:** GoodHire leads with 41% of first choices; verdict clear leader. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | GoodHire | 41% | 4% | 53 |
| 2 | Checkr | 31% | 9% | 58 |
| 3 | BackgroundChecks.com | 12% | 14% | 36 |
| 4 | Certn | 6% | 3% | 29 |
| 5 | Accurate Background | 0% | 28% | 18 |
| 6 | First Advantage | 0% | 50% | 18 |
| 7 | Sterling | 0% | 62% | 16 |
| 8 | HireRight | 0% | 65% | 20 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: GoodHire; alternatives BackgroundChecks.com, Checkr, Verified First
- GPT-5.4 mini: Checkr; alternatives ADP RUN, Atlantic Employee Screening, BackgroundChecks.com
- Gemini 3.5 Flash: GoodHire; alternatives Bchex, Certn, HireShield, Verified First
- Perplexity Sonar: GoodHire; alternatives BackgroundChecks.com, Certn, Checkr, Mitratech AssureHire
- Grok 4.1 Fast: Checkr, GoodHire; alternatives BackgroundChecks.com, GCheck
- Mistral Small: GoodHire; alternatives BackgroundChecks.com, Certn, HireShield
- DeepSeek V4 Flash: GoodHire; alternatives Accurate Background, Certn, Checkr, LexisNexis Diligence
- Llama 4 Maverick: GoodHire; alternatives BackgroundChecks.com, Certn, HireShield, Mitratech AssureHire
- Qwen 3.7 Flash: GoodHire; alternatives BackgroundChecks.com, Certn
- Kimi K2: Checkr, GoodHire; alternatives Certn
- GLM 4.7 FlashX: Checkr; alternatives BackgroundChecks.com, GCheck, GoodHire
- MiniMax M2.5: Checkr; alternatives Accurate Background, ShareAble for Hires
- GPT-6 Luna: Checkr; alternatives First Advantage
- Muse Glimmer 30B: Checkr, GoodHire; alternatives Accurate Background, BackgroundChecks.com

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- checkr.com: 58 answers, 76 citations
- goodhire.com: 37 answers, 53 citations
- pin.com: 31 answers, 31 citations
- bib.com: 29 answers, 34 citations
- gcheck.com: 27 answers, 32 citations
- mitratech.com: 27 answers, 31 citations
- selectsoftwarereviews.com: 27 answers, 27 citations
- money.com: 23 answers, 28 citations

Pages named in the most answers:

- https://checkr.com/resources/articles/best-background-checks (40 answers)
- https://pin.com/blog/background-check-tools-recruiters (31 answers)
- https://selectsoftwarereviews.com/buyer-guide/employment-background-check (27 answers)
- https://goodhire.com/background-checks/small-business (23 answers)
- https://gcheck.com/blog/9-best-background-check-companies-for-small-businesses (22 answers)
- https://bib.com/blog/best-background-screening-companies-comparison (20 answers)
- https://joinhomebase.com/blog/background-check-software (18 answers)
- https://money.com/best-Background-check-sites (18 answers)
- https://pcmag.com/picks/the-best-employment-background-check-services (18 answers)
- https://techradar.com/best/employee-background-check-services-sites-online (18 answers)

## Warned against

- HireRight: 13 of 20 labels negative. "Be especially cautious with HireRight and First Advantage given their documented accuracy and customer service failures." (DeepSeek V4 Flash, negative prompt)
- Sterling: 10 of 16 labels negative. "Sterling Infosystems – False warrants, accuracy issues" (GLM 4.7 FlashX, negative prompt)
- TruthFinder: 9 of 9 labels negative. "The FTC has taken action against TruthFinder and Instant Checkmate for deceiving users about report accuracy and violating the FCRA" (GPT-5.4 mini, negative prompt)
- Instant Checkmate: 7 of 7 labels negative. "FTC has taken action against TruthFinder and Instant Checkmate ... that's a red flag for hiring use" (GPT-5.4 mini, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: GoodHire at 41%.

- Checkr: 23% to 29%, +6. Inside the floor by 7 points · rank 2 of 52, unchanged.
- Certn: 12% to 7%, −5. Inside the floor by 8 points · rank 4 of 52, unchanged.
- ShareAble for Hires: 0% to 5%, +5. Inside the floor by 8 points · rank 12 → 5 of 52.
- GoodHire: 38% to 41%, +4. Inside the floor by 9 points · rank 1 of 52, unchanged.
- BackgroundChecks.com: 12% to 12%, ±0. Inside the floor by 13 points · rank 3 of 52, unchanged.
- Accurate Background: 0% to 0%, ±0. Inside the floor by 13 points · rank 50 → 11 of 52.
- First Advantage: 0% to 0%, ±0. Inside the floor by 13 points · rank 34 → 47 of 52.
- Sterling: 0% to 0%, ±0. Inside the floor by 13 points · rank 53 → 49 of 52.
- HireRight: 0% to 0%, ±0. Inside the floor by 13 points · rank 57 → 51 of 52.

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.