| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Earned wage access | Compensation and total rewards | 0% | 44 of 61 | 41% | 27 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 2 | 0 | 1 | 3 |
| Grok 4.1 Fast | 0 | 2 | 0 | 2 | 4 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“If you are an employee without employer support: EarnIn is your only real option, but you pay higher fees and face a lower cap.” DeepSeek V4 Flash · Earned wage access · comparative prompt · alternative
“Direct-to-consumer (e.g., Earnin): No employer tie; estimates from bank history. Higher risk, optional tips/fees.” Grok 4.1 Fast · Earned wage access · comparative prompt · alternative
“Gig workers and individuals looking for fast, fee-free advances may prefer EarnIn or MoneyLion.” GLM 4.7 FlashX · Earned wage access · comparative prompt · alternative
“for a free\u2011to\u2011employee, consumer\u2011oriented product, Earnin is the leader” MiniMax M2.5 · Earned wage access · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“The District of Columbia Attorney General has filed suit against ActiveHours Inc., doing business as EarnIn, alleging that the app-based lender deceptively marketed and provided illegal high-interest loans” Claude Haiku 4.5 · Earned wage access · negative prompt · hard negative
“Be cautious with Earned Wage Access (EWA) providers facing significant legal challenges ... EarnIn: Sued by D.C. Attorney General” Grok 4.1 Fast · Earned wage access · negative prompt · hard negative
“Sued by DC AG (Nov 2024), Colorado AG (Aug 2026) | Illegal interest rates via "tips" and expedited fees; deceptive practices” Kimi K2 · Earned wage access · negative prompt · hard negative
“their "voluntary" tips can result in effective APRs of 120%–365% ... Avoid providers that rely on tips or subscriptions” Mistral Small · Earned wage access · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 66 of the 70 answers that named EarnIn and are not a share of its labels.
250 of the 250 domain citations in answers naming EarnIn came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when EarnIn's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as EarnIn, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at earnin.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.