Gemini 3.1 Pro

Closest matchGLM 5.2
Blend score63.3%

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GPT 4.1 Nano Qwen3 30B A3B Gemini 2.5 Flash Lite GPT OSS 20B Mistral Nemo Gemma 3 4B IT Grok 4 Fast GPT 4o Mini GLM 4.6 Llama 4 Scout Claude Fable 5 Kimi K3 Claude Opus 4.8 Claude Sonnet 5 Inkling Grok 4.5 Gemini 3.1 Pro GLM 5.2 DeepSeek V4 Pro GPT 5.6 Sol

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  5. 05Claude Fable 546.3%
  6. 06Grok 4.545.8%
  7. 07Claude Opus 4.845.1%
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Head to head

Gemini 3.1 ProGemini · 100 outputs
vs
InklingThinking Machines · 100 outputs
View Inkling profile
Blend score46.4%
512 onlyGemini 3.1 Pro888 shared512 onlyInkling

Gemini 3.1 Proonly512

  1. must first examineessays · 3-gram17×
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  14. cannot be overstatedessays · 3-gram12×
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  18. well being ofessays · 3-gram12×
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  44. the impact ofessays · 3-gram9×6×
  45. in the lateessays · 3-gram10×6×
  46. the cost ofessays · 3-gram10×5×
  47. in an eraessays · 3-gram9×24×
  48. in real timeessays · 3-gram9×7×
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  50. as the primaryessays · 3-gram8×7×
  51. extends far beyondessays · 3-gram8×9×
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  55. the foundation ofessays · 3-gram8×11×
  56. the importance ofessays · 3-gram11×12×
  57. the quality ofessays · 3-gram11×9×
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  63. in the contemporaryessays · 3-gram7×14×
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  800. moreoveressays · word15×42×
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  815. purposeessays · word20×28×
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  827. placeessays · word16×20×
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  888. greateressays · word12×28×

Inklingonly512

  1. stands as oneessays · 3-gram19×
  2. but also theessays · 3-gram15×
  3. merely as aessays · 3-gram13×
  4. an era ofessays · 3-gram10×
  5. in this senseessays · 3-gram10×
  6. rather than aessays · 3-gram10×
  7. the ability toessays · 3-gram10×
  8. as a criticalessays · 3-gram10×
  9. is essential foressays · 3-gram9×
  10. not only theessays · 3-gram9×
  11. represents one ofessays · 3-gram9×
  12. its capacity toessays · 3-gram9×
  13. the risk ofessays · 3-gram9×
  14. emerged as aessays · 3-gram8×
  15. in an increasinglyessays · 3-gram8×
  16. is not anessays · 3-gram8×
  17. not only foressays · 3-gram8×
  18. that align withessays · 3-gram8×
  19. the capacity toessays · 3-gram8×
  20. the core ofessays · 3-gram8×
  21. the cultivation ofessays · 3-gram8×
  22. the most influentialessays · 3-gram8×
  23. in the faceessays · 3-gram9×
  24. the face ofessays · 3-gram9×
  25. economies of scaleessays · 3-gram8×
  26. of the world’sessays · 3-gram8×
  27. that can beessays · 3-gram8×
  28. the boundaries ofessays · 3-gram8×
  29. an environment ofessays · 3-gram7×
  30. an era definedessays · 3-gram7×
  31. environment in whichessays · 3-gram7×
  32. era defined byessays · 3-gram7×
  33. in which theessays · 3-gram7×
  34. itself as aessays · 3-gram7×
  35. nature of theessays · 3-gram7×
  36. requires more thanessays · 3-gram7×
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  38. the development ofessays · 3-gram7×
  39. the modern eraessays · 3-gram7×
  40. this essay examinesessays · 3-gram7×
  41. was not merelyessays · 3-gram7×
  42. without fear ofessays · 3-gram7×
  43. the protection ofessays · 3-gram9×
  44. quality of lifeessays · 3-gram7×
  45. a form ofessays · 3-gram6×
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  47. among the variousessays · 3-gram6×
  48. but a fundamentalessays · 3-gram6×
  49. but as anessays · 3-gram6×
  50. central to theessays · 3-gram6×
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  52. evolved into aessays · 3-gram6×
  53. extend far beyondessays · 3-gram6×
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  55. has emerged asessays · 3-gram6×
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  57. in ways thatessays · 3-gram6×
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  62. part of theessays · 3-gram6×
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  65. the origins ofessays · 3-gram6×
  66. the united arabessays · 3-gram9×
  67. united arab emiratesessays · 3-gram9×
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  69. the preservation ofessays · 3-gram6×
  70. the twentieth centuryessays · 3-gram6×
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  75. an unwavering commitmentessays · 3-gram5×
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  85. at the sameessays · 3-gram5×
  86. but a dynamicessays · 3-gram5×
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  89. cultivate a cultureessays · 3-gram5×
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  93. exercise but aessays · 3-gram5×
  94. in supply chainessays · 3-gram5×
  95. in the formessays · 3-gram5×
  96. into a comprehensiveessays · 3-gram5×
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  100. not only technicalessays · 3-gram5×
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  102. of the company’sessays · 3-gram5×
  103. rather than treatingessays · 3-gram5×
  104. supply chain logisticsessays · 3-gram5×
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  106. the belief thatessays · 3-gram5×
  107. the decision toessays · 3-gram5×
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  110. the late twentiethessays · 3-gram5×
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  112. the same timeessays · 3-gram5×
  113. the world’s mostessays · 3-gram5×
  114. this translates intoessays · 3-gram5×
  115. well being andessays · 3-gram5×
  116. with precision andessays · 3-gram5×
  117. with respect toessays · 3-gram5×
  118. in the globalessays · 3-gram7×
  119. the emergence ofessays · 3-gram6×
  120. the supply chainessays · 3-gram6×
  121. are more likelyessays · 3-gram5×
  122. electronic health recordsessays · 3-gram5×
  123. evolved from aessays · 3-gram5×
  124. but aessays · 2-gram47×
  125. but asessays · 2-gram45×
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  127. essential foressays · 2-gram32×
  128. decision makingessays · 2-gram37×
  129. in whichessays · 2-gram38×
  130. within aessays · 2-gram30×
  131. access toessays · 2-gram34×
  132. capacity toessays · 2-gram30×
  133. an eraessays · 2-gram26×
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  135. among theessays · 2-gram25×
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  137. a strategicessays · 2-gram25×
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  140. together theseessays · 2-gram22×
  141. through whichessays · 2-gram23×
  142. at itsessays · 2-gram21×
  143. far moreessays · 2-gram21×
  144. a cultureessays · 2-gram20×
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  146. recognizing thatessays · 2-gram20×
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  148. need foressays · 2-gram20×
  149. to addressessays · 2-gram20×
  150. merely asessays · 2-gram19×
  151. supply chainessays · 2-gram25×
  152. align withessays · 2-gram21×
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  154. well beingessays · 2-gram20×
  155. its coreessays · 2-gram19×
  156. demonstrates thatessays · 2-gram18×
  157. is essentialessays · 2-gram18×
  158. within thisessays · 2-gram18×
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  160. not aessays · 2-gram20×
  161. by itsessays · 2-gram19×
  162. continue toessays · 2-gram19×
  163. has becomeessays · 2-gram19×
  164. both theessays · 2-gram18×
  165. to maintainessays · 2-gram18×
  166. and emotionalessays · 2-gram20×
  167. and personalessays · 2-gram18×
  168. demand foressays · 2-gram18×
  169. response toessays · 2-gram18×
  170. also theessays · 2-gram17×
  171. centered onessays · 2-gram17×
  172. the centralessays · 2-gram17×
  173. a fundamentalessays · 2-gram16×
  174. shaped byessays · 2-gram16×
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  176. that areessays · 2-gram21×
  177. education andessays · 2-gram19×
  178. artificial intelligenceessays · 2-gram18×
  179. importance ofessays · 2-gram17×
  180. over timeessays · 2-gram17×
  181. particularly inessays · 2-gram17×
  182. the needessays · 2-gram17×
  183. training programsessays · 2-gram17×
  184. in responseessays · 2-gram16×
  185. confined toessays · 2-gram15×
  186. emerged asessays · 2-gram15×
  187. form theessays · 2-gram15×
  188. is particularlyessays · 2-gram15×
  189. the abilityessays · 2-gram15×
  190. the foundationessays · 2-gram15×
  191. to adaptessays · 2-gram15×
  192. and economicessays · 2-gram21×
  193. and technologicalessays · 2-gram20×
  194. and organizationalessays · 2-gram19×
  195. and strategicessays · 2-gram19×
  196. those whoessays · 2-gram19×
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  199. human dignityessays · 2-gram16×
  200. management andessays · 2-gram16×
  201. the strategicessays · 2-gram16×
  202. invest inessays · 2-gram15×
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  206. growth andessays · 2-gram14×
  207. role inessays · 2-gram14×
  208. eachessays · word70×
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  217. patternsessays · word36×
  218. concernsessays · word35×
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  221. accountabilityessays · word35×
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  225. prioritizeessays · word29×
  226. aloneessays · word28×
  227. enhanceessays · word28×
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  230. particularessays · word28×
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  234. evidenceessays · word29×
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  242. neverthelessessays · word22×
  243. architectureessays · word31×
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  249. alikeessays · word21×
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Same prompt, two outputs

16 of 100
Input prompt

Convert the following summary back into the original text: The article discusses the treatment of guest workers in the United States, who were promised green cards and then deported after protesting for better working conditions.

Document similarity6.6%
Gemini 3.1 Pro1,059 words
The American Dream has long stood as a beacon of hope for individuals across the globe, promising prosperity, equality, and the opportunity for a better life through hard work. For decades, the United States has relied heavily on foreign labor to sustain critical industries, utilizing various guest worker programs to fill shortages in agriculture, construction, manufacturing, and hospitality. However, beneath the veneer of mutually beneficial economic exchange lies a deeply flawed system that frequently subjects vulnerable immigrants to exploitation and abuse. A glaring manifestation of this systemic failure is the treatment of guest workers who are lured to the United States with the ultimate promise of permanent residency—a green card—only to find themselves trapped in conditions akin to modern-day indentured servitude. When these workers inevitably organize and protest for better working conditions, they are met not with justice or reform, but with swift retaliation and deportation, exposing the darker realities of the American labor system. The trajectory of this exploitation typically begins long before the workers ever set foot on American soil. Operating in developing nations, international labor recruiters acting on behalf of American corporations present an irresistible opportunity to prospective workers. These recruiters often target skilled and semi-skilled laborers, promising them not only lucrative jobs in the United States but also the highly coveted prize of a green card, which would secure permanent residency for the workers and their families. To access this life-altering opportunity, workers are routinely required to pay exorbitant recruitment fees, sometimes exceeding tens of thousands of dollars. Believing they are investing in a permanent, prosperous future, many workers sell their homes, deplete their life savings, or take on high-interest loans from local moneylenders to cover these costs. Thus, before they even cross the border, the workers are entangled in a web of severe debt bondage, rendering them highly vulnerable and desperate to maintain their employment at all costs. Upon arriving in the United States, the grand illusion meticulously crafted by the recruiters abruptly shatters. Instead of finding the dignified employment and pathways to permanent residency they were promised, the guest workers are frequently thrust into grueling, hazardous, and deeply degrading environments. Housed in overcrowded, unsanitary, and sometimes heavily guarded labor camps, the workers are subjected to conditions that drastically violate basic human rights and American labor laws. Wage theft is rampant; employers often deduct exorbitant amounts for substandard food and lodging, leaving the workers with a mere fraction of their promised earnings. Furthermore, they are subjected to grueling shifts without adequate rest, denied proper safety equipment, and subjected to persistent verbal and psychological abuse. The promised green cards, it quickly becomes apparent, are a mirage—a calculated deception designed to ensure compliance and prevent the workforce from fleeing. Instead of a pathway to citizenship, the workers are bound by restrictive temporary visas that tie their legal status entirely to their specific employer. Despite the crushing weight of their debt and the constant threat of termination, human endurance inevitably reaches a breaking point. Faced with unbearable living conditions, unfulfilled promises, and the realization that they have been victims of a sophisticated human trafficking scheme, many guest workers make the courageous decision to stand up for their rights. Organizing in the shadows of their labor camps, overcoming profound language barriers, and battling the deeply ingrained fear of their employers, these workers form a collective voice. Their demands are fundamentally modest and undeniably just: they ask for the wages they were promised, safe and humane living quarters, basic medical care, and the fulfillment of the immigration promises that lured them away from their homelands. These protests, whether manifested as hunger strikes, walkouts, or marches, represent a desperate plea for dignity and a profound belief in the democratic ideals of the United States. Tragically, the response to these demonstrations highlights the severe power imbalance inherent in the U.S. guest worker programs. When workers exercise their fundamental human right to protest, employers rarely respond with negotiations or improvements. Instead, they weaponize the workers' precarious immigration status to crush the dissent. Because the temporary visas are intrinsically linked to the sponsoring employer, the moment a worker is fired, they instantly lose their legal right to remain in the United States. Employers frequently use this structural loophole to their advantage, firing striking workers en masse and immediately contacting federal immigration authorities. The resulting crackdown is often swift and draconian. Workers who stepped forward into the light to demand basic human rights suddenly find themselves surrounded by private security or law enforcement. The very immigration system that the workers believed would eventually grant them a green card is rapidly mobilized to remove them from the country. By classifying the protesting workers as undocumented or out-of-status aliens following their termination, employers successfully wash their hands of the exploitation. The workers are rounded up, detained, and deported, effectively silencing the protests and serving as a chilling warning to any remaining laborers who might consider speaking out. The aftermath of these retaliatory deportations is utterly devastating for the workers. They are returned to their home countries bearing the immense psychological trauma of their exploitation and the crushing financial burden of the debts they incurred to secure the job. Because the U.S. government rarely intervenes to hold the corporations accountable or to offer the workers a visa to pursue legal action, the perpetrators of this abuse operate with near-total impunity. The employers simply initiate the cycle anew, contracting new recruiters to bring in a fresh batch of desperate, hopeful laborers. The treatment of these guest workers exposes a profound hypocrisy at the heart of the American economy. While the nation relies heavily on the backbreaking labor of immigrants to maintain its infrastructure and economic growth, it consistently fails to afford those same individuals the basic protections of the law. The weaponization of the immigration system to silence labor disputes transforms the government into a de facto enforcer for exploitative employers. Until the structural flaws of the guest worker programs are addressed—namely, by uncoupling a worker’s legal status from a single employer and establishing rigorous, enforceable oversight of international recruiters—the promise of the American Dream will remain a dangerous trap for thousands of foreign workers. Their stories of false promises, brave resistance, and unjust deportation serve as a dark reminder of the human cost of cheap labor and the urgent need for comprehensive, compassionate immigration and labor reform.
Inkling991 words
The United States has long depended on temporary labor migration programs to fill jobs in agriculture, construction, hospitality, and disaster recovery. Among these, the H-2B visa program allows employers to hire foreign nationals for seasonal or temporary non-agricultural work. On paper, the program offers legal pathways for workers to enter the country, earn wages, and eventually return home with savings. In practice, however, the structural design of guest-worker visas—tying legal status to a single employer, denying straightforward paths to permanent residency, and leaving enforcement mechanisms weak—has repeatedly produced conditions ripe for exploitation. One of the most striking illustrations of these systemic failures involved hundreds of skilled Indian laborers recruited to rebuild the Gulf Coast after Hurricane Katrina. Lured by explicit promises of green cards and stable prosperity, these workers instead encountered squalid living conditions, crushing debt, and, ultimately, deportation after they dared to organize for their rights. The recruitment drive began in the wake of Hurricane Katrina’s devastation in 2005, when the Gulf Coast faced a severe shortage of skilled welders, pipefitters, and construction workers. Signal International, a marine fabrication company with operations in Mississippi and Texas, turned to labor recruiters in India and the United Arab Emirates to fill these positions. The recruiters painted an appealing picture: high-paying jobs in American shipyards, decent housing, and—most enticingly—a pathway to permanent residency. For many Indian men, the promise of a green card meant not only personal economic security but also the possibility of eventually bringing wives and children to the United States. Convinced by these assurances, approximately 500 workers paid recruitment fees that often reached twenty thousand dollars, liquidating family assets and sinking deep into debt. They quit established jobs, left their homes, and traveled thousands of miles, believing they were securing a foothold in a country that valued hard work. Upon arrival in 2006 and 2007, however, reality sharply contradicted the recruiters’ promises. The workers discovered that their H-2B visas tied them exclusively to Signal International, rendering them legally dependent on the very employer who controlled their wages and housing. Rather than being housed in adequate accommodations, many were confined to overcrowded trailers—sometimes with two dozen men sharing a single unit—plagued by poor sanitation and inadequate facilities. After deductions for housing, food, and transportation were subtracted from their paychecks, their net earnings were far lower than advertised, leaving them unable to repay the enormous debts incurred to secure the jobs. Compounding their distress, they learned that H-2B status is strictly temporary and offers no direct route to a green card. The permanent residency they had been promised was, in legal terms, impossible under their visa category, revealing that the recruitment pledges had been either deliberately fraudulent or recklessly misleading. Trapped in a cycle of debt and legal dependency, a group of roughly one hundred workers eventually concluded that collective action was their only recourse. In early 2008, they launched an organized protest that drew national attention. The workers went on strike and initiated a hunger strike in New Orleans, demanding that the Indian government intervene, that Signal and the recruiters be investigated, and that they be granted the green cards they had been promised. Their campaign, which they named a “journey for justice,” eventually brought them to Washington, D.C., where they marched, held rallies, and sought support from labor activists, religious leaders, and lawmakers. Their actions were remarkably disciplined and peaceful, grounded in the belief that American democratic institutions would protect workers who spoke out against injustice. For a brief moment, their plight illuminated the hidden human costs of temporary labor programs and sparked broader debates about immigration and labor rights. The response from employers and immigration authorities, however, demonstrated precisely how vulnerable guest workers remain when they challenge authority. Signal International allegedly retaliated by isolating organizers, cutting off communications, and eventually terminating some workers. More severely, immigration enforcement mechanisms were turned against the protesters. Because their visas were employer-specific, termination effectively rendered them out of status. Several workers were detained by immigration authorities, confined, and eventually placed on flights back to India—deported not for criminal conduct, but for the act of demanding fair treatment. Others, facing the threat of detention and blacklisting, were coerced into accepting “voluntary” departure, returning home in disgrace and financial ruin without ever having received the wages or residency promises that had brought them to America. The message sent was unmistakable: guest workers who assert their rights risk not merely job loss, but expulsion from the country altogether. This episode reveals profound structural deficiencies in the American guest-worker system. By binding visa status to a single employer, the program creates an extreme power imbalance that discourages workers from reporting abuse or organizing collectively. The absence of portable visas means that leaving an exploitative employer often results in immediate loss of legal status, effectively trapping workers in undesirable conditions. Furthermore, the recruitment process operates with minimal oversight, allowing labor brokers to charge exorbitant fees and make false promises about permanent immigration benefits with little accountability. The workers’ experience also underscores a troubling convergence of corporate and state power, where immigration law is used not to protect borders in any meaningful security sense, but to discipline labor and suppress dissent. Ultimately, the treatment of these guest workers stands as a stark indictment of policies that prioritize cheap, disposable labor over human dignity. They arrived in the United States carrying debts, dreams, and skills essential to rebuilding American communities. Instead of being rewarded for their contributions, they were confined, underpaid, and expelled for exercising the fundamental right to protest. Their story demands comprehensive reform: stricter regulation of international recruitment, visa portability that frees workers from employer bondage, clear pathways to report abuse without fear of deportation, and honest transparency about immigration outcomes. Until such changes are enacted, the promise of America will remain, for too many guest workers, a carefully marketed illusion that collapses the moment they ask to be treated with the fairness they were assured was guaranteed.