AI Humanizer Benchmark
← October 2026 prompts

News article

News article · 309 words · prompt news_article

8
passed at least 6 detectors
8
failed at least one detector
11
tools tested on this prompt
GPTZero
strictest detector here, flagged 8 of 11 rewrites

Input text

Written by GPT-5.6 Luna for this cycle. Every tool below received this exact text.

As suburban populations grow, local governments are facing mounting pressure to expand public transit beyond traditional city centers. New housing developments, crowded roads and longer commutes have intensified calls for reliable bus and rail service in communities that were once designed primarily for cars. Transit advocates say investment is essential to keeping growth sustainable. In rapidly expanding suburbs, limited transportation…Show full input (309 words)
As suburban populations grow, local governments are facing mounting pressure to expand public transit beyond traditional city centers. New housing developments, crowded roads and longer commutes have intensified calls for reliable bus and rail service in communities that were once designed primarily for cars. Transit advocates say investment is essential to keeping growth sustainable. In rapidly expanding suburbs, limited transportation options can leave residents without cars— including seniors, students and lower-income workers—isolated from jobs, schools and health care. Better service can also reduce traffic congestion and support denser development around stations and major bus routes. But funding remains a persistent challenge. Suburban transit agencies often rely on a combination of local taxes, state grants and federal assistance, all of which can fluctuate. Unlike major cities with established transit systems and dedicated revenue streams, many suburban communities are building routes and facilities from scratch. Some local officials have proposed sales-tax increases, special assessment districts and public-private partnerships to finance expansion. Others are seeking federal infrastructure grants to purchase electric buses, improve stops and extend rail lines. Supporters argue that upfront spending can produce long-term economic benefits by attracting businesses and increasing property values near transit corridors. Opponents, however, question whether new systems will attract enough riders to justify their cost. They warn that ambitious projects may create tax burdens without significantly reducing car use, particularly in areas with low population density. Transportation planners say successful suburban transit requires more than simply adding routes. Service must be frequent, affordable and connected to existing networks. Coordinated zoning policies can also encourage housing and employment near transit, creating a stronger base of riders. As suburbs continue to absorb population growth, the debate over transit funding is likely to intensify. The decisions made now will help determine whether expansion produces more car-dependent communities—or neighborhoods where public transportation is a practical part of daily life.

How to read these scores

Each detector's result is converted to a human-likelihood score between 0 and 1. A score of 0 means the detector is sure the text is AI. A score of 1 means it is sure the text is human. Dots are green at 0.50 or above and red below. Hover a dot to see its exact score. The 0.50 cut-off only sets the dot colors. A tool's bypass rate on the leaderboard takes the median of the 7 detector scores for each test, then averages those medians. That gives a continuous number, so it will not match the share of green dots. The same goes for each per-detector rate. It is the average of that detector's scores (the number detector pages rank by), not a count of green dots.

Humanized outputs

Tools that passed more detectors come first. Ties are broken by overall rank this cycle. Each card shows the 7 detector scores, then the tool's rewrite.

UndetectedGPTRank #1 this cycle
7/7 detectors passed
GPTZero
0.99passed
Winston AI
1.00passed
Originality.ai
1.00passed
ZeroGPT
1.00passed
Grammarly
1.00passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
1.00
Meaning
96.1
Readability
87.0
Words
1.07× 309 → 332
Show output (332 words)
With increasing population in the suburbs, local governments are being pushed to bring public transit to areas beyond the traditional city center. Congested roads, longer commutes and new housing developments have led many people in these auto-oriented communities to demand more reliable bus and rail service. Transit supporters say investment in transit is needed if growth is to be sustainable. In many fast-growing suburbs, without transportation options, students, seniors, low-income workers and others may find themselves cut off from health care, schools, work and other important activities. And better transit could relieve traffic, encourage development along bus routes and at train stations and improve quality of life. But often there isn't enough money to fund transit in the suburbs. Typically, transit agencies in suburbs draw on federal, state and local funding. Each of these can vary. And many suburbs are building transit facilities and routes from scratch. Some local leaders have floated special assessment districts, sales tax increases and public-private partnerships to underwrite transit expansion. Others are seeking federal grants for rail extensions, better bus stops and electric buses. They point to potential long-term economic value of capital investment in transit, in the form of more property value and businesses along transit corridors. Others doubt that new transit would attract enough riders to justify its cost. And they worry that in many low-density suburbs, large projects could add to taxes without reducing people's reliance on the car. Transportation planners argue that more than just new routes, suburban transit needs to be frequent, affordable and linked to other transit. And with appropriate zoning and land use policies, residential and commercial development could well follow transit corridors. That, in turn, could support more riders. Increasingly, as the suburbs take on more of the population, arguments will arise about how to fund transit there. And the decisions taken now will shape whether, in expanding suburbs, the result is more car-dependent communities or communities in which public transit could play a useful role in people's lives.
SmartHumanizerRank #4 this cycle
7/7 detectors passed
GPTZero
0.98passed
Winston AI
0.66passed
Originality.ai
1.00passed
ZeroGPT
1.00passed
Grammarly
0.75passed
QuillBot
0.95passed
Copyleaks
1.00passed
Median
0.98
Meaning
95.7
Readability
85.0
Words
1.11× 309 → 343
Show output (343 words)
As suburban populations grow, local governments face increasing pressure to expand public transit beyond traditional city centers. Expanding housing developments, congested roadways and long commutes have spurred demands for reliable bus and rail service in communities previously designed primarily for automobiles. Advocates for transit expansion argue that investment is essential to achieving sustainable growth. In rapidly expanding suburbs, limited options for transportation leave many people without access to automobiles and therefore isolated from jobs, schools and health care. Improved service also will reduce traffic congestion and support greater density of development at transit stations and along major bus routes. But financial constraints remain a major impediment. Most suburban transit agencies depend on a combination of local taxes, state grants and federal assistance that vary over time. Unlike large cities with well-established transit systems and separate sources of revenue, most suburban communities are developing routes and facilities for the first time. Some local officials have proposed increases in sales taxes, special assessment districts and private-public partnerships to finance expansion. Others are seeking federal funds to purchase electric buses, improve conditions at transit stops and extend rail services. Proponents believe that initial expenditures will ultimately generate substantial economic benefits by attracting businesses and increasing property values adjacent to transit routes. Conversely, opponents question whether new systems will attract sufficient volumes of transit riders to justify their costs. They caution that large-scale projects will probably result in substantial increases in taxes without major reductions in reliance on automobiles, especially for areas of low population density. Successful operation of suburban transit requires much more than addition of new routes. Service must be frequent, economical and integrated with existing transit systems. Complementary policies of land use will also stimulate location of housing and employment near transit and provide a larger base for transit riders. With continuing absorption of population growth by suburban areas, conflicts over funding for transit will undoubtedly increase further. Outcomes of these conflicts will determine whether expansion ultimately produces additional patterns of dependence on automobiles or provides experience with a practical system of urban transportation.
WriteHumanRank #7 this cycle
7/7 detectors passed
GPTZero
1.00passed
Winston AI
1.00passed
Originality.ai
1.00passed
ZeroGPT
1.00passed
Grammarly
1.00passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
1.00
Meaning
88.4
Readability
82.0
Words
1.29× 309 → 400
Show output (400 words)
The expansion of suburbia creates a burgeoning need for public transit options outside central city locations. More housing developments lead to more commuters using already congested roads and highways. Suburbs that were planned to be dependent on the automobile for transportation need bus and rail options to provide commuters with an alternative to driving. It is acknowledged by all interested parties that more funding needs to be directed towards improving suburban transit systems. Too often, the suburban transit systems that are in place leave people without access to transportation to jobs and other essential services. The fact that more people are using a transit system increases the need to build and improve the system, particularly if a community wants to decrease the number of automobiles on the road and foster more people living in the community and using the transit system. Improving public transit is a double edged sword; it encourages dense, urban living and reduces suburban sprawl. Funding remains the final barrier to improving public transit systems. Unlike major cities, many suburban areas are forced to create their public transit systems from the ground up, with very little (if any) dedicated funding. To pay for improvements, local governments are considering sales tax increases, creating special assessment districts, and/or entering into public private partnerships. Other governments are applying for Federal grants to enhance public transportation. Long-term improvements to public transit are justified by the expectation that new users will foster a positive economic impact and lead to increased property values and greater business development. Improvements to public transit systems are costly, and some question if the systems will pay for themselves. From a fiscal impact perspective, some are critical of public transit systems because they do not alleviate traffic in low-density areas and may lead to increased taxes. Improving public transit to and from the suburbs is difficult and requires more effort than starting a new transit route. Better integration with other public transit systems is crucial. Well planned and designed land use and zoning policies can help locate employment and residential districts near public transit to improve usage. Answers to these policies, and the level of commitment to improving public transit, will play a major role in the future of suburbs and the public transit systems serving them. The goal should be to improve public transit systems to enable suburban dwellers to use it for their daily trip making.
HIX BypassRank #2 this cycle
6/7 detectors passed
GPTZero
0.00caught
Winston AI
1.00passed
Originality.ai
1.00passed
ZeroGPT
0.98passed
Grammarly
1.00passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
1.00
Meaning
95.5
Readability
62.0
Words
1.17× 309 → 362
Show output (362 words)
With these suburban regions quickly growing, local governments are coming under heavy pressure to uplift public transit outside original cities. Recent housing developments, traffic congestion and longer travel times have. increased pressure for dependable bus and rail service in communities previously planned for automobiles exclusively. Increased investment is also key to transit advocates if they want to maintain the boom in sustainable growth. Home to few public transportation options can leave residents without cars stranded in places like quickly expanding suburbs— seniors, students and lower-paid employees who do not have the means to afford a car are cut off from jobs, schools and health care. Better service alsocuts traffic stress and undergirds denser development at stations and along high-frequency bus corridors. However, funding continues to be a constant battle. What trend are you referring to? Suburban transit agencies get by on a blend of local taxes, state grants and federal help—revenues that can vary with economic conditions. While major cities often have established transit systems and revenue sources to fund growth, many suburban communities are literally building networks and facilities from the ground up. Others local officials have floated boosts to sales tax hikes, special assessment districts and public-private partnerships for financing expansion. While some others are pursuing federal infrastructure grants to buy electric buses, upgrade stops or extend rail lines. Backers contend that the initial outlay such cash attractors can pay longterm economic dividends — drawing jobs and raising real estate value parallel to transit corridors. But opponents question whether or not new systems will draw enough riders to make them worth the money. They say, especially in sparsely populated areas, grand projects could mean a tax burden without really reducing driving habits. Adding suburban routes is not the key to successful transit say transportation planners. The service has to be regular, reasonably priced and linked to a community of networks. A more coordinated set of zoning policies can also drive housing and jobs to transit, boosting the ridership base. The train-train debate will only sharpen as suburbs grow. The choices in the immediate term will help to decide whether expansion leads to fresh car-centric places — or public transport-friendly communities.
GPTinfRank #3 this cycle
6/7 detectors passed
GPTZero
0.37caught
Winston AI
0.94passed
Originality.ai
1.00passed
ZeroGPT
0.86passed
Grammarly
0.61passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
0.94
Meaning
93.8
Readability
87.0
Words
0.96× 309 → 298
Show output (298 words)
With an increase in suburban populations, local governments are being pressured to provide expanded public transit services not only within urban but suburban areas as well. Housing growth, overcrowding on the roads, and increased commute times call for additional bus and train service in places that were initially designed for automobiles. Transit supporters claim that such an investment is critical for sustaining growth because, in rapidly growing suburbs, lack of adequate transportation leaves those who do not own a car isolated from schools, workplaces, and medical facilities. Adequate public transit can also serve to alleviate traffic congestion and encourage denser development along key transit corridors. However, financing remains a challenging task. Suburban transit systems utilize funds coming from local taxes, state funding, and federal assistance, none of which is stable. Unlike large cities that already have a working transit system and a stable source of funding, suburban transit agencies often need to develop transit routes and facilities from scratch. Various solutions have been proposed, including sales-tax increases, special assessment districts, and public-private partnerships for providing the necessary funds for expansion. Federal infrastructure grants can be used to purchase new electric buses, upgrade stops, and extend rail lines. Proponents believe that initial expenses can generate economic value by encouraging business growth and raising property values along transit corridors. Those who are against expansion, in turn, claim that there may not be enough passengers willing to use these new transit services. There are fears that ambitious projects will bring additional tax burdens without any significant decline in the number of cars on the road especially in those suburbs that are not densely populated. To create a successful system of transit, experts claim that not only additional routes should be added but that the transit services should be frequent, inexpensive, and
AI HumanizeRank #5 this cycle
6/7 detectors passed
GPTZero
0.00caught
Winston AI
0.84passed
Originality.ai
0.88passed
ZeroGPT
1.00passed
Grammarly
1.00passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
1.00
Meaning
88.7
Readability
78.0
Words
1.03× 309 → 319
Show output (319 words)
With the growth of suburban regions, the pressure on local governments to improve public transport is increasing. New housing plans, traffic congestion, and longer commutes demand better service in these regions that used to depend only on cars. Advocates for transport state that investment in the transport sector is crucial for sustainable development. Limited transport options in fast-growing suburbs can lead to the isolation of those without a car (seniors, students, low-income workers) from work, schools, and healthcare facilities. When there is good transport service, the congestion on roads will decrease, and dense constructions will be built in the areas around stations and transport routes. But money is always the obstacle. Suburban companies depend on several types of money (local taxes, state grants, federal grants) that can vary a lot. Unlike big cities with well-established transport systems and guaranteed financing, small suburbs are building transport routes from scratch. Some of the local representatives proposed increasing taxes, creating special tax districts, and introducing public-private partnerships that would finance the expansion. Others want to receive federal infrastructure grants to buy electric buses, improve bus stops, and expand railways. Those in favor of giving money claim that the money spent at first will lead to economic benefits over the long term as the businesses will come to this area, and the property prices will also increase. However, those who are against subway systems believe that there will be fewer people willing to use the subway than expected which would lead to money losses. New systems may create tax payments without working well and making people use their cars less as there is not much demand. Transportation experts say that it is not enough to just add routes to suburbs; it is necessary to offer good and fast service. The coordination of zoning policies can help develop the infrastructure. more car-dependent communities—or neighborhoods where public transportation is a practical part of daily life.
SuperHumanizerRank #6 this cycle
6/7 detectors passed
GPTZero
0.00caught
Winston AI
0.74passed
Originality.ai
1.00passed
ZeroGPT
1.00passed
Grammarly
1.00passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
1.00
Meaning
94.4
Readability
87.0
Words
1.07× 309 → 330
Show output (330 words)
As more people move to the suburbs, demand on local governments to bring transit to the residential neighborhoods, not just cities, is increasing. New neighborhoods and congested roads and congested corridors mean families want easy access to the bus and train in communities once built for the automobile. Transit proponents argue that funding must be on the table for growth to be sustainable. With a lack of transportation infrastructure in fast-growing suburbs, some residents in the periphery of the city who don't own cars - people like seniors, students and low-income workers - are cut off from work, school and health care. Good transit could help ease traffic and sprawl. Funding is an ongoing obstacle. Suburban agencies draw revenue from local taxes, federal assistance and state grants, which all change. They are unlike large cities that have dedicated sources of revenue for transit; most travel agencies are making the route and stations from scratch. To pay for expansion, some local officials have suggested boosting sales taxes, creating special assessment districts and entering public-private partnerships. Others are applying for federal infrastructure grants to buy electric buses, add new stops and extend rail lines. Proponents believe that upfront spending can pay off by luring commercial development and raising property values along transit routes. But critics say new programs will not generate enough riders to pay for themselves and that expensive infrastructure projects will impose a tax burden without making much of a dent in car traffic, especially in less populated places. Suburban transit also needs density. When people feel close to jobs and shopping, they are more likely to take transit. Suburban transportation planners say transit success doesn't just mean more lines. Service has to be frequent, inexpensive and integrated into regional transit networks. With each new suburb, the discussion over transit funding will grow even more. The choices that are made today will shape whether expansion leads to more car-oriented places, or places where public transit is a real, viable option.
CleverHumanizerRank #8 this cycle
6/7 detectors passed
GPTZero
0.00caught
Winston AI
1.00passed
Originality.ai
1.00passed
ZeroGPT
1.00passed
Grammarly
1.00passed
QuillBot
1.00passed
Copyleaks
1.00passed
Median
1.00
Meaning
88.4
Readability
78.0
Words
1.16× 309 → 357
Show output (357 words)
As suburbs grow and prosper, government authorities are likely to feel forced to take action to improve public transport as opposed to the core cities during the early years of suburban development. The construction of residential buildings, the traffic jams and the long distance commuting has led to demands for improved bus and rail services within the suburban area, which previously focused only on cars as a mean of transportation. Both transit systems advocates and opponents claim that funding is a major issue in the suburban development, where the public transport operations are often dependent on a combination of local taxes, state subsidies and federal government support, which may experience fluctuations. Unlike capital cities, which have established means of transportation and sufficient funds at their disposal the suburbs have to finance the emergence and development of transit systems from the bottom up. In addition various local governments have voiced their intention to acquire new equipment and infrastructure through the introduction of sales tax, special assessment districts and public-private partnerships, whereas others opt for federal government subsidies. Proponents of suburban development underline the growth potential through the attraction of new businesses and appreciation of local real estate, which may be gained as a result of improved public transport. Meanwhile transit opponents claim that the costs of new infrastructure may prove to be to high considering the projected number of passengers, who will utilize the new services. Transportation planners emphasize that in order to make public transport a viable alternative to personal cars, improved suburban services should offer a frequent service at an affordable price and form a part of a coordinated network, with coordinated land-use policies playing a key role in order to ensure a regular supply of passengers. As the suburbs continue to develop and attract new residents, the governments are likely to face growing pressure to fund the new public transport initiatives. These tensions are set to evolve as the local governments attempt to determine the most advantageous development strategy, which will allow the suburbs to grow in a manner, which will ensure the sustainability of the new projects and the avoidance of increased car commuting.
ReHumanizeRank #10 this cycle
2/7 detectors passed
GPTZero
0.00caught
Winston AI
0.00caught
Originality.ai
0.00caught
ZeroGPT
1.00passed
Grammarly
0.90passed
QuillBot
0.47caught
Copyleaks
0.00caught
Median
0.00
Meaning
94.6
Readability
85.0
Words
1.25× 309 → 385
Show output (385 words)
Suburbs are growing, and local governments are feeling the heat to offer public transit beyond the usual city limits. More new housing, jam-packed roads, and longer drives mean people are demanding better bus and train options in areas that used to be built just for cars. People who support public transit argue that investing in it is key for managing growth. In fast-growing suburbs, if people don't have cars, they can end up cut off from jobs, school, and doctors, especially older adults, students, and those with lower incomes. Having better transit can also ease traffic jams and encourage more people to live and work closer to stations and main bus lines. The problem is, finding the money is always tough. Transit systems in suburbs usually get their funds from local taxes, state money, and federal help, which isn't always stable. Unlike big cities with already-running transit and reliable funding sources, many suburban areas have to start their bus routes and train lines from zero. Some local leaders have suggested raising sales taxes, creating special districts that charge fees, or working with private companies to pay for the expansion. Others are going after federal grants for infrastructure to buy electric buses, fix up bus stops, and extend train lines. Supporters believe that spending money now can lead to economic gains later by drawing in businesses and raising property values near transit areas. But, some people are not convinced. They wonder if the new transit systems will get enough passengers to be worth the expense. They worry that big projects might end up costing taxpayers a lot without really getting people to drive less, especially in places where not many people live close together. Transportation experts say that for suburban transit to work well, it's not enough just to add more routes. The service needs to be frequent, affordable, and connect to the transit already in place. Also, working with city planners to create zoning rules that allow housing and jobs near transit can help build a solid base of riders. As suburbs keep growing, the arguments about how to pay for transit will likely get louder. The choices made now will shape whether these areas end up with more people relying on cars, or places where public transit is a realistic option for everyday life.
Undetectable AIRank #11 this cycle
2/7 detectors passed
GPTZero
0.00caught
Winston AI
0.00caught
Originality.ai
0.00caught
ZeroGPT
1.00passed
Grammarly
0.78passed
QuillBot
0.23caught
Copyleaks
0.00caught
Median
0.00
Meaning
94.6
Readability
87.0
Words
1.53× 309 → 473
Show output (473 words)
As suburban populations grow, local governments are facing mounting pressure to expand public transit beyond traditional city centers. New housing developments, crowded roads and longer commutes have intensified calls for reliable bus and rail service in communities that were once designed primarily for cars. People who support better public transportation say that investing in it is crucial for managing growth in a way that's good for everyone. In suburbs that are growing really fast, not having many transportation options can leave people who don't have cars - like older adults, students, and people with lower incomes - cut off from things they need like jobs, schools, and medical care. Having better public transportation can also help reduce traffic jams and make it possible to build more homes and businesses near train and bus stations. Finding the money to pay for it all is still a big problem. Suburban transit agencies usually get their funds from a mix of local taxes, grants from the state, and help from the federal government - and all of these can change suddenly. This is different from big cities that already have transit systems in place and have a steady flow of money coming in. Many suburban areas are starting from nothing, having to build their transit routes and facilities from the ground up. Some local leaders think that raising sales taxes, creating special districts to fund specific projects, and teaming up with private companies can help pay for expansion plans. Others are looking to get money from the federal government to buy electric buses, make bus stops better, and add more rail lines. People who support these ideas say that spending money now can lead to big economic benefits later, like bringing in new businesses and increasing the value of properties near transportation routes. Some people are against these new systems because they don't think they'll get enough people to use them to make them worth the cost. They're worried that big projects will just lead to higher taxes without really getting people to stop driving, especially in areas where not many people live. To make suburban transit work, you need more than just new routes. The service has to run often, be affordable, and connect to other transportation systems. Also, zoning rules should be coordinated to encourage building homes and offices near transit stops, which creates a bigger and more stable group of people using the service. This way, more people can easily get to where they need to go. As people keep moving to the suburbs, there's going to be a bigger argument about how to pay for public transportation. The choices we make now will decide what kind of neighborhoods we'll have in the future - ones where everyone drives everywhere or ones where people can easily use buses and trains to get around.
StealthGPTRank #9 this cycle
1/7 detectors passed
GPTZero
0.00caught
Winston AI
0.00caught
Originality.ai
0.16caught
ZeroGPT
0.70passed
Grammarly
0.24caught
QuillBot
0.16caught
Copyleaks
0.00caught
Median
0.16
Meaning
96.0
Readability
87.0
Words
0.95× 309 → 294
Show output (294 words)
With the increase in suburban growth, communities are looking to expand public transportation. Housing growth, increased traffic, and longer commutes are increasing the need for better bus and rail services. Transit advocates emphasize the importance of investing in public transportation to maintain sustainable growth. In growing suburbs, residents without cars, including seniors, students, and low-income individuals, are increasingly isolated from work, school, and medical services. Expanded service reduces traffic and enables denser development around stations and bus routes. But finding the money for expansion is a constant struggle. Most suburban transit operators are funded with local taxes, state grants, and federal funds, which are not always consistent. Unlike major cities with established transit systems and dedicated revenue streams, many suburban communities are building routes and facilities from scratch. Some local officials are considering sales-tax increases, special assessment districts, and public-private partnerships to pay for expansion. Others are hoping to use federal transportation grants to buy electric buses, upgrade stops, or extend rail lines. Proponents claim that the investment will bring long-term benefits by attracting businesses and increasing property values along transit corridors. However, skeptics argue that new transit systems will not draw sufficient ridership to justify their expense. They fear that costly projects could become a burden for taxpayers while failing to reduce automobile usage in low-density areas. For suburban transit to succeed, it must offer frequent, affordable service and connect to other transit services. Zoning reform can also promote transit-oriented development, increasing the demand for transit service. As more people move into suburbs, the question of how to fund transit will remain a contentious issue. The outcome of this debate will shape whether suburban growth results in communities that rely on cars, or ones in which transit is an acceptable means of travel.