What the Internet Thinks Kingsport Is

I do this for a living. It is called open-source intelligence, OSINT for short, and it is simpler than it sounds. I take a name, a company, or a place, and I find out what the open record actually says about it, using only what is public. Then I check whether the record is true, because those are two different jobs and most people only do the first one. Usually the subject is someone who would rather I not look. This time the subject was the town I live in.

I ran six research passes against one simple question: what does the internet think Kingsport, Tennessee is? Five of them ran through AI systems. The sixth was me, working the case the way I work any case. Then I spent a couple of days running down every figure any of them handed me, because a confident answer and a correct answer are not the same thing, and knowing the difference is the whole job.

Here is what I found. The internet does not know Kingsport. It has a story about Kingsport, assembled mostly by people who do not live here, and that story is wrong in both directions. It skips real problems, and it flattens the real good. The AI tools did not fix this. They sanded it smoother and repeated it with a straight face.

Everything below is sourced. I have marked each contested claim with where it stands after verification, because if you are going to read one person's audit of his own hometown, you should be able to see exactly how much of it is the record and how much is me.

01 / The DisagreementThe internet cannot agree on a single number

Start with the most basic question a person asks before moving somewhere: what do people earn here, and what does a house cost? You would think these would be settled. They are not. Ask the internet what the median household income in Kingsport is and you will get answers from roughly forty-two thousand to sixty-two thousand dollars, depending entirely on which page you happen to land on.

The verified figure is $52,490 Verified, and the reason all the other numbers exist is the whole problem with researching a place online. The metro area is a bigger, richer geography than the city, so any source quietly using it reads higher.² A one-year Census table and a five-year table give different answers for the same place, and both are floating around. And the live aggregators scrape a figure once and leave it sitting for years. Drop the fine print and you can publish almost any of these and still say the Census backs you up.

Home prices do the same trick, with a wider gap. I found the "median home value" for Kingsport quoted anywhere from a hundred and forty-nine thousand dollars to three hundred and fifteen.

This is not a story about lying. It is a story about a record nobody is maintaining. When no local authority owns the numbers, the numbers drift, and a content farm in another state fills the gap with whatever it scraped two years ago. A person doing their due diligence does not see one Kingsport. They see four, and they have no way to know which one is real.

02 / The DistortionKingsport's crime is falling, and the bad grades hide which part is the problem

If you live here, this section might bug you, because it sure does not feel like crime is going down. I understand that. So before the numbers, one thing about where that feeling comes from.

You only see crime when it happens. A car chase down a main road is on everyone's phone by dinner. A shooting leads the eleven o'clock news. A crime-grade website slaps a D on the city and moves on. What none of those ever show you is the burglary that did not happen this year. A thing going wrong is loud. A thing getting better is silent. So the picture most people carry around is built almost entirely out of the bad nights, because the bad nights are the only part anybody bothers to post. What gets published and what is actually true are not the same thing, and the space between them is where a town's whole reputation gets decided.

Here is the part the crime-grade sites do not show you. According to the Kingsport Police Department's own 2024 annual report, the major categories did not just tick down. They fell off a cliff.

So is the city dangerous or not? The honest answer is more specific than the grade. Two different things are happening, and you have to separate them. Kingsport's property crime rate, about 2,960 per 100,000 in 2024, runs clearly above the national average, and property crime is what drives those failing grades.⁶ Its violent crime rate, about 441, remains above the national rate but much closer to it than the property-crime rate, and it dropped roughly a third in a single year from 2023 to 2024.⁶ How far above average Kingsport lands depends on which year and which baseline a source uses, which is the whole point: the number moves, and the grade hides the movement. Characterization The clean version is a property-crime problem that is real but shrinking, and a violent-crime rate that is above average but far nearer the line than property crime, and falling. Verified

One AI tool tried to explain the bad grades with a theory that Tennessee reports crime in a way that makes the city look worse than its neighbors. It does not hold. Tennessee actually ran one of the cleanest reporting transitions in the country, with full agency participation, so there is no reporting trick inflating Kingsport's numbers.⁷ Killed The level is real, the trend is down, the grade is stale. The lesson is not that Kingsport is safe or that it is dangerous. It is that the version of your town you see online was built out of the worst nights and none of the quiet ones, and that is not the same as the truth.

03 / The CrisisThe problems people feel, that the brochure skips

Section two was about a fear that runs ahead of the facts. This one is the opposite: two problems that are real, getting worse, and almost completely missing from the version of Kingsport you find online.

Start with drugs, because everyone here already knows. In 2023, overdoses killed 270 people in Northeast Tennessee, and the number went up 2.3 percent in a year when the statewide total finally fell for the first time since the state began counting in 2013.⁸ The regional increase was driven by just two counties, and Sullivan, the one Kingsport sits in, was one of them. Sullivan's overdose rate ran above the state average, with fentanyl in well over half the deaths and methamphetamine in two-thirds.⁸ Over the decade the rise is staggering. The Kingsport Times News put it at a 568 percent increase.⁸ So when people here feel like the drug problem is bad, they are not imagining it. They are reading their own community correctly. The relocation guides and the chatbots just do not mention it.

Homelessness is the same story, and the numbers are fresh. Kingsport's point-in-time count rose from 172 people in 2024 to 222 in 2025, an increase of nearly 29 percent.⁹ Across the eight-county region the January 2025 count hit 943, up 37 percent in a year.⁹ Roughly a third of the people counted reported a substance use disorder and more than 40 percent a serious mental illness, which is the drug crisis and the housing crisis showing up as the same people.⁹ About one in ten tied their situation to Hurricane Helene.⁹ I want to be fair about the slope, though, because the honest version matters more than the scary one: the region's count looks like it tripled since 2020, but ARCH's own data manager says plainly that a good part of that is better counting, not only more people. The rise is real. It is just not quite the cliff the raw number implies.⁹

The shelters tell you it is real anyway. Hope Haven's men's shelter ran full nearly all of 2025, and the organization served well over half again as many people as the year before. Grace House opened in December 2024 and added about forty low-barrier beds, which is the only reason the unsheltered number did not climb faster.¹⁰ Verified

Here is the part that ties this together. Every one of these numbers exists. They are documented in detail, with methods and year-over-year comparisons, by local reporters, several of them at the Kingsport Times News. The work got done. What did not happen is any of it reaching the layer most people actually read. The local record is rich. The machine record is blind.

04 / The AnchorEastman is the whole economy, and that cuts both ways

Every version of Kingsport, human or machine, leads with Eastman Chemical. Fair enough. It is a Fortune 500 company headquartered here, founded in 1920, and it employs something on the order of six thousand people locally. The booster sites and the AI tools both treat it as a steady, reassuring fact, the bedrock under the brochure.

Here is what the steady version leaves out. In November 2025, Eastman announced it was cutting roughly seven percent of its global workforce, somewhere under a thousand positions, to chase about a hundred and seventy-five million dollars in savings as demand softened and tariffs bit.¹¹ Verified When one company is your economy, its bad quarter is your bad quarter.

And at the same time, in the same city, that same company has a first-of-its-kind molecular recycling plant up and running, using methanolysis to turn polyester waste back into raw material. It originally carried a two-hundred-fifty-million-dollar price tag that ballooned well past it, part of a roughly two-billion-dollar bet across three facilities, and the Kingsport unit is operational now.¹² Verified

Let me be clear, because this is a town that loves Eastman and has every reason to. None of this is a knock on the company. The jobs are real, the pride is earned, and that recycling plant is the kind of thing most towns would give an arm for. The point is narrower than that, and it is about math, not loyalty. When one company is this much of your economy, you do not get to keep its good days and skip its bad ones. They are your days now too. The cheerful chamber-of-commerce version cannot hold that. Neither can the "dying factory town" version on Reddit. The truth needs both hands.

05 / The LedgerThe same companies show up in the regulator's file

This is the section I expected to skip and could not, because the record is too clear to leave out. The two industrial anchors that the brochure celebrates also have a second file, the one the state keeps. I am going to handle it the same way I will handle the hospital in a moment: only the regulators' own numbers and the companies' own words, opinion saved for the end. These are major employers and real assets. That is exactly why the cost side belongs on the page too.

Start with the scale. In 2024, Eastman's Kingsport site reported about 3.6 million pounds of toxic chemical releases to the EPA Toxics Release Inventory, roughly 1.6 million to the air, and that single facility accounted for about 95.7 percent of all such releases reported in Sullivan County.¹³ The site currently carries a "significant violation" status for Clean Air Act compliance in the EPA's enforcement database, and the state has fined it repeatedly between 2023 and 2026 for air-permit exceedances involving sulfur dioxide and carbon monoxide.¹⁴ The area around the plant is the only federally designated sulfur-dioxide nonattainment spot in Tennessee, a designation it has carried since 2013.¹⁵ Verified

Now the other hand, because it is also true. Eastman converted five major coal-fired boilers to natural gas between 2014 and 2018 and cut its sulfur-dioxide emissions by roughly two-thirds, and the area has been working back toward attainment ever since.¹⁵ The plant still reported about 3.68 million metric tons of carbon-dioxide-equivalent greenhouse gas in 2023, and it has logged a string of accidental discharges into the South Fork Holston River over the years, from thousands of pounds of ethylene glycol to small recent oil and chemical releases, each self-reported and each drawing a state notice.¹⁶¹⁷ The recycling plant the city is proud of is real, and so is the regulator's file. Both hands again.

Then there is the smell, which you do not need a database to find. When Domtar's mill on Clinchfield Street switched in January 2023 from making paper to recycling cardboard into containerboard, it brought a roughly 23-acre wastewater lagoon back into service, and that lagoon began throwing off hydrogen sulfide, the rotten-egg gas.¹⁸ The state fined Domtar $64,650 for water-permit violations and another $8,000 for an air-permit exceedance, though notably not for the odor itself, because the permits do not set an odor limit and the state has said it does not regulate odor directly.¹⁹ Verified That gap, a smell everyone can detect and no rule that quite covers it, is the whole frustration in one sentence.

In March 2026, two residents took it to federal court. Their proposed class action covers roughly 10,800 households within two miles of the mill and alleges Domtar failed to control the odor. Those are allegations, and no court has ruled.²⁰ Domtar has admitted the odor exists, says it is harmless, and is building an anaerobic digester it expects to bring online by late 2026 to fix the source.²¹ If you want to know where this tends to go, look two states south: a nearly identical paper-to-containerboard conversion in Catawba, South Carolina drew more than 17,000 odor complaints and ended in a roughly $103 million class-action settlement.²² Verified

What I could not find matters as much as what I could. No health authority, state or federal, has studied the neighborhoods around either plant and found a link to any specific illness. Residents report headaches and breathing trouble, and the general toxicology of hydrogen sulfide is real, but a reported symptom is not an established cause, and I am not going to pretend the gap is filled when it is not. Characterization The record shows emissions, violations, and a lawsuit. It does not show a health finding. Both of those are true, and an honest audit says both.

06 / The InversionThe thing the internet gets backwards

This is the part that matters most, and it is the part every AI tool got wrong in the same direction.

Ask the relocation sites and the chatbots about healthcare in the Tri-Cities and you will hear that it is a strength. "Top-notch healthcare," "good hospital access," listed in the plus column next to the parks and the low taxes. Several of the AI systems I tested repeated exactly this. It is the single most important thing they got backwards, and you do not have to take my word for it, because the record is the state's own.

Ballad Health is the only hospital system for most of roughly 1.1 million people across a 29-county region, a monopoly the states of Tennessee and Virginia approved in 2018 by waiving anti-monopoly law through an agreement called a COPA.²³ In exchange for being allowed to corner the market, Ballad agreed to hit a long list of quality-of-care benchmarks. In the reporting period that KFF Health News and Tennessee Lookout examined, it missed most of them, including major emergency-room access measures.²³

The clearest single number is how long it takes to be admitted from the emergency room.

When the company kept missing its targets, the state's first move was not to enforce the agreement. It was to lower the bar, cutting the score Ballad needs to show a "clear and convincing public benefit" from 85 out of 100 down to 70.²⁵ The pressure kept building, and in 2026 the state finally moved to let the COPA framework expire. The Tennessee House passed the amended repeal 84 to 11 on April 13, the Senate concurred on April 16, Governor Bill Lee signed it on May 5, and it became Public Chapter 887 on May 18, 2026, with the key protections set to fall away in 2028 and 2030.²⁶ Verified

So when an AI tool tells a family researching a move that Tri-Cities healthcare is a selling point, it is not giving them a thin answer. It is giving them a flattering one, and it is pointing them exactly the wrong way on the single decision in this whole search that could actually hurt them. That is the difference between a search engine that is incomplete and one that is confidently wrong, and it is the reason I do not let a chatbot have the last word on anything that matters.

07 / The TellEven the famous story gets the location wrong

If you know one thing about this area's history, it is probably Mary the elephant. In September 1916 a circus elephant killed her handler and was hanged from a railroad crane in front of a crowd. It is the regional ghost story, and half the retellings put the whole thing in Kingsport.

They are wrong, and the way they are wrong sums up this whole piece in one fact. Mary killed her handler here, in Kingsport, on September 12. She was hanged the next day in Erwin, about an hour up the road.²⁷ Verified The killing happened here. The hanging happened there. The record smeared the two together for a century, and most retellings still do.

If the internet cannot keep straight the single most-told event in the region's history, you can imagine how it does with the median home price.

08 / The Real CityThe part the algorithm flattens worst is the good

Everything above is the hard half, and it is real. But I have spent this whole piece saying the internet's Kingsport is wrong, and it would be its own kind of dishonest to fix only the flattering errors and leave you with a town that is nothing but a hospital fight and a smell. That is not where I live. So here is the other correction, the one the brochure and the chatbot both botch from the opposite direction.

Drive ten minutes from downtown and you are at Bays Mountain, a more-than-3,500-acre nature preserve with a lake, a planetarium, and wolves, inside the city limits, which almost no city this size can say. Warriors' Path State Park sits on the reservoir on the other side of town. The South Holston tailwater below the dam is a nationally respected trout fishery that barely registers in any "things to do" result.²⁸ Downtown has had a genuine revival, a twenty-million-dollar Main Street rebuild and more than a dozen new businesses opening in 2025, and most of that is invisible outside local news.²⁹ Every July the whole town empties into Fun Fest. The cost of living is low enough that a normal job still buys a yard and a driveway and a life, which is not a small thing anymore.

And Kingsport is one of the first thoroughly planned, privately financed cities in twentieth-century America, designed by a nationally known city planner named John Nolen in 1916 and 1917. That is a distinctive story, the kind a city could build an identity on, and it lives almost entirely in encyclopedia entries nobody reads.

None of that shows up when you ask a machine what Kingsport is. The satisfied do not post, the aggrieved do, and the people who actually live the good version of this town, the under-fifty crowd raising kids and starting things here, are almost completely absent from the public record. So the internet's Kingsport is a flattering retiree brochure on top, an angry thread underneath, and the real, livable, complicated city missing from the middle. The machine did not just hide the problems. It averaged away the reasons people stay.

09 / The MachinesFive AIs, five reports, one identical paragraph

Here is the thing that should bother you, written by someone who uses these tools every day and recommends them to clients for a living.

I ran the same prompt through five different AI systems on the same afternoon. Their deep research diverged wildly. One smoothed everything into a real-estate brochure. One invented a regional GDP figure roughly double the real one, a net-worth statistic I could not source anywhere, and a "walkability score of zero" for a city that scores 25. Killed on all three.³ They could not agree on the population, the income, or the home price.

But when I asked each of them to just describe Kingsport in a sentence or two, the way a person would, they converged. Every one of them led with Eastman, called it affordable, mentioned the parks, and pegged it as a quiet retiree town. Not one led with the planned-city history. Not one mentioned the hospital monopoly. Not one mentioned the drug crisis, the homeless count, or the smell. Several called the healthcare a strength.

Five engines that could not agree on a single number produced almost the same first paragraph. The disagreement was in the research. The agreement was in the bias.

There is a mechanical reason for this, and it is worth understanding. These tools lean heavily on Wikipedia and the highest-authority pages, and those sources are stale and incomplete on Kingsport. The Tri-Cities Wikipedia entry was still citing income data from the year 2000 the last time I checked. Remember the drug numbers, the homeless count, and the Domtar lawsuit. Local reporters dug all of that up and wrote it down. The AI did not bury them out of malice. It buried them because they live in local news stories, and the model weighed those stories far below a relocation company's blog and a decade-old encyclopedia table. Feed a thin, dated, booster-leaning record into a system designed to sound confident and agreeable, and you get exactly what I got: a smooth, certain, partly false picture, delivered five different ways with the same blind spots baked in. The tool is not lying to you. It is averaging a record that was already wrong, and hiding the seams.

That is the lesson I actually care about, the one I tell clients. AI is a fast intern with bad judgment. It will hand you a clean, confident answer about your town, your industry, or your competitor, and the cleanness is not evidence that it is right. It is evidence that it averaged its way past the parts where the truth was contested. The verification is the work. It was always the work.

Snapshot dated June 14, 2026. The web moves. By the time you read this, some of these numbers will have shifted, which is exactly the problem. If you find one that is out of date, that is not a strike against the method. That is the method working.