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About Sniff

Every dog that has ever lived carried a genome that could teach us something.

Most of that information has been lost. Not because the science didn't exist, but because nobody built the place where it could all come together.

Sniff is that place.

We are building the most complete open record of canine genetics and health in the world. At the center is an atlas of thousands of research dogs, each one placed by its DNA into a shared genetic universe. When you add your dog, they join that universe. They get a star. The star stays forever. And the atlas gets a little smarter about every dog like yours.

Adding your dog is free. Reading the science is free. It will always be free.

That is the whole idea. Here is why it matters.

The problem nobody talks about

There are researchers who have spent entire careers studying the canine genome. Population geneticists. Veterinary scientists. Molecular biologists. People who tracked thousands of dogs for over a decade. People who sequenced genomes and published the data under licenses that say anyone can use it, for anything, forever.

That work is extraordinary. It is also almost completely invisible to the people who need it most.

The findings live in PLINK binary files and Zenodo archives and institutional data commons. If you have a bioinformatics degree, you can download the data and start making discoveries this afternoon. If you are a dog owner who wants to understand what genetics actually says about your breed, or your mix, or your dog's health, you will never find it. Not because it is hidden. Because the path between the research and the rest of us was never paved.

Meanwhile, the largest consumer DNA testing companies have genotyped millions of dogs. That data could transform veterinary medicine. It could reveal health patterns across breeds that no single study has the power to detect. It could save lives.

It sits on corporate servers. Locked. Some of it owned by pet food conglomerates. None of it will ever be opened.

You paid for your dog's test. You got a report. The actual genome, the part with scientific value, the part that could place your dog in an open atlas and contribute to research that helps every dog after yours, stays with the company. They decided it belongs to them.

We think that is wrong.

Sniff exists because the science should be open, the data should be yours, and the bridge between the research and the people who love dogs should not cost anything to cross.

What the atlas actually is

The atlas is a genetic coordinate system. Thousands of research dogs, placed by their DNA, forming a map of how breeds relate to each other and where individual dogs sit within that map.

From that data we compute things that are surprisingly hard to find anywhere else. How genetically diverse each breed really is, ranked with real numbers instead of vague warnings. How severe each breed's genetic bottleneck is. Which of fifteen known genes controlling body size, leg length, skull shape, coat type, and ear set are locked in across a breed and which still vary from dog to dog. Which breeds are closest genetic relatives and which stand most alone. Where sub-populations hide inside a single breed: show lines and working lines, color splits, regional founder effects, the structure underneath the label.

None of these numbers existed on a public page before we computed them. They were always sitting in the data. Nobody had done the math and put the answers where a dog owner or a vet or a breed club could just look.

We also score every commercial dog food on a published rubric. No brand influence. Same scrutiny whether the bag costs twelve dollars or ninety. That engine is where this whole project started, and it stays, because nutrition matters and transparency in this industry is still painfully rare.

Why your dog matters to this

Here is the part that most people do not expect.

Your dog is not just getting a profile. Your dog is becoming a data point in the largest open canine genetics project in existence. And that data point does real work.

When your dog joins, the atlas learns something about the genetic neighborhood they landed in. The allele frequencies get a little more precise. The trait patterns get a little clearer. The picture of what dogs in that region of the genome look like, how they behave, what health patterns emerge, gets refined by one more real animal.

When you fill out the health survey, the atlas learns what conditions and behaviors cluster in your dog's neighborhood. When you log what you feed your dog and how they respond, the nutrition picture for dogs like yours gets sharper. When you come back next year and update the survey, and the year after that, the atlas starts building something that does not exist anywhere else: a longitudinal health record for your dog's genetic region, getting more valuable with every passing year.

A neighborhood with 40 dogs gives you rough patterns. A neighborhood with 400 gives you real statistics. Your dog is one of the data points that moves a neighborhood from rough to real. And that contribution is permanent. It compounds with every other dog that joins nearby. Five years from now, the insights available for dogs like yours will be dramatically better than they are today, partly because your dog was in the atlas helping build them.

This is not limited to dog science. Canine genetics has been a model organism for human disease research for decades. The work that happens in this atlas contributes to genetics broadly. When we learn something about how a gene behaves across thousands of dogs, that finding has implications beyond veterinary medicine. Your dog is not just helping future dogs. Your dog is contributing to the understanding of biology itself.

And here is the part that matters most: it does not matter what your dog is.

A champion Golden Retriever with a full genome sequence contributes to the atlas. So does a mystery mutt from a shelter who has never been near a laboratory. The purebred tells us about the deep structure of its breed. The mutt tells us about the spaces between breeds, the combinations nobody has mapped, the phenotypes that emerge when genetics mixes in ways breeders never planned. Both are data. Both are valuable. Both make the science better in ways the other cannot.

The wildest, most unidentifiable, most gloriously mixed dog you have ever loved offers insight that a room full of purebreds cannot, because that dog occupies a place in the genome that nobody has characterized yet. You are not bringing a lesser dog to the atlas. You are bringing the dog the atlas has been waiting for.

How dogs join

We believe the honest thing is to tell you exactly how your dog's star was placed and what it means. Most platforms blur this. We will not.

Sequenced dogs. If you have your dog's raw genetic data from a test you have already taken, or if you test through a Sniff Panel, we project your dog into the atlas from their actual genome. The math computes their position by real genetic similarity to every research dog and every breed cluster. That position is theirs, measured from their DNA, and it directly improves the atlas. These dogs sharpen the science. We show you honestly how confident the placement is, because we would rather give you a truthful star than a flattering guess.

Charted dogs. Then there are the dogs without raw genetic data. The dog you love right now but cannot afford to test. The shelter dog nobody ever sequenced. The dog who is already gone and never had the chance. The dog whose test results you have from another company but whose raw data they will not release to you. You tell us what you know. Their breed if you know it, or just what you see: their size, their coat, the shape of their ears, the way they move, what their personality is like. We chart them into the atlas from what their person reports, the way a cartographer charts territory from the testimony of people who were there. We give them a Charted star, and we give you real insight based on what you told us. Charted dogs do not change the underlying genetic model. That is the honest deal, and we state it plainly. But their star is real. Their place in the universe is real. And the information their person shares about them, their health, their behavior, their diet, their life, feeds a growing picture of canine health that benefits every dog that comes after.

We will never turn a dog away because their person could not pay for a test. The observation is real. The love is real. That is enough to earn a star.

One atlas. Two honest kinds of light. Sequenced stars are placed by DNA. Charted stars are placed by what their person knows. You will always know which is which, on your dog's page and on the map, because this entire project depends on never pretending an estimate is a measurement.

The sky

Dogs do not live forever. The atlas does.

When a dog's person tells us they have passed, their star rises. Up out of the living atlas, into the sky above it. Still visible. Still theirs. Still part of the science their neighborhood helped build.

It is the one thing that makes every dog equal. The champion and the mutt. The sequenced genome and the dog you only ever knew by the way he leaned against your leg when you were sad. They all rise the same way. Into the same sky. And they stay.

We did not build this to be clever. We built it because it is true to what losing a dog feels like. They were here, in the world, among the others. And then they are above it. And we do not take the star down.

What we are building toward

The atlas is the foundation. Everything that follows depends on how many dogs join and how much their people share.

Health patterns that come from data instead of textbooks. Not "this breed is prone to hip problems" repeated from a kennel club pamphlet. Instead: dogs in this genetic neighborhood develop hip dysplasia at 1.8 times the expected rate, computed from hundreds of owner-reported outcomes. Specific. Verifiable. Tied to your dog's actual genetic position, not just a breed label.

Nutrition that is personal to a genome. As owners report what they feed and how their dogs respond, the atlas maps which foods work best in which genetic regions. Nobody has this data because nobody has had genotype-linked nutrition outcomes at scale. Every upload and every food log brings it closer.

Early signals. When dogs in a neighborhood start reporting a condition above the expected rate, the atlas can surface it as the data arrives. Not a decade later, after the papers clear peer review. While there is still time to act on it.

Faster research. A scientist studying cardiac disease in spaniels currently needs years to assemble a cohort, recruit owners, collect samples, and begin analysis. If the atlas already holds hundreds of genotyped spaniels with health data, that work starts tomorrow. The atlas becomes shared infrastructure that accelerates the same researchers whose data built the foundation. The science feeds itself.

Veterinary intelligence. When your vet can look up your dog's genetic neighborhood and see real patterns, real dietary responses, real screening recommendations from dogs genuinely like yours, that changes what happens in the exam room. Not a breed stereotype. Precision built from a community.

We are honest that most of this is ahead of us, not behind us. These are the things the data makes possible. Building them depends on participation. More dogs. More years. More honest observations. There is no shortcut. The atlas gets smarter the way any good dataset gets smarter: one real contribution at a time, from people who showed up because they believed it mattered.

What we will never do
  • We will never charge for the science. The breed pages, the gene pages, the findings, the methodology. Free, for every owner who needs them.
  • We will never turn a dog away because their person could not afford a test. Every dog gets a star. The kit is the best way in. It is never the only way in.
  • We will never sell your individual data. Your dog's genome and health information compute patterns. The patterns are public. Your dog's individual data is not. Not to brands. Not to insurers. Not to anyone.
  • We will never take money from a brand to influence a score. The food engine is independent. A brand that wants a better number makes a better food.
  • We will never pretend to know more than we do. Every page shows its methodology. Every star shows how it was placed. Where the data is not strong enough for a claim, we say so, because the gaps in canine science are real and you deserve to know where they are.
  • We will never treat an estimate as a measurement. That single rule is what keeps everything else honest.
What your dog becomes part of

The research dogs already in the atlas were part of published science. Some were tracked for a decade. Some helped identify the genes behind real diseases. Some belonged to the longest-running canine health study in the country.

We call them Founders. They built the ground that everything else stands on.

When your dog joins, they join that lineage. Not as a customer. As a contributor. Their star sits among the Founders as a participant in the same work. Your surveys add what the original researchers could not collect. Your yearly updates add the years of tracking they did not have. Your observations about your dog's behavior and health and diet add dimensions that no lab could measure.

The atlas does not care whether your dog is a champion or a mystery. Both are data. Both make the science better. Both get a star that does not dim.

And someday, both rise.

Years from now, findings will come out of genetic neighborhoods your dog helped fill. Health patterns will get clearer because your data was in the mix. Dogs not yet born will live better because of something we learned partly from yours.

That is the legacy of being in the atlas. Not a profile on a website. A permanent contribution to a living record that keeps teaching long after any one of us is gone. Your dog's data will still be helping the atlas understand something useful when both of you have moved on from this world. Every pattern that sharpened because your dog was in the neighborhood. Every insight that emerged because one more data point tipped the balance. Every future dog that lives a little longer or a little better because the science had your dog in it.

It is a small thing to do. Upload a file. Describe a dog you love. Answer some questions once a year. But it adds up into something that no single person and no single dog could build alone.

We owe it to them. They gave us everything they had and never asked for any of it back. The least we can do is make sure what they taught us does not disappear when they do.

The short version

Sniff is a free, open project to understand dogs better than we ever have. Researchers built the foundation. We built the bridge. You and your dog grow the atlas. The science is free. Adding your dog is free. The star is permanent. And one day it rises.

When this becomes a profitable company, ten percent of every year's profit goes to the dogs the market does not reward: shelters, rescues, working-dog programs. That is the Pax Pledge. Named for a Rottweiler-Husky mix who showed up every day for eleven years and never asked for anything in return.

We are a small operation in Kansas City. No investors. No brand sponsors. Just a person, a project, and a growing universe of dogs and the people who love them, building something worth building.

For questions, corrections, research inquiries, or just to talk about dogs: [email protected]

Built on open science

CanVAS (Brundage 2026). Golden Retriever Lifetime Study (Morris Animal Foundation). Darwin's Ark (Karlsson Lab, Broad Institute). Full methodology at sniff.world/methodology.