The science behind Tailo

Tailo reads your dog's behaviour and describes what it sees. Everything about how it does that comes from published research on how dogs show stress, fear and ease. We read more than 200 studies to build it, and the ones that do the heavy lifting are listed on this page in full.

A short video is a snapshot, not a diagnosis. Tailo is a way to notice things and keep a record, not a replacement for your vet or a qualified behaviourist.

What the research actually says

No single thing a dog does tells you how it feels

There is no one signal that reliably means "stressed". When researchers measured it directly, flattened ears were present in most worried dogs but also in plenty of untroubled ones, and a nose lick pointed the other way. So we never hang a reading on one behaviour. We describe what the dog did and read it as part of the whole picture.

Sources: Bremhorst et al. 2022; Riggio et al. 2026

The most dependable thing on camera is whether a dog rests

Across every stressor one team tested, the response that showed up every time was a dog no longer lying down and resting. A dog settled with a loose body is, at the least, not wound up. A dog that cannot settle, moves away or hides is the clearest thing a short clip can show. So rest is where our reading starts.

Sources: Beerda et al. 1998; Hekman et al. 2012; Part et al. 2014

The famous "stress signals" often follow a person, not a threat

Lip licking, yawning and a lifted paw track whether a person is present as much as whether anything is wrong. In one study a dog licked its lips more when a person who had just frightened it invited it over than when it was shouted at. We treat these as weak on their own, and we say so.

Sources: Firnkes et al. 2017; Riggio et al. 2026

Behaviour shows how wound up a dog is, far better than why

An excited dog and a worried dog can look the same on camera. The science is blunt about this: what you can see reflects how aroused a dog is, not whether that is good or bad. So we tell you how settled your dog looked, and we are careful not to put words in its mouth about how it feels.

Sources: Mendl, Burman & Paul 2010

Even experts disagree, so we keep to a few honest levels

Asked to rate the same dogs, trained staff could not agree closely, and on a fine scale around half of behaviour experts missed the reference answer. Reading a dog to a number out of 100 claims a precision nobody has. So we read in three plain steps rather than a score.

Sources: Diesel et al. 2008; Gatehouse et al. 2025

Where the dog is changes what a behaviour means

Whether a person is present, and whether the dog is alone, change the reading. Whining and going to the door matter most when a dog is on its own. We ask about the setting, and we tell you plainly what a single clip could not let us judge.

Sources: Riggio et al. 2026; Palestrini et al. 2010; Scaglia et al. 2013

How Tailo uses it

We describe, we do not score. You get a plain account of what your dog did, in what setting, and a reading of how settled it looked in three steps. No number out of 100, because the research does not support one.

We weight by the evidence. Each behaviour we note is marked by how well studies support reading it from video, so "did not settle" counts for more than a single lip lick, and signals with no good evidence are flagged as such.

We say what we could not judge. If the ears were out of frame, the tail was docked, or we could not see what happened before filming, we tell you, instead of guessing.

A behaviour change is a vet matter first. If something looks new, sudden, or like it could be pain, we say to see your vet before anything else. We never name a product or medicine as the answer.

What a video cannot tell you

Tailo has not been tested against a panel of behaviourists scoring the same clips, so we do not claim it is clinically accurate, and we are building that evaluation now. People read dogs from video unevenly, and so can software. A clip catches one moment, and a dog left alone behaves in cycles that a short video only samples once. None of this makes a reading useless. It means a reading is a prompt to look closer, keep a record, and ask someone qualified if anything has changed.

References

The studies that most shape how Tailo reads behaviour. Each link opens the paper's record at its publisher.

  1. Barcelos AM, Mills DS, Zulch H (2015). Clinical indicators of occult musculoskeletal pain in aggressive dogs. Veterinary Record 176:465. doi.org/10.1136/vr.102823
  2. Beerda B, Schilder MBH, van Hooff JARAM, de Vries HW, Mol JA (1998). Behavioural, saliva cortisol and heart rate responses to different types of stimuli in dogs. Applied Animal Behaviour Science 58:365-381. doi.org/10.1016/S0168-1591(97)00145-7
  3. Beerda B, Schilder MBH, van Hooff JARAM, de Vries HW, Mol JA (1999). Chronic stress in dogs subjected to social and spatial restriction. Physiology & Behavior 66(2):233-242. doi.org/10.1016/S0031-9384(98)00289-3
  4. Bremhorst A, Mills DS, Würbel H, Riemer S (2022). Evaluating the accuracy of facial expressions as emotion indicators across contexts in dogs. Animal Cognition 25(1):121-136. doi.org/10.1007/s10071-021-01532-1
  5. Diesel G, Brodbelt D, Pfeiffer DU (2008). Reliability of assessment of dogs' behavioural responses by staff working at a welfare charity in the UK. Applied Animal Behaviour Science 115:171-181. doi.org/10.1016/j.applanim.2008.05.005
  6. Firnkes A, Bartels A, Bidoli E, Erhard M (2017). Appeasement signals used by dogs during dog-human communication. Journal of Veterinary Behavior 19:35-44. doi.org/10.1016/j.jveb.2016.12.012
  7. Flint HE, Coe JB, Serpell JA, Pearl DL, Niel L (2018). Identification of fear behaviors shown by puppies in response to nonsocial stimuli. Journal of Veterinary Behavior 28:17-24. doi.org/10.1016/j.jveb.2018.07.012
  8. Gatehouse E, Bremhorst A, Denenberg S, Loftus L (2025). Assessment of a behavioral scale for the measurement of fear, anxiety and stress in dogs visiting the veterinary practice. Journal of Veterinary Behavior 81:58-70. doi.org/10.1016/j.jveb.2025.08.008
  9. Hekman JP, Karas AZ, Dreschel NA (2012). Salivary cortisol concentrations and behavior in a population of healthy dogs hospitalized for elective procedures. Applied Animal Behaviour Science 141:149-157. doi.org/10.1016/j.applanim.2012.08.007
  10. Hennessy MB, Voith VL, Mazzei SJ, Buttram J, Miller DD, Linden F (2001). Behavior and cortisol levels of dogs in a public animal shelter. Applied Animal Behaviour Science 73:217-233. doi.org/10.1016/S0168-1591(01)00139-3
  11. Lund JD, Jørgensen MC (1999). Behaviour patterns and time course of activity in dogs with separation problems. Applied Animal Behaviour Science 63:219-236. doi.org/10.1016/S0168-1591(99)00011-8
  12. Mariti C, Gazzano A, Moore JL, Baragli P, Chelli L, Sighieri C (2012). Perception of dogs' stress by their owners. Journal of Veterinary Behavior 7:213-219. doi.org/10.1016/j.jveb.2011.09.004
  13. Mendl M, Burman OHP, Paul ES (2010). An integrative and functional framework for the study of animal emotion and mood. Proceedings of the Royal Society B 277:2895-2904. doi.org/10.1098/rspb.2010.0303
  14. Palestrini C, Minero M, Cannas S, Rossi E, Frank D (2010). Video analysis of dogs with separation-related behaviors. Applied Animal Behaviour Science 124:61-67. doi.org/10.1016/j.applanim.2010.01.014
  15. Part CE, Kiddie JL, Hayes WA, Mills DS, Neville RF, Morton DB, Collins LM (2014). Physiological, physical and behavioural changes in dogs when kennelled. Physiology & Behavior 133:260-271. doi.org/10.1016/j.physbeh.2014.05.018
  16. Riggio G, Borrelli C, Atilgan D, Russo G, Diverio S, Mariti C (2026). Rethinking dog stress behaviours: contextual and physiological insights from the attachment framework. Veterinary Quarterly 46(1):2682284. doi.org/10.1080/01652176.2026.2682284
  17. Rooney NJ, Gaines SA, Bradshaw JWS (2007). Behavioural and glucocorticoid responses of dogs to kennelling: investigating mitigation of stress by prior habituation. Physiology & Behavior 92:847-854. doi.org/10.1016/j.physbeh.2007.06.011
  18. Scaglia E, Cannas S, Minero M, Frank D, Bassi A, Palestrini C (2013). Video analysis of adult dogs when left home alone. Journal of Veterinary Behavior 8:412-417. doi.org/10.1016/j.jveb.2013.04.065
  19. Tami G, Gallagher A (2009). Description of the behaviour of domestic dog by experienced and inexperienced people. Applied Animal Behaviour Science 120:159-169. doi.org/10.1016/j.applanim.2009.06.009
  20. Travain T, Colombo ES, Grandi LC, Heinzl E, Pelosi A, Prato Previde E, Valsecchi P (2016). How good is this food? A study on dogs' emotional responses to a potentially pleasant event using infrared thermography. Physiology & Behavior 159:80-87. doi.org/10.1016/j.physbeh.2016.03.019