Baked or Air-Fried French Fries: Is Your Brain Trained to Expect Oil



The problem with a French fry that is trying too hard to be healthy!!

There is a strange psychological bargain hidden inside the modern French fry. We say we want the potato, the seasoning, and the crisp exterior, but when someone removes most of the oil, something about the experience can suddenly feel incomplete. The baked version may be golden, the air-fried version may make a respectable crunch, and the potato inside may be perfectly soft, yet many people will still take one bite and say that it does not taste like a “proper” French fry. That reaction raises a more interesting question than whether deep-frying is healthier:

Have we trained our brains to associate a French fry's identity with the sensory experience of hot oil?

A recent News18 story brings this question into focus through a simple kitchen experiment. Food creator Joseph Gitter demonstrated a technique using a pre-gelatinised cornstarch mixture, in which cornstarch is cooked with water until it forms a thick paste and then used to coat potatoes before baking. The idea is based on a problem that cooks have struggled with for years: deep-frying naturally creates the combination of a cooked interior and a dry, crisp exterior, whereas an oven has to achieve the same contrast without surrounding the potato with hot oil. ([News Minimalist][1])

The trick is interesting not merely because it can make French fries without oil crispier, but because it exposes what we actually expect when we bite into one.


Why do we think a French fry has to be oily?

A French fry is not defined by its ingredients alone. Potatoes, salt, and heat are not enough to explain why one preparation feels like a French fry while another feels like a roasted potato cut into sticks. Much of that identity comes from texture, aroma, temperature, browning, and mouthfeel arriving together.

Deep frying is extraordinarily effective at creating this combination. Hot oil transfers heat rapidly to the potato surface, helping moisture escape while the exterior browns. The inside can remain soft while the outside becomes firm and brittle. Research comparing deep-fried and air-fried potatoes has found that the two methods produce measurable differences in moisture loss, starch gelatinisation, colour development, texture and sensory characteristics.

So when someone says, “Air-fried fries don't taste the same,” that statement is not necessarily imaginary or simply the result of being accustomed to unhealthy food.

They actually are different foods from a sensory point of view.

The more interesting part is that the brain does not experience those differences independently. It combines them into an overall judgment: *this tastes like the food I expected* or *something is missing*.


Your brain does not taste food in isolation

Taste is only one part of eating.

Before the brain decides whether something is delicious, it is processing information from smell, temperature, texture, sound, appearance, and the physical sensation of the food in the mouth. A crisp French fry produces a small collection of sensory signals almost simultaneously: the sound of the crust breaking, the resistance between the teeth, the soft potato underneath, the salt on the surface, and the aroma released as the food is chewed.

That combination becomes part of the food's identity.

This is why a person can eat two foods made from almost exactly the same ingredients and experience them as completely different.

A boiled potato and a French fry are both potatoes. Nobody confuses them.

The difference is not simply nutritional. It is sensory.

And this is where the question of oil becomes much more interesting.




Fat is not just about calories; it changes what food feels like

For a long time, conversations about dietary fat focused mainly on calories and health. But researchers have increasingly examined another property of fat: mouthfeel. A 2023 study published in The Journal of Neuroscience found that activity in the human orbitofrontal cortex — an area involved in reward valuation — responded to oral sensations associated with the smooth, oily texture of fatty foods. The researchers found that neural responses to this texture were linked to how participants valued foods and, importantly, that individual differences in this neural sensitivity predicted fat preference in a naturalistic eating test.

That does not mean the brain is sitting there thinking, "I need oil in my French fries!"
It means something more subtle is happening.
The physical sensation created by fat can become part of the reward value of food.

That distinction matters when we compare deep-fried fries with baked or air-fried ones. Removing oil changes more than the calorie count. It can alter the mouthfeel that accompanies the flavour. So if someone takes a bite of an almost oil-free fry and thinks, “This is not satisfying,” the explanation may have less to do with the potato itself and more to do with the sensory package that person has learned to expect.

But has your brain really been “trained” to expect oily fries?


This is where the headline question needs some caution.

There is evidence that food preferences are influenced by repeated exposure, sensory experience, learning, and associations between taste and nutritional properties. There is also evidence that fat-related oral texture contributes to food reward. But it's too simplistic to say the human brain is biologically programmed to demand oily French fries.

The brain did not evolve specifically for French fries.

We learned the French fry.

That learning can happen through repetition. A child encounters a particular food repeatedly in a particular form. The food develops a sensory identity. Later, variations that depart too far from that identity can feel disappointing even if they are objectively pleasant to eat.

This is similar to what happens with many familiar foods.

A person accustomed to crisp papad may find a soft papad unsatisfying. Someone raised on freshly fried samosas may regard a baked samosa as an entirely different experience. A person who grew up eating parathas made with generous amounts of ghee may find a dry, oil-free version strangely incomplete.

The brain is not necessarily rejecting the healthier version.

It is comparing it with a stored sensory memory.

This is where the recent cornstarch trick becomes particularly interesting.

The News18-linked method does not simply tell you to bake potatoes and hope for the best. It attempts to recreate one of the physical characteristics people associate with deep frying: a dry, crisp exterior surrounding a softer interior.

The cooked cornstarch paste creates an additional starch layer around the potato. As the coated potatoes bake, water leaves the starch layer, and the exterior develops a firmer structure. The objective is therefore not to reproduce oil itself, but to reproduce some of the texture that oil-based cooking helps create.

That distinction could explain why a properly prepared baked fry can feel much more satisfying than a badly prepared one.

If the problem were simply the absence of oil, no amount of starch, heat control, or moisture management should make much difference.

But it does because crispness is part of the reward.


A French fry is a contrast between two textures.


Perhaps the most important thing about a good French fry is not that it is crispy.

It is that it is crispy and soft at the same time.

The outside needs to resist the bite while the inside gives way almost immediately. If the entire fry is hard, it becomes dry. If the entire fry is soft, it becomes disappointing.

Deep frying happens to be exceptionally good at producing this contrast.

Research comparing deep frying with air frying has found differences in moisture loss, starch gelatinisation and sensory characteristics, which helps explain why air-fried potatoes can behave differently even when the cooking temperature appears similar.

This also explains why simply putting raw potato sticks into an oven and expecting restaurant-style fries can produce a miserable result.

Why air-fried French fries can still feel like a compromise


Air frying has become popular partly because it offers a way to obtain browned and crisp foods with much less added oil than conventional deep frying.

That is a genuine advantage.

But the phrase “air-fried” does not mean “identical to deep-fried.”

A comparative study found significant differences between air-fried and deep-fried French fries in texture and sensory characteristics. The air-fried product also showed lower moisture loss and different starch gelatinisation behaviour.

This is why the best air-fried French fries should perhaps not be judged against an impossible standard.

They are not supposed to fool the brain completely.



And then there is the strange issue of “healthy” food


There is another psychological trap here.

The moment we call something a healthy French fry, we may unintentionally change how we experience it.

Food is not judged only by its physical properties. Expectations matter.

If someone is told before eating that a fry is “healthy,” “low-fat,” “baked,” or “oil-free,” they may approach it differently from a plate of freshly fried fries served with no nutritional warning attached.

This does not mean the brain is imagining the taste. Expectations can genuinely influence sensory experience, but the subject is complicated because flavour, expectation, memory and reward interact.

There is also a danger in turning every food into a moral category.

Deep-fried food becomes “bad.”

Air-fried food becomes “good.”

Baked food becomes “clean.”

That kind of language can make eating more psychologically complicated than it needs to be.

A potato does not become virtuous because it went into an air fryer.

Does less oil automatically make French fries healthier?


Not necessarily in every respect.

It certainly changes the amount of added fat, and reducing deep-frying can be useful when someone is trying to reduce overall energy intake from fried foods.

But cooking method is only one part of the nutritional picture.

Portion size, seasoning, what the fries are eaten with, and how frequently they appear in the diet all matter. A large bowl of air-fried fries eaten every evening is not transformed into a health food simply because the fryer contains little oil.

There is also an interesting food-safety complication.

A 2024 study comparing air-fried, deep-fried and oven-fried potatoes found that the highest measured acrylamide concentration in that particular experiment occurred in the air-fried samples, although the differences between cooking methods were not statistically significant. Soaking potatoes before cooking reduced acrylamide levels across the methods tested.

Another study, however, found lower acrylamide formation in air-fried fries than deep-fried fries under its specific experimental conditions.

That apparent disagreement is useful rather than inconvenient.

It tells us that “air frying is healthier” is too broad a statement. Temperature, cooking time, potato preparation, and moisture all influence what happens during cooking.




The overlooked science of moisture

If there is one word that deserves far more attention in the baked-versus-fried debate, it is moisture.

Crispness depends heavily on what happens to water.

Deep frying creates an intense heat environment that encourages rapid moisture loss from the surface. The potato's exterior dries and develops a firm structure while the inside retains enough moisture to remain soft.

Air frying and baking have to achieve a similar outcome using hot air rather than a bath of oil.

That is why preparation matters so much.

Soaking can alter surface starch. Drying removes unwanted surface water. Cutting potatoes evenly helps them cook at a similar rate. Overcrowding allows steam to accumulate rather than escape. Temperature and time determine how far browning and moisture loss progress.

Research on air-fried fries has shown that moisture content is closely related to physical changes and the formation of Maillard-related compounds during cooking.

So the difference between soggy and crispy fries may have much less to do with whether you used an air fryer and much more to do with whether you allowed the potato's water to escape in the right way.

Your ears are also eating the French fry

There is something wonderfully strange about the fact that sound is part of the experience of eating.

That first crack tells you something before the flavour has fully arrived.

Crunch communicates freshness, dryness and resistance. It gives the brain information about texture almost instantly. This is one reason manufacturers of snacks spend so much effort controlling texture and sound.

A baked fry that looks golden but collapses silently between the teeth can therefore disappoint even before the person has consciously evaluated its taste.

Why the first bite may decide whether you accept the healthier version

Food preferences are not fixed forever.

Repeated exposure can alter what people enjoy, although the process is neither immediate nor guaranteed. This creates an interesting possibility for baked and air-fried fries.

Perhaps the brain does not need to be convinced that oil-free fries are identical.

Perhaps it simply needs enough satisfying experiences with them to establish a different expectation.

The first air-fried fry may feel disappointing because the comparison is unfair. It is being compared with years of eating fries cooked in oil. After several attempts, however, the brain may begin to recognise a different sensory pattern: crispy exterior + soft potato + salt + heat + seasoning = satisfying fry.

That does not erase the pleasure of deep-fried food. It simply adds another acceptable version to the mental menu.

The Indian problem: our relationship with fried food is older than the air fryer


This discussion becomes particularly interesting in India because the emotional relationship with fried food is not limited to French fries. Many of us grow up with pakoras, samosas, kachoris, puris, pooris, jalebis, mathris, bhaturas and a long list of regional foods in which hot oil is not an incidental cooking medium but an important part of the sensory experience.

The smell of something frying can itself become a memory.

The sound of batter hitting hot oil, the sight of a golden crust developing, and the first bite into something crisp are all sensory events that can become connected with family, festivals, celebrations, street food, and comfort.

That is why the question of whether the brain “expects oil” becomes more interesting in an Indian context.

We may not simply be comparing air-fried fries with deep-fried fries.

So should you choose baked fries, air-fried fries, or deep-fried fries?

There may not be one universal winner.

If your priority is maximum traditional texture and flavour, deep frying remains extremely difficult to beat.

If your priority is reducing the amount of added oil while retaining some of the crispness, air frying offers a useful middle ground.

If you have an oven and want to experiment with a very low-oil or oil-free preparation, the cooked-cornstarch technique is particularly interesting because it tries to solve the texture problem rather than pretending that texture does not matter.

And that may be the more sensible way to think about healthy French fries. You do not necessarily have to convince yourself that the healthier version is exactly the same. You can ask whether it is good enough to satisfy the craving without requiring the same amount of oil. That is a much more realistic test.

Perhaps the brain is not asking for oil after all

The most interesting conclusion from the baked-versus-fried debate may therefore be that our brains are not necessarily trained to demand oil itself.

They may be responding to a package of sensory experiences that oil happens to create extremely well: crispness, aroma, browning, mouthfeel, rapid heat transfer and the contrast between a brittle outside and a soft interior.

Research showing that the brain's reward circuitry responds to oral texture associated with dietary fat gives us one part of that explanation. Research on air-fried potatoes gives us another, showing that changing the cooking method changes the physical and sensory properties of the final food. The new generation of oil-light cooking techniques is therefore not really trying to defeat the brain.

It is trying to negotiate with it.

Give it enough crunch. Give it enough browning. Give it the right smell. Give it a hot, soft potato centre. Perhaps the oil becomes less important than we thought.

And that leaves us with a rather more useful question than whether baked fries are “as good” as fried ones: if the brain can learn to recognise a new kind of crispness as satisfying, how many other foods have we mistaken for being delicious because of the cooking method rather than the ingredient itself?






References:

  • Khorisantono PA et al. *A Neural Mechanism in the Human Orbitofrontal Cortex for Preferring High-Fat Foods Based on Oral Texture*. The Journal of Neuroscience, 2023
  • A Neural Mechanism in the Human Orbitofrontal Cortex for Preferring High-Fat Foods Based on Oral Texture* — full-text research article. 
  • Navruz-Varlı S, Mortaş H. *Acrylamide formation in air-fried versus deep and oven-fried potatoes*. Frontiers in Nutrition, 2024. 
  • Dong X et al. *Effects of Air Frying on French Fries: Indicative Role of Physicochemical Properties on the Formation of Maillard Hazards, and the Changes in Starch Digestibility*. Frontiers in Nutrition, 2022.
  • A comparative study of the characteristics of French fries produced by deep fat frying and air frying*. Journal of Food Science, 2015.
  • Ultra-processed Food and Obesity: What Is the Evidence?* — review of sensory, hedonic and food-reward mechanisms.
  • A Research Roadmap about Ultra-Processed Foods and Human Health* — discussion of palatability, texture, food reward and eating behaviour. 
  • News18 story that prompted this discussion: *Want Crispy French Fries Without Oil Or Deep Frying? This Science-Backed Trick Works*. [News18 source story](https://www.news18.com/lifestyle/food/want-crispy-french-fries-without-oil-or-deep-frying-this-science-backed-trick-works-10354453.html?utm_source=chatgpt.com)
  • https://www.newsminimalist.com/articles/the-science-backed-trick-for-crispy-oven-baked-french-fries-05114a96?utm_source=chatgpt.com "The Science-Backed Trick for Crispy Oven-Baked French Fries | News Minimalist"
  • https://pubmed.ncbi.nlm.nih.gov/25619624/?utm_source=chatgpt.com "A comparative study of the characteristics of French fries produced by deep fat frying and air frying - PubMed
  • https://pmc.ncbi.nlm.nih.gov/articles/PMC10669766/?utm_source=chatgpt.com "A Neural Mechanism in the Human Orbitofrontal Cortex for Preferring High-Fat Foods Based on Oral Texture - PMC
  • https://pubmed.ncbi.nlm.nih.gov/38274202/?utm_source=chatgpt.com "Acrylamide formation in air-fried versus deep and oven-fried potatoes - PubMed
  • https://pubmed.ncbi.nlm.nih.gov/35571903/?utm_source=chatgpt.com "Effects of Air Frying on French Fries: The Indicative Role of Physicochemical Properties on the Formation of Maillard Hazards, and the Changes of Starch Digestibility - PubMed"
  • https://pmc.ncbi.nlm.nih.gov/articles/PMC9097553/?utm_source=chatgpt.com "Effects of Air Frying on French Fries: The Indication Role of Physicochemical Properties on the Formation of Maillard Hazards, and the Changes of Starch Digestibility - PMC"
  • https://pubmed.ncbi.nlm.nih.gov/37845034/?utm_source=chatgpt.com "A Neural Mechanism in the Human Orbitofrontal Cortex for Preferring High-Fat Foods Based on Oral Texture
  • https://pmc.ncbi.nlm.nih.gov/articles/10924027/?utm_source=chatgpt.com "Ultra-processed Food and Obesity: What Is the Evidence? 
  • https://pmc.ncbi.nlm.nih.gov/articles/PMC10721509/?utm_source=chatgpt.com "Perspective: A Research Roadmap about Ultra-Processed Foods and Human Health for the United States Food System: Proceedings from an Interdisciplinary, Multi-Stakeholder Workshop - PMC