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Traced to research, not vibes

CostMe does not ask you to want things less. It changes what a price means in the second you reach for your card. Every part of how it does that traces to named behavioral and perceptual research.

What follows is the actual scholarship under the product: the people who did the work, the year, and where it shows up in the app. Money does keep tracking with well-being for most people, which is what makes the thing you give up by spending real rather than abstract (Killingsworth, Kahneman and Mellers, 2023). The job is to make that trade-off visible at the right moment, without a lecture.

The two mechanisms

What actually changes the decision

Everything else is in service of these. The reframe makes the future cost real; the wait gives the urge time to pass.

Prospect theory and loss aversion

1979

Kahneman and Tversky

A loss hurts about twice as much as the same-sized gain feels good.

In CostMe: The core reframe. A price is shown as what you would be giving up: future wealth you would no longer have. The decision is then weighed the way the mind actually weighs it.

The pain of paying

1998

Prelec and Loewenstein

Spending registers as a real, felt cost in the moment of payment.

In CostMe: Slowing the moment of payment is one of the few things that reliably curbs spending. CostMe adds a beat of reflection rather than a frictionless checkout.

Present bias

1997 / 2015

Laibson; O'Donoghue and Rabin

The present is overweighted, so the immediate want beats the future self.

In CostMe: Two countermeasures: make the future vivid and present (the 10-year number), and add a short delay that interrupts the impulse before it acts.

Urge surfing

1985

Marlatt and Gordon

Most urges crest and fade if you ride them out instead of acting.

In CostMe: The 48-hour wait. You sit with the want rather than fight it, and most of the time it passes on its own. Waiting becomes a skill, not a punishment.

The craft

Down to the pixel

A money decision made under friction gets abandoned. Each interface choice, from the type to the numerals to the color to the speed, is a perception finding applied so the right choice feels effortless.

Processing fluency

2004

Schwarz

Information that is easy to read is judged as more true and more trustworthy.

In CostMe: Editorial, serif headlines so the honest number reads as considered, not as a gimmick.

Graphical perception

1985

Cleveland and McGill

Some ways of encoding numbers are read faster and more accurately than others.

In CostMe: Fixed-width, tabular figures for every dollar amount, so magnitudes stay comparable at a glance.

Feature integration

1980

Treisman and Gelade

Color is processed pre-attentively, before you consciously read anything.

In CostMe: One consistent meaning per color, so you can read your state, resisted versus spent, in an instant.

Choice reaction time

1952 / 1953

Hick; Hyman

Decision time grows with the number of options on screen.

In CostMe: The action row is kept short, so the decisive choice feels light instead of overwhelming.

Contrast polarity and legibility

2007 / 2014

Buchner; Piepenbrock and colleagues

Light text on a dark background is measurably harder to read than the reverse.

In CostMe: The dark interface is deliberate, so type size, weight, and contrast are tuned to pay back that cost.

The aesthetic-usability effect

2000

Tractinsky and colleagues

People perceive beautiful interfaces as easier to use and forgive friction in them.

In CostMe: Craft is treated as a usability investment, because asking someone to not buy is already hard enough.

Response-time limits

1993 / 2010

Nielsen

Under roughly a tenth of a second feels instant; past a second, attention drifts.

In CostMe: The reframe and every tap are built to feel immediate, so the moment of decision keeps its momentum.

The voice

Every word chosen

Tone is not decoration. The way the product talks is built to be heard rather than resented: calm, warm first, and never shaming.

Word recognition and sentence case

2004

Larson

Mixed-case text preserves word shape, so it reads faster than shouting capitals.

In CostMe: Sentence case everywhere. It is the typographic backbone of a calm, adult voice.

Warmth and competence

2007

Fiske, Cuddy and Glick

People judge warmth before competence: are you on my side first, then are you any good.

In CostMe: On-your-side first, so the hard financial truth is heard rather than resented.

The elaboration likelihood model

1986

Petty and Cacioppo

Some readers want the gist; some want the full argument. Both routes persuade.

In CostMe: A plain short version sits above the full detail on legal and pricing surfaces, so it stays honest and skimmable.

Self-efficacy

1977

Bandura

People act on a goal only when they believe the next step is doable.

In CostMe: Empty states frame the first action as small and achievable, never as a void or a scolding.

Goal-setting theory

1990

Locke and Latham

Specific, visible, attainable goals raise follow-through.

In CostMe: Streaks and a lifetime total give the patient choice a scoreboard, kept quiet, so it never nags.

An honest note

What held up, and what did not

A company that says it is built on science has to be honest about which science survived. Psychology has been through a hard decade of re-testing its own findings, and not everything held.

Nudges are real but modest. The largest review of choice-architecture studies put the average effect at the small-to-medium range (Mertens and colleagues, 2022), and a follow-up argued even that shrinks once publication bias is accounted for (Maier and colleagues, 2022). So CostMe stacks several small, well-evidenced nudges instead of promising one magic trick.

Some effects failed to replicate. Several well-known embodied-cognition and social-priming results did not reproduce in larger, pre-registered tests. We do not build load-bearing features on findings like those, and we say so when an idea is contested.

Calm is for usability, not a claim. The evidence that looking at nature restores attention is mixed. The quiet, uncluttered interface earns its place on usability grounds. It lowers friction at decision time, and it does not rest on a promise about your brain chemistry.

The standard

Every release is checked against a living registry of these principles. If a screen or a sentence changes and it cannot point to the research behind it, it does not ship.

That registry is refreshed with each change, and it records the replication notes above in the open. It is how “every word, every pixel, to a science” stays a standard we are held to, not a slogan.

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Reviewed by a Registered Psychotherapist (Ontario). A licensed clinician reviewed CostMe’s tone and safety, so the way it talks about money stays supportive rather than shaming. CostMe is a decision tool, not a substitute for care.

CostMe is a decision tool. It is not therapy, and it is not financial advice. Projected values are illustrative and assume a constant rate of return, which real markets do not provide.