Ethical algorithms: Designing an astrology AI that doesn't exploit emotions

In 2023, the global astrology app market surpassed $12 billion and is expected to continue to grow steadily in the near future based on smartphone penetration and growing demand for personalised advice.

The growth reveals something about human need. Human beings are seeking reassurance, guidance, and comfort. Yet, this rapid growth has also opened doors to troubling practices that risk undermining trust and emotional well-being.

A 2022 study in the Journal of Psychology of Popular Media found that fear-based content increases anxiety and nudges people into repetitive behaviours. Many astrology apps lean into exactly this. Their business model often depends on keeping users hooked through uncertainty and fear rather than empowerment.

How fear becomes a business model

If you’ve used some of these apps, you’ve probably seen the pattern: daily notifications warning about “dangers in your love life” or “upcoming financial losses.” Rarely are such messages anchored in authentic texts or explained with nuance. Instead, they work the way clickbait headlines do—short, sharp, and designed to trigger emotion.

The psychology is well-documented. Humans are wired to avoid loss, sometimes even more strongly than we chase gains. When an app tells you something bad might happen, the instinct is to come back again and again for reassurance. Over time, this builds not empowerment but dependency. Something meant to be a tool for reflection turns into a cyclical loop of anxiety.

Choosing a different path

True innovation begins with transparency. Users deserve to know the astrological basis of their forecasts, such as planetary positions rooted in respected Vedic texts. Autonomy is the second. The goal is not to tell someone “don’t make this decision today,” but rather to frame it as a reflection: “This alignment may create friction in communication; consider pausing before reacting.” And the third principle is psychological safety.

Predictions must avoid words that cause panic or fear. This is not just a matter of good product design; it is a moral commitment.

Bringing ethics into the code

Translating ideals into a real product is not easy, but it is necessary. For example, building filters that catch emotionally charged terms (words like “curse” or “doom”) and prevent them from surfacing in predictions. Also, adding simple transparency mechanisms, like a “Why am I seeing this?”, which lets people trace back the reasoning.

According to research from MIT Sloan Management Review, transparency like this can raise user trust in algorithms by more than 40%.

But the most meaningful shift will come upon redesigning the tone of forecasts themselves. Instead of warnings, they became invitations. A planetary position associated with conflict is reframed into advice about patience, mindfulness, or communication.

Users say this leaves them with a sense of agency rather than helplessness. That, to me, is the difference between exploitation and empowerment.

Designing systems with responsibility and empathy

Astrology has always relied on interpretation, and interpretation often carries personal bias. One strength of AI is that it can be trained to deliver guidance that is consistent, non-judgmental, and free from prejudice.

In fact, when carefully designed, AI can show a form of digital empathy, further recognising emotional weight in language and responding with sensitivity. This is particularly important in astrology, where users often approach with vulnerability and a need for reassurance.

Ethical design must therefore include safeguards within the model comprising filters that catch emotionally charged language, internal audits that test outputs for unintended harm, and frameworks that ensure forecasts are framed in a way that reduces fear rather than amplifies it.

A vision for the industry

If astrology AI is to grow responsibly, I believe we need industry-wide standards. Platforms should commit to transparency, protecting psychological safety, and respecting user autonomy. Just as the creation of accountability frameworks is crucial, it is also important for platforms to provide channels where users can question, challenge, or report predictions that feel harmful, with these concerns feeding back into how the systems are refined.

Such standards would make a huge difference. Imagine if users opened an astrology app with the confidence that what they read would never exploit their emotions. Instead of anxiety, they would come away with curiosity and reflection. This shift is possible if we choose to value dignity as much as scale.

Designing for dignity in spiritual technology

Technology will continue to expand into every corner of our lives, including the spiritual. But as I see it, scale is not the ultimate measure of success in this space. Dignity is. Our collective responsibility as founders, technologists, and practitioners is to ensure that the technology we build uplifts and dignifies those who seek guidance through it.

Astrology, at its core, interprets the cosmos to illuminate human life. If we can use AI to keep that essence alive, while eradicating the exploitation that has crept into digital platforms, then we will have achieved something profoundly meaningful.

Ethical algorithms are not just good design. They are a deliberate choice, one that determines whether astrology AI becomes a tool for growth or a source of fear.

Vanya Mishra is the Co-founder and CEO of AstroSure.ai