The Curation Taxonomy

During a weekly design review at a creative agency, the senior partner looks at a series of AI-generated product illustrations. They frown slightly, shake their head, and say, "These just don't feel right. They lack our signature character. They feel too generic." The junior designers sit in silent frustration. To them, the illustrations are clean, modern, and follow the prompt guidelines perfectly. But "feel right" is not a design specification; it is a subjective reaction. Because the partner's taste remains undocumented and locked inside their head, the team is forced to play a guessing game. They return to their desks and generate hundreds of new variations, hoping that one of them will randomly trigger the partner's approval. The project timeline slips, and the team's morale decays.

This is the hidden thinking failure of modern creative teams: treating taste as a mystical, individual instinct that cannot be articulated or documented. We use vague, emotional words like "premium," "soulful," or "authentic" to describe what we want, assuming our team shares our internal definitions. But these words are empty vessels. In the era of generative abundance, where anyone can produce high-fidelity assets in seconds, relying on gut feelings leads to operational chaos. If you cannot explain why an asset fails to meet your standard, your team cannot learn to evaluate generated outputs consistently. The error is in treating taste as a personal emotion rather than a structured system of design constraints.

To understand why this is happening now, we must look at how design teams functioned before the advent of generative tools. Historically, a designer’s taste was developed slowly, through years of formal training and manual practice. By the time a designer became a senior practitioner, their aesthetic rules had become second nature. They did not need to write them down because every team member had gone through a similar filter. The shared vocabulary was implicit, built into the tools and the craft itself. But today, generative models allow anyone to bypass the years of manual practice. A junior operator can generate a finished visual asset in seconds, but they lack the internal rules to evaluate it. Without a written, explicit taxonomy to guide them, they are like a pilot flying a plane without instruments, relying entirely on visual feedback in a storm.

To build a scalable creative operation, we must shift from subjective reactions to a structured curation taxonomy. Taste is not a magic gift; it is a set of repeatable decisions made against a defined aesthetic framework. By deconstructing your design instincts into concrete rules, you can build a shared vocabulary that your team can use to audit machine outputs. This taxonomy acts as an operational filter, transforming the vague act of "critique" into a rigorous diagnostic process.

Moreover, a curation taxonomy must not remain a static document. Like any codebase or operational standard, it must be treated as a living system that adapts as your creative direction evolves. If your taxonomy remains unchanged for years, it will eventually become a cage, forcing your team to produce repetitive, outdated work. The goal is to build a dynamic catalog of constraints that defines the boundaries of your style while leaving room for experimental execution within those boundaries. You want to document the permanent laws of your brand—such as your grid systems or contrast ratios—while allowing the temporary variables to be updated as design trends shift.

Consider the difference in practice.

A typical, subjective critique looks like this:

The generated images look too artificial and commercial. Make them feel more organic, authentic, and high-end.

This guidance leaves the designers confused. They might try adding film grain or changing the color palette, but they are still shooting in the dark. The model has no understanding of "authentic."

A Tactic-based, taxonomy-driven approach begins by defining the exact attributes that constitute the brand's style:

Do not generate new images yet. Let's define our visual curation taxonomy. Our brand style is built on three strict rules:

1. Lighting: We use single-source, high-contrast directional lighting. We do not allow soft, multidirectional studio fills. Shadows must be sharp and defined.

2. Composition: The main subject must occupy the lower third of the frame. Negative space must constitute at least 50% of the image.

3. Subject Posture: Human subjects must be captured mid-motion with natural, unposed expressions. They must never look directly at the lens.

Now, analyze the three generated images against this taxonomy. Identify which rules are violated in each image and write down the exact prompt modifications needed to align them.

When you use a taxonomy, the critique stops being a matter of opinion and becomes a matter of logic. The junior designer can look at an output and immediately see that it violates Rule 1 because the shadows are too soft. They don't need to ask the partner for reassurance; they have the rule system to evaluate the work themselves. The taxonomy becomes a guardrail, keeping the team's outputs aligned with the brand's identity even as they produce hundreds of variations a day.

This taxonomy also changes how you write prompts. Instead of trying to describe a mood, you feed the taxonomy rules directly into the prompt structure as constraints. You tell the model what to exclude, what geometries to avoid, and what composition rules to enforce. The machine stops generating random variations and begins producing assets that are pre-aligned with your aesthetic.

A team cannot execute taste they cannot define. By documenting your curation taxonomy, you turn your taste from a bottleneck into an asset. You build a repeatable system that preserves your brand's unique signature in a sea of generated noise.

Behavioral Takeaway

• Deconstruct the gut feeling: The next time you look at a design and dislike it, write down the three specific physical attributes (color, composition, lighting, texture) that are causing your negative reaction.
• Build an exclusion library: Document the \"don'ts\" as clearly as the \"dos.\" Keep a list of visual clichés, lighting setups, and typography treatments that your brand explicitly rejects.
• Enforce the taxonomy check: Make the curation taxonomy a mandatory step in your review process. Require designers to state which taxonomy rules a generated asset satisfies before presenting it for final approval.