Ideogram vs Leonardo vs Recraft vs Flux: How AI Image Prompts Actually Differ

Midjourney and DALL-E get most of the comparison-post attention, but four other image tools, Ideogram, Leonardo, Recraft, and Flux, have each carved out a specific edge case the bigger names still handle poorly, and each one expects a meaningfully different prompt because of it. Ideogram built its reputation on rendering actual, legible text inside an image, something Midjourney and DALL-E have historically mangled into approximate letters. Leonardo built its reputation on consistent characters and fine-grained style control across a whole set of images, not just one. Recraft built its reputation on vector output and design-system thinking rather than single illustrative images. Flux built its reputation on literal prompt adherence and photorealism, following a long, detailed instruction closely rather than reinterpreting it toward its own house style. A prompt written for one of these four carries over to the other three about as cleanly as a Midjourney prompt carries over to DALL-E, which is to say, not very.

Why these four don’t behave like Midjourney or DALL-E

Midjourney and DALL-E both apply a fairly strong default aesthetic on top of whatever you type, softening or stylizing a prompt whether you asked for that or not. These four tools were each built to solve a problem where that kind of default styling actively gets in the way: legible text needs to render exactly as typed, not stylized into an approximation of letters; a consistent character across ten images needs the model to hold onto specific features rather than reinterpreting them slightly each time; a vector logo needs clean, flat geometry rather than a painterly rendering; a photorealistic product shot needs the model to follow the prompt’s literal instructions rather than substitute its own visual opinion. Each tool’s prompting convention exists specifically to give you more direct control over the one thing its predecessors were worst at.

Ideogram: built around getting text right

Ideogram’s core strength is rendering actual, spelled-correctly text inside a generated image, a poster headline, a logo wordmark, a meme caption, something most other image tools still get wrong more often than right. The prompting convention reflects that directly: put the exact text you want rendered in quotation marks inside the prompt, describe where it should sit and in what style (bold serif across the top, small caps along the bottom edge), and describe the rest of the scene around it the way you would for any other image tool. Ideogram also ships a "magic prompt" option that expands a short input into a fuller one automatically, useful when you want more detail than you feel like typing and worth turning off when you have already written a precise prompt you do not want rephrased.

Leonardo: presets, Elements, and staying consistent across a set

Leonardo’s prompting model leans heavily on selecting a preset or fine-tuned style, PhotoReal for photorealism, or one of its many illustration and game-asset styles, on top of a text description, closer to how Higgsfield leans on presets for video than to Midjourney’s all-in-one text prompt. Its other defining feature is Elements, a system for blending specific trained styles or subjects into a generation by name and weight, which matters most when a project needs the same character, product, or art style to stay recognizable across a whole batch of images rather than looking freshly reinterpreted each time. A prompt that ignores the preset and Elements system and tries to describe everything in prose the way a Midjourney prompt would leaves most of Leonardo’s actual control surface unused.

Recraft: vector output and design-system thinking

Recraft is built less around single illustrative images and more around design assets, icons, logos, UI mockups, brand style boards, and its prompting convention reflects that: specifying "flat vector illustration" or "icon set" or "line art logo" as part of the description matters more here than it does in a tool built primarily for painterly or photographic output, because Recraft is choosing between genuinely different rendering pipelines depending on what you ask for. Recraft’s style-reference system lets you lock a specific look, a particular icon set’s line weight and color palette, across an entire batch of generations, which is close to a brand style guide built directly into a prompting workflow, and a prompt that skips naming the output type explicitly tends to default to a generic illustrative style rather than the clean vector output most people are actually there for.

Flux: literal prompt adherence over house style

Flux, developed by Black Forest Labs and available through a range of interfaces, is known less for a distinctive visual house style, the way Midjourney has one, and more for following a long, detailed prompt closely and literally rather than reinterpreting it. That makes it reward a genuinely thorough, prose-style description more than the other three: naming lighting, camera lens, material texture, and composition in full sentences tends to produce a result that actually reflects all of that detail, where a shorter, sparser prompt gives Flux comparatively little to hold onto and produces a plainer, more literal result than Midjourney’s stylize setting would from the same short prompt. Flux has no equivalent to Midjourney’s double-dash parameter flags, and while it can render text passably, it is not purpose-built for it the way Ideogram is, so a prompt asking for precise wordmark text is generally better sent to Ideogram instead.

Translating one idea across all four

Take a single concept, a minimalist coffee shop logo with the word "ROAST" in it. For Ideogram: "A minimalist circular logo for a coffee shop, the word ‘ROAST’ in bold condensed sans-serif letters curved along the top of the circle, a simple coffee bean icon centered below, black and white, clean line weight." The exact word sits in quotes with its placement described directly. For Leonardo: the same logo concept paired with a vector or logo-focused preset selection and, if a specific coffee-bean icon style already exists from an earlier generation, an Elements reference to that image to keep the icon consistent with prior brand assets. For Recraft: "flat vector logo, minimalist coffee bean icon in a circle, black and white, icon set style," with a style reference locked to an existing brand palette if one exists, letting Recraft’s vector pipeline handle the clean geometry directly. For Flux: a fuller, literal description, "a minimalist black and white coffee shop logo, a simple line-art coffee bean centered inside a thin circular border, clean geometric spacing, high contrast, vector-like flat shading, no gradients," leaning on Flux’s literal prompt-following rather than a dedicated vector pipeline, and accepting that its text rendering is less reliable than Ideogram’s for the actual wordmark.

Common mistakes

Sending a text-heavy logo prompt to Flux or Leonardo instead of Ideogram and getting warped or misspelled letters back. Describing a logo to Leonardo without naming or selecting a preset, and getting a painterly illustration instead of the cleaner look actually needed. Writing a short, sparse prompt for Flux and getting a plain, underdetailed result, when a fuller literal description would have given it much more to work with. Assuming Recraft’s style-reference system carries over automatically between unrelated projects, when it needs to be pointed at the specific reference each time to stay consistent.

None of these four tools is a lesser version of Midjourney or DALL-E. Each one exists because a specific, common need, legible text, a consistent character set, clean vector output, literal prompt adherence, was being handled poorly by the bigger, more general tools. Picking the right one starts with naming which of those four needs your image actually has, and the prompt itself should be built around that tool’s actual control surface, quoted text, a preset and Elements, a vector style tag, or a longer literal description, rather than copied from whichever tool’s prompt style happens to be the most familiar.