Flux 2 Fast vs Ideogram V3

Product labels require multiple text elements at different sizes and styles—brand name, product type, and specifications—all rendered legibly. This prompt tests whether each model can handle the complexity of realistic packaging design where every word matters.

In our testing, Ideogram V3 consistently produced labels where brand names, product descriptions, and specifications were readable and properly formatted. Flux 2 Fast generated attractive compositions, but the text was typically decorative rather than accurate—fine for mood boards but unusable as actual packaging mockups where clients need to read the copy.

Neon signs present a particular challenge: the text must follow the visual conventions of bent glass tubing while remaining legible. This prompt tests whether each model can render stylized text that still reads correctly in a realistic environmental context.

Ideogram's text specialization shines here, producing readable neon text with proper letter structure and believable glow effects. Flux 2 Fast often captures the atmospheric aesthetic well, but the actual letterforms are frequently incorrect— letters may be missing, duplicated, or malformed in ways that become apparent on inspection. For signage mockups or marketing visuals, this difference is decisive.

Quote graphics for social media are almost entirely about the text. This prompt tests whether each model can render a longer passage accurately—a challenge that compounds as text length increases and every word matters for the message.

Long text passages reveal the fundamental difference between these models. Ideogram typically renders the full quote with correct spelling and reasonable typography hierarchy. Flux 2 Fast produces aesthetically pleasing designs, but the text invariably contains errors—words might be truncated, misspelled, or run together. For social content where accuracy directly impacts credibility, Ideogram is substantially more reliable.

When text isn't involved, how do these models compare on pure creative generation? This landscape scene tests lighting, atmosphere, and the ability to render something compelling without any typography requirements.

Both models can produce attractive creative imagery, though with different characteristics. Flux 2 Fast generates pleasing results nearly instantly, with decent lighting interpretation. Ideogram takes longer but often produces more refined compositions with better color relationships. However, the quality gap narrows considerably compared to text-heavy prompts—for creative imagery without typography, the 4.5x price difference is harder to justify.

Restaurant menus combine brand identity with essential text elements—the restaurant name must be readable, the tagline must be accurate. This tests whether outputs could serve as actual design mockups or starting points for professional work.

The math is straightforward: one Ideogram image costs roughly 4-5x as much as a Flux 2 Fast image. For exploration, mood boards, or subjects without text, that volume advantage is significant. But for any design where text must be correct—menus, signage, packaging—Ideogram's accuracy often means getting usable results in one or two generations instead of many attempts. The time saved can easily outweigh the higher cost.