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Nova

Models, in working order.

Not a leaderboard. Not a comparison chart. The taxonomy I actually use — sorted by family, with a use, a reach trigger, and a watch-out per entry. Read the watch-outs first; they cost more than the wrong choice.

Flux

5 entries in this family.

Flux 1.1 Pro Ultra

Photoreal hero plates, 4K-equivalent, complex lighting.

When the brief is photoreal and the output needs to survive a full-page enlargement.

Spends tokens. Don't reach for it on iterative variants — start with Pro, escalate.

Flux 1.1 Pro

Day-to-day photoreal generation. The default.

Default for editorial, backdrops, product compositing seed plates.

Hairline detail in fabric textures can soften — Ultra fixes that.

Flux Dev

Cheaper Flux for layout drafts and concept tests.

Mood-board phase, rapid recompositions, when output fidelity is not yet the point.

Don't ship Dev frames as final.

Flux Schnell

Speed-first Flux. Useful for live ideation only.

Brainstorm on the call. Throwaway frames.

Detail loss is significant — never the deliverable.

Flux Kontext

Multi-reference compositing within the Flux family.

When you have 2–3 references and need them merged in Flux's look.

Not as reference-preserving as Nano Banana Pro Edit. Re-stylises subjects under stress.

Hidream

1 entry in this family.

Hidream

Pose-locked editorial portraiture.

Fashion-magazine framing, stylised lighting, when pose is non-negotiable.

Has a house style. Strong, but recognisable.

Nano Banana

2 entries in this family.

Nano Banana 2

General-purpose generation, fast, cheap, plays well with text overlays.

When Flux is overkill and the brief tolerates a slightly less photoreal look.

Less editorial gravitas than Flux.

Nano Banana Pro Edit

Reference-preserving edits — drops a subject into a backdrop without re-stylising it.

When the bicycle (or any product) must be the actual reference, verbatim.

Light/shadow matching is on you to specify in the prompt.

Ideogram

1 entry in this family.

Ideogram V3

Typography-aware generation. Posters, packaging, anything with set type.

Anything where rendered text has to be legible and on-brand.

Photorealism is weaker than Flux; pair them — Ideogram for the type, Flux for the plate.

Seedream

1 entry in this family.

Seedream-4

Style transfer and 4K-equivalent stylised work.

When the brief is illustrative or painterly and Flux would feel too photographic.

Style is a feature, not a bug — don't fight it, lean into it.

Seedance

1 entry in this family.

Seedance Pro I2V

Image-to-video, short clips (5s, 24fps).

Hero loops, motion stings, social-cut animation from a still.

Subject motion can drift after second 3 — keep clips short.

Music

3 entries in this family.

Lyria 3 Pro

Long-form structured tracks with intros, builds, drops.

Festival-scale anthems, full arrangements with arc.

Vocals are an afterthought — pair with ElevenLabs for hooks.

ElevenLabs Music

Vocal-led tracks. Hooks, choruses, top-line material.

Anything where the vocal is the centre of gravity.

Genre fidelity is good but ElevenLabs has a smoother house tone — be specific in the brief.

Ace-Step 1.5

Loop-shaped electronic material, 30–60s, designed to bar-line.

Beat loops for layered production, ad-bed material, looping bg.

Won't write a song — picks a section and holds it.

Model Notes — Nova