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Coffee pouch with a 3-line label

The same prompt, sent to every model.

Prompt

E-commerce packshot of a matte kraft paper stand-up coffee pouch with a resealable zip, on a plain warm white background with a soft contact shadow, a few roasted coffee beans in front. The label has three lines of text: "HIGHLAND ROAST" in bold serif, "Single Origin · Ethiopia" below it, and "250 g" at the bottom.

What this tests

  • All three label lines spelled exactly: "HIGHLAND ROAST", "Single Origin · Ethiopia", "250 g"
  • Kraft paper texture and matte finish look real
  • Pouch shape with zip and gusset is plausible
  • Clean white background with a soft contact shadow

Quality vs. price

Each dot is one model's image for this prompt: higher is better, further left is cheaper.

Cheap and good3.03.54.04.55.0$0.01$0.02$0.05$0.1$0.2Price per image (log scale)Score (1–5)FLUX.2 [dev]: 4.75 · $0.01FLUX.2 [dev]FLUX.2 [pro]: 3.75 · $0.03FLUX.2 [pro]GPT Image 2: 4.75 · $0.14GPT Image 2Grok Imagine 2.0: 4.50 · $0.07Grok Imagine 2.0Ideogram V4.5: 4.75 · $0.09Ideogram V4.5Krea 2 Turbo: 4.50 · $0.008Krea 2 TurboNano Banana Pro: 4.75 · $0.15Nano Banana ProQwen Image 3: 4.50 · $0.05Qwen Image 3Recraft V4.1: 4.25 · $0.04Recraft V4.1Seedream 5.0 Pro: 3.50 · $0.07Seedream 5.0 Pro
Quality vs. price
ModelScorePrice per image
FLUX.2 [dev]4.75$0.01
FLUX.2 [pro]3.75$0.03
GPT Image 24.75$0.14
Grok Imagine 2.04.50$0.07
Ideogram V4.54.75$0.09
Krea 2 Turbo4.50$0.008
Nano Banana Pro4.75$0.15
Qwen Image 34.50$0.05
Recraft V4.14.25$0.04
Seedream 5.0 Pro3.50$0.07

Quality vs. time to image

Wait for this image, including queue time: higher is better, further left is faster.

Fast and good3.03.54.04.55.02 s5 s10 s20 s50 s100 sTime to image (log scale)Score (1–5)FLUX.2 [dev]: 4.75 · 5.8 sFLUX.2 [dev]FLUX.2 [pro]: 3.75 · 8.6 sFLUX.2 [pro]GPT Image 2: 4.75 · 78 sGPT Image 2Grok Imagine 2.0: 4.50 · 45 sGrok Imagine 2.0Ideogram V4.5: 4.75 · 9.7 sIdeogram V4.5Krea 2 Turbo: 4.50 · 2.7 sKrea 2 TurboNano Banana Pro: 4.75 · 20 sNano Banana ProQwen Image 3: 4.50 · 13 sQwen Image 3Recraft V4.1: 4.25 · 11 sRecraft V4.1Seedream 5.0 Pro: 3.50 · 73 sSeedream 5.0 Pro
Quality vs. time to image
ModelScoreTime to image
FLUX.2 [dev]4.755.8 s
FLUX.2 [pro]3.758.6 s
GPT Image 24.7578 s
Grok Imagine 2.04.5045 s
Ideogram V4.54.759.7 s
Krea 2 Turbo4.502.7 s
Nano Banana Pro4.7520 s
Qwen Image 34.5013 s
Recraft V4.14.2511 s
Seedream 5.0 Pro3.5073 s
GPT Image 2

Editor 5.0 · AI 4.8 · $0.145 · 77.7 s

Editor: Flawless.

AI judge: Label reads exactly HIGHLAND ROAST / Single Origin · Ethiopia / 250 g in clean serif type. The kraft texture, zip, bottom gusset and soft contact shadow all look convincing, and the beans are scattered in front naturally. A polished, if conventional, packshot.

Grok Imagine 2.0

Editor 5.0 · AI 4.5 · $0.070 · 44.9 s

Editor: The only miss is the background, which turned slightly creamy instead of white; otherwise flawless.

AI judge: All three label lines are spelled exactly, with a bold condensed serif headline, on a believable kraft pouch with zip and white background. The contact shadow is faint, and the beans look somewhat uniform and copy-pasted. The overall look is clean but a little flat.

Ideogram V4.5

Editor 5.0 · AI 4.8 · $0.090 · 9.7 s

Editor: Perfect in my book too, though there are a few too few coffee beans.

AI judge: Very realistic kraft pouch with a convincing zip, matte finish and soft contact shadow on a warm white background. The text is spelled exactly, but HIGHLAND ROAST is a spaced, fairly light serif rather than a clearly bold one. Only a handful of beans, which still satisfies the prompt.

Nano Banana Pro

Editor 5.0 · AI 4.8 · $0.150 · 20.3 s

Editor: Flawless, in my view.

AI judge: All three label lines are exact and legible in bold serif, on a realistic matte kraft pouch with zip and a soft contact shadow. The bean pile is off to the right rather than centered in front, and the composition leaves a lot of empty space at the top. There are no visible defects.

FLUX.2 [dev]

Editor 4.5 · AI 4.8 · $0.012 · 5.8 s (2.9 s generating)

Editor: Something slipped at the right end of the zip, and the white background came out yellowish cream.

AI judge: All three lines are exact ("HIGHLAND ROAST" in bold serif, "Single Origin · Ethiopia", "250 g"), with matte kraft texture, a visible zip, beans in front and a soft contact shadow on warm white. Clean and believable packshot, though the label looks slightly flat-pasted and the gusset is barely readable.

Krea 2 Turbo

Editor 4.5 · AI 4.5 · $0.0080 · 2.7 s (1.0 s generating)

Editor: The coffee beans are somewhat oversized, otherwise everything is right. The lettering and the square label look too perfect, with no creasing at all.

AI judge: All three label lines are spelled exactly, with HIGHLAND ROAST in bold serif, and the pouch has a visible zip, tear notches and kraft texture. The clean warm white background and bean pile match the brief, though the contact shadow is very faint and the label looks slightly flat and pasted on.

Qwen Image 3

Editor 4.3 · AI 4.5 · $0.050 · 13.1 s

Editor: The text sits very low, and the whole package feels too plain and too straight, as if the pouch had no bottom. A bit odd.

AI judge: All three label lines are spelled exactly, with HIGHLAND ROAST in a bold serif on a cream label, and the pouch has a zip, tear notches and kraft texture. The warm white background, soft contact shadow and bean pile match the brief. The render is slightly clean and CG-like, and the bottom gusset is barely defined.

FLUX.2 [pro]

Editor 4.0 · AI 3.8 · $0.030 · 8.6 s

Editor: Odd bubble-like artifacts along the zip line, and an unrequested emblem appeared in the middle of the pouch.

AI judge: All three requested lines are spelled correctly and the kraft pouch with zip looks realistic. However, there is an unrequested emblem with garbled pseudo-text ("EOTIF"-like) in the middle of the pack, and no distinct label. The beans are a small cluster with a believable shadow.

Recraft V4.1

Editor pending · AI 4.3 · $0.035 · 10.9 s

AI judge: All three text lines are spelled exactly and HIGHLAND ROAST is a bold serif, printed straight onto a realistic crinkled kraft pouch with a zip and a soft shadow. The text sits directly on the bag with no separate label, and 250 g floats far below the other lines. The background is cool pure white rather than warm white, and the pouch is slightly asymmetric.

Seedream 5.0 Pro

Editor pending · AI 3.5 · $0.068 · 72.7 s

AI judge: Beautiful, realistic kraft pouch with a zip, a visible side gusset, a soft shadow and scattered beans. The label ignores the three-line spec: it adds a logo, tasting notes and origin details, sets the second line as SINGLE ORIGIN · ETHIOPIA in all caps, and writes 250g with a superscript g instead of 250 g. HIGHLAND ROAST itself is spelled correctly, but it is a regular-weight serif rather than bold.