Seedream 5.0 Pro Edit vs Qwen Image 3.0 Edit
Both cost the same per edited image, and both finish in well under a minute. Seedream 5.0 Pro scores higher on the blind index and carries far more production traffic behind that score; Qwen Image 3.0 is the one to reach for when the edit has to keep text legible.
Both engines run in the WowMade image studio, so every number below comes from the same production queue rather than from either vendor. Blind quality index v0.1, run 2026-09-02; speed and completion measured over a rolling 60-day window.
The numbers
| Measure | Seedream 5.0 Pro Edit | Qwen Image 3.0 Edit |
|---|---|---|
| Blind quality index (0–100) | 95 | 90 |
| Median time, submit to finished image | 47 s | 44 s |
| p90 time | 83 s | 71 s |
| Completion rate | 96% | 100% |
| Credits per edited image | 2 | 2 |
| ≈ USD at the best credit rate | $0.38 | $0.38 |
| Production edits behind these numbers | 2,212 | 258 |
USD is derived at the Premium credit rate of $0.19 per credit and is shown for comparison only. Full prices and the rate every figure derives from are on pricing details.
The same numbers, seen
Five views of the table above: how long the wait actually feels, how wide the slow tail runs, where these two sit among every engine we measure, how much blind score each credit buys, and what a job of your size costs on each.
A finished image is the flag. Median means half of all runs land faster than this, half slower.
Engines without a blind score yet are not plotted. Hover a grey dot for its name.
Higher is more blind-index score per credit spent. Built from a v0.1 index, so it inherits that index’s uncertainty — bars within a few percent of each other are not ranked, and an engine with no score is absent rather than last.
At 9 runs, Seedream 5.0 Pro Edit costs $0.00 less than Qwen Image 3.0 Edit. A Start plan at $25 carries 75 credits, Go $60 carries 250, Premium $95 carries 500. Plans renew monthly until cancelled and can be cancelled online at any time.
The same prompt, on both
A blind score is a number, not a picture, and at this end of the index the numbers sit close enough that the picture is the more useful of the two. Here is one brief run on each engine, at its own settings.
AI generated with Seedream 5.0 Pro Edit
AI generated with Qwen Image 3.0 Edit
Both were run from the one prompt every engine on the site is given, each at its own settings — the same sample each shows on its own model page. Nothing is retouched and nothing is cherry-picked. Paste it into the studio and you can run it yourself:
A colossal whale carved from liquid mercury breaches through a sea of floating obsidian shards, molten gold light pouring from the seams in its hide, slow orbital camera, volumetric god rays, drifting embers, hyper-detailed, cinematic, no people
Both files are AI-generated and carry a signed C2PA content credential saying so. Anyone can check either one on verify.
What each one is
Seedream 5.0 Pro Edit
ByteDance flagship editor. Top detail and prompt precision, full control over aspect ratio and resolution.
ByteDance · 2,212 production edits measured · scored over 2 judged prompts
Qwen Image 3.0 Edit
Alibaba flagship editor. Razor-sharp text rendering, faithful detailed edits, up to three references.
Alibaba · 258 production edits measured · scored over 2 judged prompts
Price is not the variable here: both cost the same per edited image, and both finish fast enough that neither will be the bottleneck in a working session. That leaves output, and output on an editor is not one thing — it is how well the edit follows the instruction and how much of the original survives it.
Seedream 5.0 Pro is the flagship of its family and the most-used editor on the platform by a wide margin, so its score is the best-evidenced number in the image index. Qwen Image 3.0 sits a few points behind on the overall blind score but separates on the text category, which matters more than the average does when the image has words in it — a label, a sign, a product name.
Because the price is identical, the cheapest way to settle a specific job is to run both on the same prompt and keep the better one. That costs two credits rather than one and removes the guess entirely, which is the recommendation this page would make if it could only make one.
How to read the table
Median is the middle time across the window, so half of all runs land faster than the figure shown. p90 is the slow tail: nine runs in ten finish inside it. The gap between the two is the number to watch when you are planning a session — Seedream 5.0 Pro Edit spreads from 47 s to 83 s, Qwen Image 3.0 Edit from 44 s to 71 s. A wide spread means the queue, not the model, decides your afternoon.
Completion rate is the share of submitted runs that finished. It is not a quality measure — a run can complete and still be wrong for you — but a low rate means retries, and retries cost credits. Quality is a blind score out of 100 and is only comparable inside this index; it is not a vendor benchmark and it is not comparable to anyone else’s number.
What the numbers do not say
The gap in renders matters more than the gap in score here: one of these has thousands of production edits behind its number and the other has hundreds, so read the lower-volume score as the less settled of the two.
Where each one wins
Choose Seedream 5.0 Pro Edit when
- The edit has to hold a face or a product identity through a restyle.
- You want the score with the most production traffic behind it.
- You are working at the top of the quality range and the credit difference is irrelevant.
Choose Qwen Image 3.0 Edit when
- The image contains text that has to survive the edit and stay readable.
- You are editing at volume and want the shortest median turnaround.
- You want a second opinion on the same prompt — running both and picking is cheap at this price.
What a real job costs
Six finished images, allowing one reject in three — 9 runs:
- Seedream 5.0 Pro Edit — 18 credits, about $3.42, roughly 7 minutes of queue at the median.
- Qwen Image 3.0 Edit — 18 credits, about $3.42, roughly 7 minutes of queue at the median.
Credits come from a WowMade plan: Start at $25, Go at $60 or Premium at $95 per month. Plans renew monthly until cancelled and can be cancelled online at any time; new purchases are processed by Whop. The full price list is on pricing details.
How these numbers were produced
Quality is the WowMade Image Quality Index v0.1, run 2026-09-02: every engine runs the same prompts at matched settings and the results are scored blind. Speed and completion rate are production telemetry over a rolling 60-day window, not a lab test — they include queue time, because that is what you actually wait. Every engine we measure, including the ones not on this page, is published on the image editor index.
Every image generated here is AI-generated and carries a signed C2PA content credential saying so. Anyone can check a file on verify.
Questions
Is Seedream 5.0 Pro better than Qwen Image 3.0?
On the blind index Seedream 5.0 Pro scores higher, and it has substantially more production edits behind that score. Qwen Image 3.0 is the stronger option when readable text has to survive the edit.
Which is cheaper?
They cost the same number of credits per edited image at the base tier, so the choice is about output rather than price.
Which is faster?
Both finish in under a minute at the median, measured from submit to finished image on production traffic over a rolling 60-day window. The exact medians are in the table on this page.
Can I use reference images with both?
Yes. Both accept reference images in the image studio, and both work with saved characters tagged in the prompt.
Which one handles text in an image better?
Qwen Image 3.0. Text rendering is one of the categories the blind index scores, and it is the category where the two separate most clearly.
Can I switch between them?
Yes. Both run in the same image studio on one credit balance, and the model picker switches between them without leaving the page.