Measured, not marketed

Seedream 5.0 Pro Edit vs Seedream 4.5 Edit

Same credits, same maximum resolution, same scoring band so far. The newer generation more than doubles the reference images it will accept, which is the capability difference; the older one has been returning faster on the small sample it has so far.

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

Seedream 5.0 Pro Edit and Seedream 4.5 Edit compared on blind quality score, median and p90 time, completion rate, credit cost and capabilities, measured on WowMade production traffic.
MeasureSeedream 5.0 Pro EditSeedream 4.5 Edit
Blind quality index (0–100)9595
Median time, submit to finished image47 s18 s
p90 time83 s20 s
Completion rate96%100%
Credits per edited image22
≈ USD at the best credit rate$0.38$0.38
Production edits behind these numbers2,2124

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. One of these engines has fewer than fifty completed runs in the window, so its timings will still move.

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.

The wait, to scaleBoth lanes run at the measured median ratio. Seedream 4.5 Edit finishes 2.6× sooner; the seconds are compressed, the gap is not.
Seedream 5.0 Pro Edit47s median
Seedream 4.5 Edit18s median

A finished image is the flag. Median means half of all runs land faster than this, half slower.

Median to slow tailThe dot is the median. The bar runs to p90 — nine runs in ten finish inside it. A long bar means the queue, not the engine, decides your session.
0s30s60s60s90sSeedream 5.0 Pro Edit47sSeedream 4.5 Edit18s
Where they sit in the fieldEvery engine we measure, priced across and scored up. Cheap and good is the bottom-left corner; the two on this page are named.
80901000122credits per edited imageblind quality →Seedream 5.0 Lite Edit — 95 quality, 1 creditsWan 2.7 Pro Edit — 84 quality, 2 creditsWan 2.7 Edit — 84 quality, 2 creditsQwen Image 3.0 Edit — 90 quality, 2 creditsQwen Image Edit Max — 86 quality, 2 creditsQwen Image 2.0 Edit — 87 quality, 2 creditsSeedream 5.0 Pro Edit — 95 quality, 2 creditsSeedream 5.0 Pro EditSeedream 4.5 Edit — 95 quality, 2 creditsSeedream 4.5 Edit

Engines without a blind score yet are not plotted. Hover a grey dot for its name.

Score per creditBlind quality divided by credits per edited image, across every engine measured. The two on this page are highlighted; Seedream 5.0 Lite Edit leads the field.
Seedream 5.0 Lite Edit95.0
Seedream 5.0 Pro Edit47.5
Seedream 4.5 Edit47.5
Qwen Image 3.0 Edit45.0
Qwen Image 2.0 Edit43.5
Qwen Image Edit Max43.0
Wan 2.7 Pro Edit42.0
Wan 2.7 Edit42.0

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.

What your job costsMove the slider. Credits are the studio list price; dollars are derived at the best plan rate of $0.19 per credit.
Seedream 5.0 Pro Edit18 credits · $3.42 · ~7 min queue
Seedream 4.5 Edit18 credits · $3.42 · ~3 min queue

At 9 runs, Seedream 5.0 Pro Edit costs $0.00 less than Seedream 4.5 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.

Seedream 5.0 Pro Edit
AI image generated with Seedream 5.0 Pro Edit on WowMade

AI generated with Seedream 5.0 Pro Edit

Seedream 4.5 Edit
AI image generated with Seedream 4.5 Edit on WowMade

AI generated with Seedream 4.5 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

Seedream 4.5 Edit

Fast and creative. Stylized edits, artistic effects, quick transformations.

ByteDance · 4 production edits measured · scored over 2 judged prompts

Version numbers imply replacement, and in this family the older editor has not been retired because it still does something worth keeping: it is quick, and on the sample it has it has been the quicker of the two by a wide margin.

The newer generation buys reference capacity. More than double the reference images means more views of a subject to hold it steady across a set, which is the difference between one good edit and a consistent series of them.

Between two engines at the same price and in the same scoring band, the deciding question is what you are doing: a single quick transformation, or a set that has to stay consistent. The first favours the older one, the second the newer.

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, Seedream 4.5 Edit from 18 s to 20 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

Seedream 4.5 is running on very little production traffic, so both its score and its timing are early readings. Neither should be treated as settled against an engine with thousands of edits behind it.

Where each one wins

Choose Seedream 5.0 Pro Edit when

  • You are feeding many views of a subject and want the highest reference ceiling available.
  • You need a series of edits to stay consistent with each other rather than one strong result.
  • You want the editor with the most production traffic behind its published score.
Open the studio with Seedream 5.0 Pro Edit

Choose Seedream 4.5 Edit when

  • You want a quick stylised transformation rather than a controlled, referenced edit.
  • Turnaround is the thing you notice most, and on the sample so far this is the faster side.
  • A few reference images are all the job needs.
Open the studio with Seedream 4.5 Edit

What a real job costs

Six finished images, allowing one reject in three — 9 runs:

  • Seedream 5.0 Pro Edit18 credits, about $3.42, roughly 7 minutes of queue at the median.
  • Seedream 4.5 Edit18 credits, about $3.42, roughly 3 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 4.5 still useful now that 5.0 exists?

Yes, for quick stylised edits. It costs the same, sits in the same scoring band so far, and has been returning results notably faster on the traffic it has seen.

What does Seedream 5.0 Pro add over 4.5?

Reference capacity, chiefly. It accepts more than twice as many reference images, which is what keeps a subject consistent across a set of edits rather than in a single one.

Do they cost the same?

Yes, both sit at the same credit cost per edited image, so price does not decide this pair. The capability and evidence rows do.

Which has more measurement behind it?

Seedream 5.0 Pro, by a very large margin. The 4.5 row is built on a small number of edits and is marked preliminary on the index for that reason.

Do both reach the same output resolution?

Yes. Both editors top out at the same maximum resolution, so output size is not a reason to choose between them.

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