Measured, not marketed

Seedream 5.0 Lite Edit vs MiniMax H3 Edit

These two cost the same and sit at the bottom of the price list, so nothing is decided on credits. Seedream 5.0 Lite has a blind score and MiniMax H3 Edit has not been through a blind run yet; against that, MiniMax H3 returns an edit in a fraction of the time and gives you a 1K or 2K choice at one price.

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 Lite Edit and MiniMax H3 Edit compared on blind quality score, median and p90 time, completion rate, credit cost and capabilities, measured on WowMade production traffic.
MeasureSeedream 5.0 Lite EditMiniMax H3 Edit
Blind quality index (0–100)95not yet scored
Median time, submit to finished image39 s15 s
p90 time44 s57 s
Completion rate100%100%
Credits per edited image11
≈ USD at the best credit rate$0.19$0.19
Production edits behind these numbers115

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. MiniMax H3 Edit finishes 2.6× sooner; the seconds are compressed, the gap is not.
Seedream 5.0 Lite Edit39s median
MiniMax H3 Edit15s 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.
0s30s30s60s60sSeedream 5.0 Lite Edit39sMiniMax H3 Edit15s
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 Pro Edit — 95 quality, 2 creditsSeedream 4.5 Edit — 95 quality, 2 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 Lite Edit — 95 quality, 1 creditsSeedream 5.0 Lite 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 Lite Edit9 credits · $1.71 · ~6 min queue
MiniMax H3 Edit9 credits · $1.71 · ~2 min queue

At 9 runs, Seedream 5.0 Lite Edit costs $0.00 less than MiniMax H3 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 Lite Edit
AI image generated with Seedream 5.0 Lite Edit on WowMade

AI generated with Seedream 5.0 Lite Edit

MiniMax H3 Edit

AI generated with MiniMax H3 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 Lite Edit

Newest ByteDance editor. Keeps faces and identity intact, up to 14 reference images.

ByteDance · 11 production edits measured · scored over 2 judged prompts

MiniMax H3 Edit

MiniMax H3 open-weights editor. Re-renders subjects from up to nine reference images into a new scene, outfit or style; 15 aspect ratios, 1K or 2K.

MiniMax · 5 production edits measured

Price is the first thing people sort an editor list by, and it stops being useful immediately at this end of it: both of these charge one credit an image, which is the floor. What is left is what the edit does to the original and how long you wait for it.

Seedream 5.0 Lite is the small member of the flagship family, built around keeping a face and a product identity intact through a restyle, and fixed at the 2K tier. MiniMax H3 Edit takes a different route: up to nine reference images in one request — more context than most editors accept — and it re-stages the subject those references describe into a new scene, outfit or style. It renders at 1K or 2K for the same credit, so the resolution choice costs nothing.

The blind index cannot settle this one yet. MiniMax H3 Edit joined the catalogue after the scoring run, so the column is empty rather than low, and the fair reading is that the score is unknown. At a credit an image the cheapest way to resolve it for your own work is to run both on the same reference set and keep the better result — two credits, no guessing.

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 Lite Edit spreads from 39 s to 44 s, MiniMax H3 Edit from 15 s to 57 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

Both sides here are early. Each has tens of production edits rather than thousands behind its figures, so treat the medians as directional and the missing score as genuinely missing rather than as a verdict.

Where each one wins

Choose Seedream 5.0 Lite Edit when

  • You want the side with a published blind score rather than an empty column.
  • The edit has to hold a face or a product identity through a heavy restyle.
  • You are already working in the Seedream family and want consistency with it.
Open the studio with Seedream 5.0 Lite Edit

Choose MiniMax H3 Edit when

  • You have several references — up to nine — describing the subject from different angles.
  • You want the edit back in seconds rather than most of a minute.
  • You want 2K output without paying the 2K tier that the larger editors charge.
  • You are running the same brief many times and turnaround is what limits how many.
Open the studio with MiniMax H3 Edit

What a real job costs

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

  • Seedream 5.0 Lite Edit9 credits, about $1.71, roughly 6 minutes of queue at the median.
  • MiniMax H3 Edit9 credits, about $1.71, roughly 2 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

Which is cheaper, Seedream 5.0 Lite or MiniMax H3 Edit?

Neither — they cost the same, one credit an edited image, and they are the joint cheapest editors on WowMade. MiniMax H3 Edit holds that price at 2K as well, where most editors move up a tier.

Why does MiniMax H3 Edit have no quality score?

It joined the catalogue after the blind benchmark run, so it has not yet been scored. The column is left empty rather than filled with an estimate, and it will carry a number at the next run rather than before it.

Which one is faster?

MiniMax H3 Edit has the shorter median on the traffic measured so far, and the gap is large in proportional terms. Both are measured submit to finished image over a rolling 60-day window, and both sets of figures are early.

How many reference images can each take?

MiniMax H3 Edit accepts up to nine in one request. Seedream 5.0 Lite accepts more still, up to fourteen, so neither is the constraint unless you are working from a very large reference set.

Do both keep a subject recognisable through an edit?

That is what both are built for, approached differently: Seedream 5.0 Lite preserves the original through the restyle, while MiniMax H3 Edit re-stages the subject its references describe into a new scene. Results vary by source image, which is the argument for running both.

Can I use them in the same session?

Yes. Both sit in the same image studio picker on one credit balance, and switching between them does not reload the page or lose the references you have already attached.

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