Haima CloudMiniMax H3RH Enhanced
Built on MiniMax H3,
deeply enhanced by RunningHub for production
Not a light fine-tune of open weights. We re-engineered five layers — training, resolution adaptation, sampling, inference engine and serving — with one goal: AI video you can actually deliver in volume.
or 3,333 five-minute episodes daily
unit cost low enough to scale
case-by-case vs Seedance 2.0 / 2.5
From "it can generate" to "it can ship":
AI video is stuck on five problems
Character drift
Faces change between shots; outfits and props follow. Multi-shot stories fall apart.
Unstable quality
Results vary within a batch; faces and product shapes break.
Slow generation
Long waits per clip miss drama and ad delivery schedules.
High compute cost
Closed models charge a premium per second; costs explode at scale.
Unreliable batches
Failures, retries and queues eat labor and margin.
Five dimensions, all tuned for production
StabilitySTABILITY
Locks identity, wardrobe and props across long and multi-shot sequences — no face swap when a character turns around.
narratives vs Seedance 2.0
QualityQUALITY
Sharpness, facial detail, lighting and style fidelity score on par with Seedance 2.0.
Beat syncMUSIC
Joint audio-video generation keeps motion and cuts on the beat — already used at scale for AI music videos.
Prompt adherence
Significantly better instruction retention than Seedance 2.0 over 8–16 shots; precise multi-image / audio binding.
PriceCOST
Savings from few-step distillation and inference acceleration go straight to customers.
2,000-case benchmark: beats Seedance 2.0 on multi-shot
Four core creative scenarios, 500 cases each, compared under identical prompts and reference images.
Beyond benchmarks: 2,000 real cases replayed
2,000 random live tasks (mostly short drama), regenerated with identical prompts and references and compared one by one with the customers' original Seedance 2.0 / 2.5 outputs.
zero failures
a real test of multi-subject binding
Blind-test verdict: beats Seedance 2.0 in mainstream use
Same real production inputs, model names hidden, scored case by case. Here is exactly where we lead — and where the limits are.
vs Seedance 2.0 fast
Wins on quality, character consistency and prompt adherence — a direct drop-in replacement at a similar price point.
Higher overall blind-test score, strongest on long, multi-shot narratives — at a lower unit price.
- Multiple reference videos
- 15+ reference assets in one request
- 30-second clips in a single generation
NA & MENA MV clients
AI music videos:
on the beat,
steady on every shot
- Beat syncUpload the full song and lock the track (lock_source) — visuals follow the music, no frame-by-frame editing
- Fluid motionGroup dance and spins stay sharp, continuous and undistorted
- Consistent styleLighting and tone hold across the whole video — ideal for batch MV production
Turn the sound on:
the camera cuts on the drum
- Joint audio-video generationOne multimodal backbone models sound and picture together — not music added afterwards
- Rhythm-driven editingCuts and motion peaks land on the beat, even with fast percussion
- Learn from a referencePass a reference video and its audio to mimic its rhythm and camera work
Vertical drama: stable characters, real emotion, cinematic shots
Live-action drama · Seaside romance9:16 · 15s
Animated drama · Dark fantasy9:16 · 15s
One model,
every major
AI video use case
Action, product ads, animation, epic history — all straight out of H3 RH Enhanced.
A one-paragraph idea in, a shot-by-shot script out
RH Prompt Enhancement adds subject binding, a per-shot timeline, camera moves, lighting and sound design — director-level instructions for every creator.
Original prompt≈1,100 chars
Create a 20-second cinematic live-action street-style fashion film in 16:9. Use the supplied identity reference image for the adult woman's appearance… In natural New York daylight, show her exiting a glass-fronted building, crossing a busy intersection, glancing toward a café window, then reaching a street cart and taking a bottle of water…Enhanced · structured storyboard≈5,300 chars
subject_definitions bind subject to reference imageretention_analysis identity / wardrobe details to keep[Shot 1] 00:00 exits the glass building, camera pulls back…[Shot 2] 00:03 medium-wide tracking across the crosswalk…[Shot 3] 00:05.5 push-in as she takes the water bottle…overall_soundscape ambience and music designFive-layer enhancement: better results, lower cost
Where to start first
AI Music Video 800K+ sec/day
Running at scale with NA & MENA clients: beat sync, dance and performance, stylized visuals, full MVs in batches.
Short Drama
Vertical live-action stories, multi-character scenes, continuous shots — no face swaps between cuts.
Animated Drama
Anime, 3D cartoon and storybook styles that keep character design and art style over long stories.
E-commerce
Product showcases and social commerce clips with no warping of shape or material.
Ads & Brand Films
TVC previz and brand mood films with cinematic light and camera work.
Social Content
UGC-style, vlog, ASMR and other high-frequency content, posted daily at low cost.
Pay per second, pick your resolution
Multi-Reference API
Open API page · try it online ↗- Duration
- 4–15 seconds
- Aspect
- 16:9 · 9:16 · 1:1 · 4:3 · 3:4 · 3:2 · 2:3 · 21:9
- Images
- Up to 9 reference images
- Videos
- Up to 3, with audio to mimic rhythm / camera
- Audio
- Driving audio + 3 voice refs; lock_source keeps your track (MV)
- Prompt
- Up to 20,000 chars, lyric sections supported
- Integration
- REST API · webhook callback
Three ways to start today
Enterprise API
Call it through MiniMax's official global enterprise API or directly via the RunningHub API, and plug it into your existing pipeline.
docs · pricing · playground
RunningHub Platform
No deployment or multi-GPU tuning — pick H3 RH Enhanced and create directly on RunningHub.
1,000-case gallery
H3 RH Enhanced vs Seedance 2.0 / 2.5, and original vs enhanced prompts, case by case and filterable by scenario.
Validate it on your own content
Share samples
Pick 10–20 real prompts and reference assets from your business
Same inputs
RH generates H3 RH Enhanced outputs from exactly the same inputs
Compare side by side
Judge quality, adherence, stability and unit cost against your current model
Ramp up
Open an API / platform account and scale from one business line
MiniMax H3 RH Enhanced
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