PlatformClosed
Higgsfield Studio
Higgsfield.ai
All-in-one aggregator. Every major model under one subscription.
SClosed
Wan 2.6
Alibaba (Tongyi Lab)
Closed-source evolution of Wan. Adds reference-to-video for character consistency, multi-shot narratives, 5 aspect ratios, and 15s duration. Native audio with synced dialogue carried over from 2.5.
Pick Higgsfield Studio if…
You want prosumers wanting all models in one place, or AI filmmakers.
Pick Wan 2.6 if…
You want cross-platform content (all aspect ratios), character-consistent narratives (ref-to-video), or audio-synced social content.
Specifications
Maker
Higgsfield.ai
Alibaba (Tongyi Lab)
Source Type
Closed Source
Closed Source
License
Commercial (subscription)
Alibaba Commercial
Architecture
Multi-model aggregator
DiT + MoE (evolved)
Parameters
N/A
Undisclosed
Max Resolution
Varies by model
720p / 1080p
Max Duration
Varies
Up to 15s
FPS
Varies
24
Native Audio
Yes
Yes
ComfyUI Support
No
Yes
Fine-tunable
No
No
Min VRAM
Cloud only
Cloud / API
Cost / Second
Subscription
$0.05
Inputs
T2V, I2V, multi-shot
T2V, I2V, Reference-to-Video (1-3 refs via @Video1/@Video2/@Video3)
On Floyo
No
Yes
Strengths & Trade-offs
Higgsfield Studio
Strengths
- +Aggregates Kling, Sora, Veo, etc. in one sub
- +Cinema Studio
- +keyframing
- +director tools
Trade-offs
- -Not a model, it's a platform
- -dependent on underlying models
Best For
- →Prosumers wanting all models in one place
- →AI filmmakers
Wan 2.6
Strengths
- +Fastest inference
- +native audio with synced dialogue
- +reference-to-video for character consistency (1-3 video refs)
- +multi-shot with structured prompt syntax [0-3s]/[3-5s]
- +expanded aspect ratios (16:9, 9:16, 1:1, 4:3, 3:4)
Trade-offs
- -Closed source (not self-hostable)
- -reference-to-video limited to 5/10s (no 15s)
- -800 char prompt limit
- -multi-shot timing depends on prompt expansion quality
- -check regional license terms
Best For
- →Cross-platform content (all aspect ratios)
- →character-consistent narratives (ref-to-video)
- →audio-synced social content
- →multilingual production