
Midjourney V8.2 dropped nine features V6 and V7 had, including Quality and Turbo. What still works, what silently falls back to V7, and what HD really costs.


Grok Imagine 2.0 ranks second to GPT Image 2 on both Arena boards, but has no API yet. Elo gaps, region editing, and which model you can ship on now.


Three Grok Imagine models in four months, split across video and images. Which one has an API, which is cheaper, and the naming trap that costs an afternoon.


No AI video generator long videos mode exists: 30 seconds is the ceiling. How frame chaining works, the three rules it enforces, and what three minutes costs.


An AI video generator with real people: consented references are supported, photoreal synthetic faces get false-positived, and celebrities never pass.


Runway alternatives compared on published rates: Seedance 2.5 costs 11% less at 720p and 41% less at 480p on reAPI, plus what Runway still wins outright.


Real Seedance 2.5 API pricing on four platforms, pulled August 2026. Rates spread 1.8x, reference jobs bill on a different clock, and three worked examples.


Seedance 2.5 content filtering happens in four separate layers, and the same prompt can pass on one host and fail on another. How to tell which layer refused you.


A Seedance 2.5 unlimited plan cannot clear its own arithmetic. What the caps are, which ones hosts disclose, and why the ones that matter are never published.


Seedance face detected errors fire on characters you generated yourself. What each error string means, which layer emits it, and where references are supported.


A four-step test for any unlimited AI video generator plan, using only numbers the vendor publishes, plus the eight places these offers hide their real cap.


Seedance 2.5 vs Seedance 2.0 compared with live per-second prices: 30s takes and video edits on 2.5, 1080p/4K and cheaper tiers on 2.0. Pick by workload.


AI image generation cost per megapixel runs 2 to 9 times a frame of generated video. The per-frame math across eight video tiers and seven image models.


Seedance 2.5 pricing is published ahead of the August 7 launch at $10.70 per million tokens. What it works out to per second, and why 480p quietly shrank.


Atlas Cloud vs Higgsfield vs reAPI for Seedance: compare API access, creator workflows, pricing, model breadth, and which platform fits your team.
