AI Content — Analysis & Playbooks
Script to Video AI: The Full Workflow, From Script Length to Platform Rules
Turn a script into a video with AI: measured script-length math, a format table for TikTok, Shorts and Reels, a pre-post checklist and the AI label rules.
Sora Video Export: Downloads, Data and Access Checks
Sora export after the shutdown: where the Export button is, why OpenAI's final export window is only conditional, and what to do if your export fails.
AI Video API Pricing: Veo 3.1 vs Runway Per-Second Rates
Veo 3.1 Fast costs $0.10/sec at 720p (8 sec = $0.80); Runway Gen-4 Turbo is $0.05/sec, Gen-4.5 $0.12. Compare rates and real cost per usable clip.
Sora 2 API Availability: Retirement Dates and Access Checks
OpenAI's deprecation table lists six Sora entries shutting down on 24 September 2026 with no recommended replacement. Here is how to recompute cost per finished video after a forced model swap.
Content Repurposing Tools: Formats, Credits and Rights
Choose repurposing tools by the source and output you need. Compare credit and queue limits, then separate asset rights from YouTube monetization rules.
Free AI Video Generators Without Watermarks: Limits and Costs
Nearly every free AI video tier stamps a watermark, because video is the one AI output that costs real money. The economics, the honest options, and what to use instead.
AI-Generated Video Copyright: Ownership and Permissions
Ownership, infringement and liability are three separate questions about AI video with three different answers — plus what the MPA-ByteDance agreement really changes.
AI Content Disclosure: Requirements by Platform
Four platforms shipped AI content rules in 2026 and none of them says the same thing. A comparison of what each actually penalises, plus the regulatory layer that overrides platform preference in commerce.
AI Content Detectors: What Results Can and Cannot Establish
Research finds AI detectors unreliable with high false positive rates, and almost all of it studies essays. Meanwhile no platform gates distribution on a detector score.
Review AI Content at Scale: A Practical Editorial Workflow
89.2% of surveyed creators always edit AI output and 0% use it untouched. Generation got cheap; review did not. Triage drafts by risk instead of reading everything.
Snapchat AI Content Rules: Labels and Platform Requirements
Snapchat now bars wholly AI-generated video from Spotlight recommendation while keeping AI-edited content eligible. Narrower than the headlines, and it breaks a settled rule.
Do You Have to Label AI-Generated Content? Platform Rules
EU AI Act transparency rules took effect August 2, 2026, and every major platform runs its own AI disclosure system. What needs labeling, what does not, and the deadlines that matter.
AI Video Batch Creation: Scripts, Media and Output Review
Stop drowning in edits. Learn what AI video batch creation actually means, how to do it safely across platforms, and the tooling that lets real operators run 10+ accounts without bans.