AI Video · Topic hub
Workflow & Craft
The craft layer that applies to every model — cost control, upscaling, consistency and image-to-video.
36 articles across guides, comparisons, prompts
Guides22
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GuidesSeedance 2.5 Character Consistency: 50 Reference Slots
Seedance 2.5 takes 30 images, 10 videos and 10 audio clips per request. How to spend that on identity — and which 'consistency features' don't exist.
GuidesMiniMax H3 Omni Reference: The 12-File Budget
H3 takes 9 images, 3 videos and 3 audio clips — but only 12 files total. How to spend that budget on identity, motion and voice without wasting slots.
GuidesSeedance 2.5 Previz Workflow: 3D Blockouts to Finished Shots
Seedance 2.5 accepts a low-poly 3D blockout as a reference slot. Here's the previz workflow we use to lock composition before spending a 30-second generation.
GuidesHow to Make an AI Music Video: Full Pipeline (2026)
We shipped a full AI music video with this exact pipeline: AI song, keyframe stills, image-to-video clips, beat-cut edit. Here's the real workflow.
GuidesRunway Gen-4.5: What You Get, and What It Costs
Runway Gen-4.5 is included in every paid plan from $12/month. Real credit maths, the aggregated model library nobody mentions, and who should skip it.
GuidesMiniMax M3 Locally: The 428B Model's Real Hardware Cost
MiniMax's open-weight M3 posts frontier coding scores with a 1M-token context. What self-hosting a 428B MoE model takes, and who should just use the API.
GuidesKling 3.0 Turbo: 20x Faster, Audio Included, Half the Cost
Kuaishou's Kling 3.0 Turbo generates up to 20x faster with audio bundled at both 720p and 1080p. Real per-second costs, multi-shot prompting, and when to use standard.
GuidesAI Video Character Consistency: The Reference System (2026)
We keep recurring characters recognizable across dozens of AI video shots every week. The exact reference system that holds identity together, model by model.
GuidesAI Video for Beginners: Your First Video in 30 Minutes (2026)
A zero-knowledge walkthrough to making your first AI video in 30 minutes flat, using one tool, one workflow, and no prior editing experience.
GuidesAI UGC Ads: How Brands Get 100 Creatives a Week (2026)
We tested the AI UGC ad pipeline brands use to ship 100 creatives a week: avatar tools, native audio, hooks, disclosure rules, and real rates.
GuidesAI Video Upscaling: 4K From 480p Drafts (2026 Workflow)
How we upscale cheap 480p AI video drafts to crisp 4K: the exact pipeline, what Topaz's $299/yr buys you, and the free options that got surprisingly good.
Guides8 Free AI Music Generators That Are Actually Free (Tested)
We checked the current terms of service for every 'free' AI music generator to see which free tiers really allow commercial use, what the daily/monthly caps actually are, and which popular 'free' tool isn't free at all.
What AI Video Really Costs in 2026: Per-Second to Per-Shot
Published per-second pricing is the wrong number. We reconcile public trackers with our own retake rate to find what a finished shot actually costs.
GuidesRun Wan 2.2 Locally: Free AI Video on Your Own GPU (2026)
Our exact local Wan 2.2 setup on an RTX 4080: GGUF quantization, the Triton + SageAttention + TeaCache speed stack, and the mistakes that waste a weekend.
GuidesMeta Muse Video: What We Know & Why It Matters
Meta previewed Muse Video on July 7 — its first AI video model, with native audio and a top-3 leaderboard debut. What's confirmed, the face-cloning backlash, and who should care.
Guides12 AI Video Mistakes That Waste Your Credits (2026)
Every mistake here cost us real money before it became a rule. The prompting, workflow and moderation errors that burn beginner credits — and the fix for each.
GuidesSuno: The Complete Guide (2026) — Prompts, Custom Mode & Real Workflow
Everything we've learned publishing real Suno songs: custom mode vs simple mode, lyric structure tags, style prompting, extending and remastering, commercial rights, and the workflow that gets radio-ready results.
GuidesSeedance 2.0: The Complete Guide (2026) — Settings, Prompts & a Real Production Workflow
Everything we've learned shipping real videos with Seedance 2.0: where to run it, image-to-video vs text-to-video, the cheap-render trick, prompting rules that actually work, and how to avoid moderation false positives.
GuidesImage-to-Video AI Workflow: Photoreal Stills → Cinematic Motion (2026)
Why image-to-video beats text-to-video for realism and consistency, and the exact still→motion pipeline we use: 2K-4K keyframes, motion-only prompting, reference rules, and the one-continuous-take trick for ultra-real POV footage.
Guides9 Free AI Video Generators That Are Actually Free (2026, Tested)
We tested every 'free' AI video generator to find the ones that actually work without a credit card: real free tiers, daily-credit tools, and the fully free local option — plus the catches nobody mentions.
GuidesHow to Start a Faceless YouTube Channel with AI in 2026 (Full Stack + Real Costs)
The exact AI stack we use to run faceless YouTube channels: niche selection, retention-engineered scripts, ElevenLabs v3 voiceover, Seedance visuals, editing, packaging — and what it actually costs per video.
GuidesThe 8 Best AI Video Generators, Tested in Production
We ship AI videos every week. Here are the 8 tools that actually earn their cost in 2026 — Seedance 2.5, MiniMax H3, Veo 3.1, Kling 3.0, Sora 2, Runway, Wan 2.2 and Higgsfield — ranked by what each is genuinely best at.
Comparisons13
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ComparisonsMiniMax H3 vs Seedance 2.5: Live API vs 30s Takes
Two frontier video models shipped on July 31. One has a documented public API at 2K, the other has 30-second takes and no published specs at all.
ComparisonsMiniMax H3 vs Kling 3.0: 2K Audio vs Native 4K
Kling 3.0 does native 4K and six directable cuts per generation. H3 does 2K with always-on audio and open weights. The credit math and the real split.
ComparisonsSeedance 2.5 vs Sora 2 (2026): Which One Should You Use?
OpenAI's Sora 2 against ByteDance's Seedance 2.5 — clip length, references, audio, cost per finished second, and which one survives real production work.
ComparisonsSeedance 2.5 vs Meta Muse Video: Honest 2026 Verdict
Meta's Muse Video does face cloning at $19/month. Seedance 2.5 does 30-second production shots. We use one daily — here's which job each actually wins.
ComparisonsSynthesia vs HeyGen (2026): We Tested Both — Here's Which One to Use
Synthesia and HeyGen head-to-head with the same script: avatar realism, pricing that actually adds up, API access, languages, and a verdict per use case — enterprise, marketing, or solo creator.
ComparisonsKling 3.0 vs Seedance 2.5: Which AI Video Model Wins in 2026?
Kling 3.0's motion realism and 5-minute takes against Seedance 2.5's 30-second cinematic control and 50-reference stacks — tested across real production formats.
ComparisonsSeedance 2.5 vs Veo 3.1 (2026): Which Should You Use?
ByteDance's Seedance 2.5 against Google's Veo 3.1 — 30-second shots, 50 references, native audio, the 4K question and pricing — with a working verdict.
ComparisonsVeo 3.1 vs Kling 2.6 (2026): Cinema Camera or Motion Control?
Google's cinematic realism against Kling's motion control and native audio — pricing, duration limits, and a use-case verdict from creators who run both models.
ComparisonsSeedance vs Veo 3.1 (2026): Volume vs Native Audio
Our two most-used AI video models head-to-head: Seedance's multi-shot volume economics against Veo's native audio and realism — with the workflow that decides which you need.
ComparisonsLocal AI vs Cloud APIs: The Real Cost Math (2026)
We run both daily. When local hardware beats per-token APIs, when cloud wins, and the break-even math nobody shows — electricity, amortization and rental included.
ComparisonsVeo 3.1 vs Sora 2 (2026): Which AI Video Generator Should You Use?
Google's Veo 3.1 against OpenAI's Sora 2 — native audio, realism, physics, control, access and pricing — with a use-case verdict from creators who work with both ecosystems.
ComparisonsRunway vs Kling (2026): Pro Toolkit or Motion Master — We Tested Both
Runway Gen-4.5 against Kling 3.0 with the same briefs: generation quality, character consistency, motion control, editing tools, pricing and who each one is really for.
ComparisonsKling vs Seedance (2026): We Tested Both — Here's Which One to Use
Kling 2.6 and Seedance 2.0 head-to-head with the same prompts: realism, character consistency, motion control, speed, cost, and moderation strictness — with a clear verdict per use case.
