A defect taxonomy for generated video
Six named defect classes and three severity levels that route to different fixes, plus the seven-field log that finally makes rework measurable.
9 min read
Designing a paid trial task for AI creatives
A portfolio proves little when one striking frame is an afternoon's work. A trial task testing selection, iteration discipline and brand adherence under a cap.
9 min read
Regression-test your style when models change
A newer model quietly shifts colour, motion and faces across a look you already shipped. The golden-set pass that catches it before a client does.
8 min read
Sampling QA when you ship hundreds of assets
A batch-level sampling scheme, the checks that must stay at 100 percent, and the stop-the-line rule that turns a sample into real coverage.
10 min read
What junior creatives do in an AI studio
Generation absorbed the tasks juniors learned on, breaking the pipeline that makes seniors. A junior role rebuilt around curation, QC and provenance work.
9 min read
Writing acceptance criteria clients can't argue
Turn 'approved' from a feeling into a test: technical spec, binary brand checks, a bounded subjective layer, a named approver, and a deemed-accepted window.
9 min read
A Client Review Loop Built on Previews and Share Links
Generation is fast. Client approval isn't. A review loop built from free previews, no-login share links, and a QC pass before anything gets sent.
7 min read
Auditing Generated Output Against a Brand Manual
A scored pass/fail rubric for checking generated images against a brand manual before publish — not a debate about vibes in a comment thread.
9 min read
Automated QA Before a Paid Placement Goes Live
review_generation grades output against its own prompt and is built to never auto-run on everything. The judgment call is which paid placements earn the pass.
7 min read
Batch Image Edits: One Instruction, Forty Assets
The instruction that survives forty different photos, the cheap model that makes a bad first pass affordable, and how much of the batch to actually check.
7 min read
Related topics
Quality ControlAI Video Generator280Brand Video Marketing280Short Form Video264Content Creation261Content Marketing196Social Media Strategy149Brand Growth114Digital Marketing68Video Generation67AI Advertising64Viral Video Strategy55Business Video51AI UGC44AI Video42Character Consistency42Team Productivity40Voice Cloning39Instagram Reels38Marketing Automation37TikTok Marketing35Video SEO35Video Editing30AI Disclosure28Image Generation27Trending Videos27Compliance26Text To Image24Client Contracts22Faceless YouTube22Model Selection20Prompt Engineering20Agency Operations19AI For Creators19Brand Consistency19Content Strategy19YouTube Shorts18AI Content Pipeline17Creator Economy17Reference To Video17Video Prompting17AI Music Generator16AI Video Workflows16Image Editing16Image To Video16Seasonal Content16Talking Head Video16Text To Video16UGC Ads16Usage Rights16Credits15AI Content Workflow14AI Dubbing14AI Video Editing14Likeness Rights14VEO 3.114AI Video Pricing13AI Voiceover13Camera Control13Copyright13Post Production13Text To Speech13Brand Safety12Cinematic AI Video12First Last Frame12Production Workflow12Prompt Adherence12Prompting12Workflow12AI Disclosure Rules11AI Lipsync11AI Video Comparison 202611Captions11Client Work11Eu AI Act11Explainer Video11Faceless Youtube Channel11Kling 3.011Native Audio11Sound Design11Multi Scene AI Video10Pricing10Pricing Guide10Product Demo Video10Sora 210Temporal Consistency10AI Brand Film9AI Image Generator9AI Policy9Brand Kit9Content Operations9Content Repurposing9Creative Operations9Credit Budgeting9Licensing9Local Marketing9Reference Images9Short Form Strategy9Synthetic Media9Thought Leadership9Video Typography9Workflows9AI Regulation8AI Video Models 20268Batch Generation8Content Credentials8Legal8Model Comparison8Open-Source AI Video8Product Photography8Vertical Video8Youtube Monetization8Agentic AI7AI Avatars7AI B-Roll7AI Movie Maker7AI Music7AI Poster Design7AI Product Photography7AI Video Template7C2pa7Creative Testing7Flux 37Founder Led Video7Frame Rate7Ideogram 37Localization7Midjourney v77Multi Scene Video7Multimodal AI7Runway Gen-47Shot Design7Studio Operations7Synthetic Media Disclosure7Tiktok Ads7TikTok AI Video7Typography7Wan 2.77AI Image Models6AI Sound Effects6AI Video Artifacts6Budgeting6Commercial Rights6Customer Story Video6Disclosure6Event Recap Video6Flow Matching6Lighting6Multilingual Video6Open Weights6Patient Education Videos6Platform Policy6Provenance6Suno V56Tiktok6Versely Agent6Versely Workflows6Video Editing Workflow6Video Localization6Voiceover6AI Copyright5AI Law5AI Music Video5AI Photo Editor5AI Slideshow Maker5AI Video Templates5Article 505Aspect Ratio5Automation5Caption Styles5Content Provenance5Digital Twin Video5Dubbing5ElevenLabs v35Elo Rating5Hiring5Influencer Marketing5Inpainting5Leaderboards5LLM Benchmarks5Lora5Meta Ads5Multilingual Dubbing5Personal Brand Video5PixVerse v65Quoting5Recruitment Video5Reference Image5Retainer Pricing5Risk Management5Suno5UGC Pricing5Veo 35Youtube Shorts Strategy5