Checklist the per-video bar — engine/sim
100.0/100
quantitative quality · weights learn from your reviews (
engine.sim.memory review W51-staff-training-pillar-beat-2 good|bad)✓ all static checks pass — one-focal/scene · tier-by-beat · one-track caption · colorway · cast+shape correct · no banned/fabricated. (audio + visual tiers verify on the rendered finals — Phase 2)
Composition comp · template family · expected output
9:16 Reelrendered1:1 Squarerendered16:9 Widerendered9:16 4Kpending1:1 4Kpending16:9 4KpendingGIF (SMS)pending
expected output: 3/7 rendered — same matrix the /media preview surfaces for this asset.
Composition layer × scene 4 scenes · 24.6s · comp_id + rendered still + tier + the script
| # | Layer (comp_id · still · tier) | Beat | Timecode | Motion | Logo | Audio | VO / on-screen / caption |
|---|---|---|---|---|---|---|---|
| 1 |  matches intent shared field signature-3d | open | 0–5.0s | spatial-parallax | icon·white-knockout | ♪ bed in | Marketers do not need to become engineers — they need to read a number and trust it. on-screen: Your team, fluent in data |
expected on screen: black ground · knot hero in the shared Signal Field · Magister leads · node-graph · spatial-parallax · icon·white-knockout logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual node-graphshape knotground blacktreatment white-knockoutmotion spatial-parallaxpower summoninstrument summon→Your team, fluent in data | |||||||
| 2 |  matches intent ComparisonTable template | subservice | 5.0–11.6s | mark-draw | icon·wireframe | ♪ — | We teach teams to pull their own answers from GA4 and a simple SQL query, instead of waiting on on-screen: Read the dashboard, not the vibes |
expected on screen: black ground · a ComparisonTable panel over a dimmed Signal Field · Magister leads · receipts · mark-draw · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id ComparisonTablevisual receiptsshape knotground blacktreatment wireframemotion mark-drawpower summoninstrument laser-trace→Read the dashboard, not the vibescurate colA, colB, rows, statsLabels | |||||||
| 3 |  matches intent RankList template | subservice | 11.6–18.0s | mark-draw | icon·wireframe | ♪ — | Then we show them how to put Claude and a few MCP tools to work on the boring go-to-market reps, with a on-screen: AI as a GTM teammate |
expected on screen: black ground · a RankList panel over a dimmed Signal Field · Magister leads · receipts · mark-draw · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id RankListvisual receiptsshape knotground blacktreatment wireframemotion mark-drawpower summoninstrument laser-trace→html-in-canvas-receiptscurate rows, statsLabels | |||||||
| 4 |  matches intent shared field signature-3d | resolve | 18.0–24.6s | coalescence | icon·white-knockout | ♪ bed out | If you want a team that is fluent in data and confident with AI, that is exactly what The Big T-M trains. on-screen: Learn it live · temerarii.xyz |
expected on screen: black ground · knot hero in the shared Signal Field · Magister leads · coalescence · coalescence · icon·white-knockout logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual coalescenceshape knotground blacktreatment white-knockoutmotion coalescencepower coalescenceinstrument coalescence→Learn it live · temerarii.xyz | |||||||
Format stack 3 aspects · same scenes[], re-cropped
9:16
1080×1920
Stories · TikTok · YouTube Shorts · Reels
1:1
1080×1080
LinkedIn · Facebook · Instagram
16:9
1920×1080
X/Twitter · YouTube · LinkedIn video
Channels 12 destinations
LinkedInX/TwitterYouTubeInstagramFacebookThreadsTikTokPinterestBlueskyEmailSMSBlog
Social captions supplemental published copy · per channel (comp_id level)
tiktokYour marketers don't need to be engineers. They need to read one number and trust it. We teach teams to pull answers from GA4 and a simple query, then put AI to work on the boring reps. Learn it live at temerarii.xyz. (AI-assisted)
instagramRead the dashboard, not the vibes.
We train teams to pull their own answers from GA4 and a simple query.
Then we put AI to work on the boring go-to-market reps.
Learn it live at temerarii.xyz.
#datafluency #marketingops #ga4 #aiformarketing #gtm
linkedinMost marketers don't need to become engineers. They need to read a number and trust it.
We train teams to pull their own answers from GA4 and a simple SQL query, instead of waiting on someone else. Then we show them how to put AI to work on the boring go-to-market reps.
The result: a team fluent in data and calm with AI. That's the move we teach. Learn it live at temerarii.xyz.
xYour team doesn't need to become engineers. It needs to read one number and trust it. We teach teams to pull answers from GA4 and put AI on the boring reps. temerarii.xyz
facebookMarketers don't need to become engineers. They just need to read a number and trust it. We train teams to pull their own answers from GA4 and a simple query, then put AI to work on the boring go-to-market reps. Want a team that's fluent in data? Learn it live at temerarii.xyz.
threadsRead the dashboard, not the vibes.
We teach teams to pull their own answers from GA4 and a simple query, then put AI to work on the boring go-to-market reps.
That's how a team gets fluent in data and calm with AI. Learn it live at temerarii.xyz.
pinterestData fluency training for marketing teams: how to read GA4 dashboards, run a simple SQL query, and put AI tools to work on routine go-to-market tasks. A practical method for building a marketing team that is fluent in data and confident with AI. Learn it live at temerarii.xyz.
blueskyMarketers don't need to become engineers. They need to read one number and trust it. We teach teams to pull answers from GA4 and put AI on the boring reps. temerarii.xyz
youtubeTitle: Train Your Marketing Team to Read Data and Use AI
Marketers don't need to become engineers. They need to read a number and trust it. We train teams to pull their own answers from GA4 and a simple SQL query, then put AI to work on the boring go-to-market reps. The result is a team fluent in data and calm with AI. Learn it live at temerarii.xyz.