How to compare Arabic LLMs in 30 seconds Silent video: no voiceover, music or sound effects. This transcript repeats every on-screen word and describes each scene. The film includes the topic label "Arabic LLM comparison", the note "Illustrative diagram", the TecnoStack logo and progress numbers 1, 2, 3, 4, 5, 6. Elements enter and leave during transitions; in portrait, the closing sign-off replaces the footer. [0:00–0:05] Beat 1 of 6 (intro) Kicker: Arabic LLM comparison Headline: Evaluate your own Arabic tasks Support: Public rankings only guide a shortlist Diagram (decision paths): Candidate; Leaderboard; Your evaluation Connections: Candidate → Leaderboard; Candidate → Your evaluation Highlighted: Your evaluation Scene: Branching diagram: Candidate, Leaderboard, Your evaluation. Connections: Candidate to Leaderboard; Candidate to Your evaluation. Emphasis: Your evaluation. [0:05–0:10] Beat 2 of 6 (step1) Kicker: 01 Headline: Pin each candidate checkpoint Support: Record license, context and hosting Diagram (evidence checklist): Checkpoint; License; Context; Hosting Highlighted: Checkpoint Scene: Comparison without scores: Checkpoint, License, Context, Hosting. Emphasis: Checkpoint. [0:10–0:15] Beat 3 of 6 (step2) Kicker: 02 Headline: Test how your users write Support: Include dialects, spelling and mixed languages Diagram (hub and spokes): Test set; Dialects; Mixed languages; Spelling Connections: Test set → Dialects; Test set → Mixed languages; Test set → Spelling Highlighted: Test set Scene: Network: Test set, Dialects, Mixed languages, Spelling. Connections: Test set to Dialects; Test set to Mixed languages; Test set to Spelling. Emphasis: Test set. [0:15–0:20] Beat 4 of 6 (step3) Kicker: 03 Headline: Keep conditions comparable Support: Review outputs without model names Diagram (flow): Same tasks; Candidate; Blind review; Slice results Connections: Same tasks → Candidate; Candidate → Blind review; Blind review → Slice results Highlighted: Blind review Scene: Flow: Same tasks, Candidate, Blind review, Slice results. Connections: Same tasks to Candidate; Candidate to Blind review; Blind review to Slice results. Emphasis: Blind review. [0:20–0:25] Beat 5 of 6 (step4) Kicker: 04 Headline: Check quality and deployment fit Support: Both must meet your constraints Diagram (decision paths): Candidate; Quality; Deployment Connections: Candidate → Quality; Candidate → Deployment Highlighted: Deployment Scene: Branching diagram: Candidate, Quality, Deployment. Connections: Candidate to Quality; Candidate to Deployment. Emphasis: Deployment. [0:25–0:30] Beat 6 of 6 (close) Kicker: TECNOSTACK Headline: Keep a repeatable evaluation Support: Read the full guide Diagram (timeline): Decision record; New release; Retest Connections: Decision record → New release; New release → Retest Highlighted: Retest Sign-off: TecnoStack logo and tecnostack.com Scene: Sequence: Decision record, New release, Retest. Connections: Decision record to New release; New release to Retest. Emphasis: Retest.