Skip to content
OMNI Labs
WorkLookbookMusicJournal
TalentMethodCertificationWardrobe
BuildAutomationEmbodimentAutonomyPen
Contact
Creative AI Production Studio
OMNI Labs
01Home02Work03Lookbook04Music05Journal
StudioTalentMethodCertificationWardrobe
LabBuildAutomationEmbodimentPen
06Contact
hello@omnilabs.studioIstanbul · Global

Start a project →

© OMNI Labs · Creative AI Production Studio

← Journal
  1. Home
  2. Journal
Topic

Prompting by Model

Each model wants its prompt written differently. These are the rules we measured.

  • Split-diopter still from OMNI Dramas episode 1: a woman in a satin slip in the foreground and a man in a tuxedo behind her, both in focus

    guide25 Oct 2026

    How to Prompt Seedance 2.5 for Dialogue Scenes

    Two synthetic characters, two voices, two lines — and the right mouth moved for each on the first try. The structure that made it work, and the failures that taught us each rule.

  • Keyframe from the OMNI Labs ÉTAT film made with Kling 4.0: a model in a black top and white trousers walks a greyhound through a sunlit living room

    test23 Oct 2026

    Kling 4.0 vs Seedance 2.5: Cost per Second and What Each Gets Wrong

    Kling 4.0 really is less than half the price of Seedance 2.5 on the same platform. What the price comparison leaves out is the three default behaviours you have to prompt against, and the question nobody has answered yet: faces.

  • Still from the OMNI Labs GRAUWALD film: a small figure at the foot of a giant pine in a white, fog-filled forest

    guide20 Oct 2026

    MiniMax H3 Needs a Schema, Not Prose

    We rewrote a camera move and the walk direction and got a byte-identical video. We changed only the seed and got a different film. What H3 actually listens to, measured on a local 16 GB GPU.

  • Editorial frame of synthetic model Amara Okoye in a white tennis dress walking across a clay court

    guide25 Aug 2026

    LTX 2.5 Prompting: Why a Short Prompt Turns Into a Selfie Video

    We asked LTX 2.5 for a red apple on a white table and got a woman — twice. The fix was not a setting. It was seven sentences.