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AI Cinematography Feedback

KNOW EXACTLY

WHAT'S WRONG

WITH YOUR SHOT

Upload your footage and get instant ML-powered feedback on exposure, composition, stability, sharpness, contrast, horizon and lighting — plus style detection and engagement prediction.

7
Quality Checks
3
ML Models
<5s
Analysis Time

ANALYSIS TAKES 10–30 SECONDS

The Process

HOW IT WORKS

01

Upload

Drop any MP4, MOV or AVI file up to 500MB.

02

Extract

8 frames sampled evenly across the full timeline.

03

Analyze

ML models run 7 quality checks and style classification.

04

Results

Scores, feedback, engagement prediction and pro comparison.

Under the hood

7 QUALITY CHECKS

Exposure

Gaussian curve analysis of brightness against cinematic ideal

Composition

Rule of thirds intersection scoring via edge detection

Contrast

Grayscale standard deviation mapped to visual depth

Sharpness

Laplacian variance for focus and lens clarity

Horizon

Hough line transform detects camera tilt in degrees

Stability

Farneback optical flow measures inter-frame motion

Lighting

Quadrant brightness balance and direction analysis

KNN Classifier

Style Detection

Detects shooting style from motion, color temperature, and frame composition patterns.

InterviewDocumentaryTravelCinematicActionLifestyle

Random Forest

Quality Scoring

Predicts overall quality 0–100 from 5 cinematography features weighted by industry standards.

Exposure 25%Composition 25%Contrast 20%Sharpness 15%Stability 15%

Gradient Boosting

Engagement Prediction

Predicts viewer engagement level from quality score, style, and shooting characteristics.

High 🔥Medium 📈Low ⚠️

Built for creators

TOOLS THAT
THINK LIKE
A FILMMAKER

FrameToque Studio is a growing collection of AI tools designed around real filmmaking workflows. No fluff, no generic outputs — every tool is built around how cinematographers actually think.

Craft-first

Every metric is grounded in cinematography principles, not generic image processing.

Instant feedback

ML inference runs in seconds. No waiting, no queues.

Your data stays yours

Videos are analyzed and immediately deleted. Nothing is stored.