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MOTION & POSE ANALYSIS

Understand How the Body Moves, From Video Alone


Pose-estimation models that track body position and movement from ordinary video, turning motion into data you can measure, score, and compare, no motion-capture suit required.

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Judging How a Body Moves Used to Take a Lab or an Expert's Eye

Assessing movement, form, range, symmetry, repetitions, has traditionally meant one of two things: an expert watching and judging by eye, which is subjective and doesn't scale, or an expensive motion-capture rig that only works inside a lab. Most teams get neither consistently.

We build pose estimation that works from ordinary video. It locates the body's keypoints in every frame, then derives joint angles, ranges of motion, symmetry, timing, and repetition counts, the same way on every clip regardless of who recorded it.

The result is objective movement analysis from any camera, at scale, ready to apply anywhere how a body moves actually matters, from training and rehabilitation to workplace ergonomics and safety.

Image Description

From a Video Clip to Movement Metrics You Can Score and Compare

1
Define the Movements

We agree on the movements to analyze and the metrics, angles, reps, symmetry, tempo, that separate good from bad.

2
Set the Reference

We establish what correct movement looks like, from expert input or annotated examples, to measure everything against.

3
Train & Tune Pose Tracking

We adapt pose estimation to your camera angles, clothing, and conditions so keypoints stay accurate in the real world.

4
Deliver Metrics & Feedback

We turn the tracked motion into the scores, counts, and feedback your users or team will actually see.

You get objective, repeatable movement analysis from ordinary video, replacing subjective eyeballing and lab-only equipment with metrics anyone can capture.

Body Keypoint Estimation

We locate joints and body landmarks in each frame, building a full skeleton from plain video.

Movement & Range Analysis

We derive joint angles, ranges of motion, and left-right symmetry from the tracked skeleton over time.

Repetition Counting

We count reps and segment movements automatically, so no one has to sit there tallying by eye.

Form & Technique Scoring

We compare movement against a reference to score form and flag deviations objectively.

Timing & Tempo Metrics

We measure how fast and how smoothly a movement happens, not just whether it happened at all.

Runs on a Phone Camera

We build it to work from everyday video, so no motion-capture hardware stands in the way.

How we work

Discovery & Feasibility

We start with your goals, data, and constraints, then pressure-test where AI actually adds value. You get a clear scope, success metrics, and a realistic plan before any model is built.

Build, Train & Integrate

We build, train, and evaluate the solution against your real data, then wire it into your existing systems and workflows. Regular checkpoints mean no black boxes, just steady, measurable progress.

Deploy, Monitor & Improve

After rigorous testing for accuracy, safety, and performance, we ship to production. Post-launch we monitor quality, retrain as your data shifts, and keep the system accurate, secure, and improving.

AI-Enabled Delivery

We build on pretrained pose-estimation models and skeletal-tracking libraries so we start from accurate body tracking, then spend our time on the movement logic that's specific to you.

Pretrained Pose Estimators

accurate body keypoints without training from scratch

Skeletal Tracking Libraries

follow joints smoothly across frames

Biomechanical Angle Extraction

turns keypoints into joint angles and ranges

Movement Segmentation Models

split a clip into individual reps and phases

On-Device Inference

runs pose tracking on a phone for instant feedback

Why OrganByte

No Special Hardware

We work from standard video, so analysis happens on the cameras people already have in hand.

Objective, Not Subjective

We turn how a body moves into consistent numbers, removing the guesswork of a human judgment call.

Tuned to Real Conditions

We adapt to your angles, lighting, and clothing, the things that quietly wreck out-of-the-box pose models.

Privacy-Conscious by Design

We can analyze movement from skeletal data and discard the raw footage, keeping personal video out of storage.

500+

projects delivered by OrganByte

100%

of movement metrics derived the same way on every clip

Every

rep counted and every angle measured automatically

FAQS about Motion & pose analysis

A pose-analysis pipeline that turns video into movement metrics, the scoring or feedback logic on top of it, and an API or app to deliver it.

Usually six to ten weeks, depending on how many movements you analyze and how much reference data is needed to define correct form.

A fixed fee scoped to the movements analyzed, the reference work involved, and where it needs to run, agreed upfront.

A library hands you raw keypoints and stops. We build the movement logic on top, joint angles, reps, and form scoring, tuned to your conditions, which is where the real work and value sit.

Yes. You own the pipeline and the models, and we deliver it as an API or SDK that embeds into your existing app or workflow.

Ready to Turn Movement Into Something You Can Measure?

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