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Revolutionizing fashion with data insights, smart inventory, and personalized engagement
Enhance game strategy and player performance with AI solutions for sports
We improve teaching, reduce costs, and expand reach with AI-based platforms
Advance healthcare with AI for personalized care and efficiency
Drive campaigns, boost engagement, and optimize results with AI solutions
AI solutions for smarter real estate management and customer experience
We help retailers cut costs and boost efficiency with AI
Enhance logistics, fleet management, and delivery performance
Streamline operations, reduce costs, and improve efficiency with AI
Optimize investments, detect fraud, and strengthen decision-making
Improve risk assessment, claims processing, and client satisfaction
Automate workflows, analyze cases, and improve client services with AI
We are your strategic partners, skilled in converting your unique challenges into AI-powered strategies
Explore how our company equips businesses, enterprises, and organizations with complete end-to-end AI solutions.
Get a FREE consultation! Our AI experts are ready to help you navigate the future with innovative AI-driven solutions.
Our AI tech stack offers everything you need, from expert AI developers to full-stack expertise.
Our awards showcase our commitment to delivering innovative solutions that drive business transformation.
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Explore our collection of practical eBooks designed to help business leaders understand AI, automation, and digital transformation. Get actionable insights you can apply with confidence.
Revolutionizing fashion with data insights, smart inventory, and personalized engagement
Enhance game strategy and player performance with AI solutions for sports
We improve teaching, reduce costs, and expand reach with AI-based platforms
Advance healthcare with AI for personalized care and efficiency
Drive campaigns, boost engagement, and optimize results with AI solutions
AI solutions for smarter real estate management and customer experience
We help retailers cut costs and boost efficiency with AI
Enhance logistics, fleet management, and delivery performance
Streamline operations, reduce costs, and improve efficiency with AI
Optimize investments, detect fraud, and strengthen decision-making
Improve risk assessment, claims processing, and client satisfaction
Automate workflows, analyze cases, and improve client services with AI
We are your strategic partners, skilled in converting your unique challenges into AI-powered strategies
Explore how our company equips businesses, enterprises, and organizations with complete end-to-end AI solutions.
Get a FREE consultation! Our AI experts are ready to help you navigate the future with innovative AI-driven solutions.
Our AI tech stack offers everything you need, from expert AI developers to full-stack expertise.
Our awards showcase our commitment to delivering innovative solutions that drive business transformation.
Find out everything from when to choose us, to the types of work we do, to how the AI development process.
Explore our collection of practical eBooks designed to help business leaders understand AI, automation, and digital transformation. Get actionable insights you can apply with confidence.
Revolutionizing fashion with data insights, smart inventory, and personalized engagement
Enhance game strategy and player performance with AI solutions for sports
We improve teaching, reduce costs, and expand reach with AI-based platforms
Advance healthcare with AI for personalized care and efficiency
Drive campaigns, boost engagement, and optimize results with AI solutions
AI solutions for smarter real estate management and customer experience
We help retailers cut costs and boost efficiency with AI
Enhance logistics, fleet management, and delivery performance
Streamline operations, reduce costs, and improve efficiency with AI
Optimize investments, detect fraud, and strengthen decision-making
Improve risk assessment, claims processing, and client satisfaction
Automate workflows, analyze cases, and improve client services with AI
We are your strategic partners, skilled in converting your unique challenges into AI-powered strategies
Explore how our company equips businesses, enterprises, and organizations with complete end-to-end AI solutions.
Get a FREE consultation! Our AI experts are ready to help you navigate the future with innovative AI-driven solutions.
Our AI tech stack offers everything you need, from expert AI developers to full-stack expertise.
Our awards showcase our commitment to delivering innovative solutions that drive business transformation.
Find out everything from when to choose us, to the types of work we do, to how the AI development process.
Explore our collection of practical eBooks designed to help business leaders understand AI, automation, and digital transformation. Get actionable insights you can apply with confidence.
Student performance analysis and feedback automated
Improvement in student learning outcomes
Instructor time saved
ACKTEC Technologies, an early-stage EdTech company based in Singapore, wanted to build a global virtual dance academy that could deliver expert coaching to home learners without requiring a live instructor for every session. Their existing approach, pre-recorded video classes and live video calls, did not scale. Students had no real-time corrective feedback, instructors spent hours on repeat manual corrections, and progress was nearly impossible to measure objectively.
Tezeract was engaged to design and build Moveally, a custom AI dance app and virtual dance learning platform that uses pose detection, similarity scoring, and style-aware AI analysis to give every student clear, instant, personalized guidance, at home, on any device, at any time.
Instructors upload one master video. Students record their take at home. The AI dance tutor compares both, scores every joint and movement, and delivers targeted coaching tips instantly. Instructors review, add a short personalized note, and move on. The result is an online dance training model that grows without growing the instructor headcount.
ACK Technologies is an early-stage EdTech company that builds consumer learning products. For this project, the product was named Moveally, a custom AI dance app that brings a virtual dance academy to home learners worldwide. The business model is B2C, with a focus on simple, effective online dance training accessible from any device.
Client Name
Ivan Ng
Industry
EdTech, Entertainment, Dance
Business Model
B2C — direct-to-consumer virtual dance learning
Location
Singapore (global online delivery)
Target Audience
Home learners, hobbouyists, and students seeking expert dance guidance
Decision Maker
Founder & CEO
Company Stage
Early stage — consumer product, global reach
Pain Point
No real-time corrective feedback, no objective progress tracking, instructor time not scalable
Prior Tech Stack
Pre-recorded video classes, live video calls, manual instructor review
If you run a dance studio, fitness platform, or any skills-based learning product where instructor time is the bottleneck, ACKTEC Technologies’ situation before Moveally will look familiar. The challenge of delivering personalized, expert-quality feedback at scale is not unique to dance, it applies to any movement-based learning category.
The AI dance app Tezeract built for Moveally is designed to solve exactly that problem, and the architecture scales to new styles, new markets, and new learner volumes without rebuilding from scratch.
The Challenge
01
ACKTEC Technologies set out to deliver online dance training that feels like expert coaching. The primary problem was scale. Home learners received no real-time corrective feedback, and instructors spent long hours on repeat manual corrections. Progress was hard to measure objectively, which led to poor engagement and weak retention.
Uneven video quality across devices, no standard scoring rubric, and inconsistent feedback quality between instructors
02
Instructors spending hours on repetitive manual review of student recordings with no tools to batch or automate
03
Students struggling to memorize sequences without a clear, objective breakdown of where they were going wrong
04
Low engagement, home practice difficulties, and high drop-off rates without visible progress milestones
05
Existing tools were either passive video players or generic fitness apps, none offered pose-based scoring or movement similarity analysis
06
Stop relying on repetitive manual corrections. Build a system where your instructors upload once and AI handles scoring, feedback, and progress tracking across thousands of students.
The company had high instructor time on repeat reviews and operational inefficiencies across content review and class management. This led to lower student retention due to a lack of visibility into progress and weak feedback loops.
Journey Overview
ACK Technologies ran a structured search for a way to scale online dance training without losing expert guidance. The team mapped learner needs, spoke with instructors, and ran small trials to test whether an AI choreographer model could work for B2C home learners.
They asked a critical question early:
The answer shaped the entire product direction. They needed a custom dance system that gives clear, objective feedback, not a one-size-fits-all content app.
Following was the evaluation criteria for winning the project
The leadership was looking for someone whose domain expertise was in pose detection, similarity scoring, and real-time dance correction, not a generic CV vendor. Tezeract had a flexible web stack with room for growth, plus a shared delivery roadmap and clear IP ownership. We also have experience in building custom AI tools that act as a reliable AI dance tutor, with clear scores, per-joint tips, and style-aware checks
The Solution
When a student records their practice session, the Moveally AI dance app processes the video through a multi-stage analysis pipeline. YOLO detects and isolates the dancer in the frame. MediaPipe extracts skeletal keypoints for every joint. OpenCV handles frame processing and timing. The AI server then compares the student’s time-series joint data against the instructor’s pre-computed reference keypoints, applies L2 normalization to remove scale and position bias, and generates a similarity score with per-joint coaching tips.
The result is delivered back to the student as a clear, actionable AI dance tutor response, not a generic score, but specific guidance on which joints to correct and how.
Rule-based coaching messages mapped to specific joint errors and movement patterns, acts as a reliable AI dance tutor for every style
MediaPipe skeletal keypoint extraction + time-series comparison across joints to compute similarity scores
Per-style thresholds and joint weighting for Ballet, two-step, hip hop, and custom dance styles.
Per-style thresholds and joint weighting for Ballet, two-step, hip hop, and custom dance styles.
Batch review queue, student score breakdown, note fields
Trend lines, completion states, and accuracy scores per move and per routine give clear visibility into online dance training progress
Give your learners instant corrections, clear scores, and structured progress tracking. We build AI dance tutor systems that make online dance training engaging, measurable, and easy to scale.
We rolled out the Moveally AI dance app in four clear phases, with a tight feedback loop between Tezeract and ACK Technologies at every stage.
01
Validated the core AI dance tutor pipeline on sample Ballet, two-step, and hip hop clips. Tested pose accuracy across common webcams and phones. Confirmed similarity scoring stability across varied lighting and home environments.
Key milestone: POC passed on core styles. Pose detection accuracy confirmed across target devices.
02
Built the student web app with upload, capture, scoring, and basic feedback. Deployed the AI server with the full analysis pipeline. Ran a pilot with a small cohort of home learners across devices.
Key milestone: MVP live to pilot. First real student recordings processed and scored by the AI dance app.
03
Built the instructor console for batch review, per-student score breakdown, note fields, and personalized response video rendering. Integrated progress dashboards for students and instructors.
Key milestone: Instructor console in place. Dance teacher workload management tools live and tested.
04
Added monitoring, caching, and content workflows to support growing student volumes. Optimized async processing for low-latency feedback on typical home networks. Finalized style-aware checks for all supported dance styles.
Key milestone: Beta at scale with content workflows. Platform ready for paid growth and new style onboarding.
Real-time video processing with low latency on typical home networks
Feedback accuracy and clarity for beginners who had never used a scoring app
Noisy inputs from varied home environments (lighting, camera angle, background clutter)
Instructor adoption of the new console workflow
Adapting AI scoring to different dance styles with distinct movement rules
Async processing and progressive feedback delivery, student receives first tip within seconds of upload, full analysis follows
Clear, short coaching tips mapped to specific joints and moves, paired with example clips, no technical jargon
Smoothing, L2 normalization, and lighting checks applied at the preprocessing stage to stabilize keypoint extraction
In-app walkthroughs, quick-start guides, and a simple rubric for instructors
Style-aware checks with per-style thresholds and joint weighting. Ballet scoring logic is separate from hip hop scoring logic
The Moveally AI dance app moved manual review to automated, reference-based scoring. Instructors upload one master video. Students record at home. The AI dance tutor compares both and gives clear tips per joint and move. Instructors add a short, personalized response or a follow-up video when needed.
This raised completion rates and kept learners engaged across the platform.
Of student performance analysis and feedback fully automated
Improvement in student learning outcomes, measured by accuracy scores and lesson completion rates
Reduction in instructor time spent on repeat corrections and admin
Before Moveally, dance students learning online had no way to know if their posture was correct, their timing was off, or their form needed work. Instructors had no tools to monitor progress between live sessions.
That gap is closed.
1
2
Understand exactly what to correct before the next session
3
Progress through choreography at their own pace with AI guidance
4
Build technique consistently, not just during live classes
1
Monitor student submissions and performance without reviewing every video manually
2
Identify which students need extra attention before the next class
3
Spend live session time on creative direction, not basic corrections
4
Manage a larger student base without increasing personal workload
1
Offer structured online training without being limited by physical space or geography
2
Retain students longer through visible, measurable progress
3
Scale enrollment without hiring additional instructors for every new cohort
4
Build a reputation for quality online dance education backed by real results
If your instructors are spending hours reviewing videos and students still lack clear feedback, it is time to rethink your model. We help you build an AI dance app with pose detection, similarity scoring, and real-time feedback so your platform can grow without increasing instructor workload.
Tech stack used AI-based app case study?
01
Learn in a virtual dance academy with pre-recorded classes from top instructors. The AI dance app removes travel and scheduling conflicts, making expert online dance training accessible to home learners worldwide.
02
The AI dance app compares your moves to the instructor video and acts as a real-time dance correction app. It runs on an AI dance feedback platform that gives clear similarity scores even with home dance practice difficulties and typical virtual dance class issues.
03
Get simple, targeted advice from an AI dance tutor and a human dance coach. This reduces dance teacher workload management and improves student retention by showing progress in plain scores and weekly goals.
04
One master video supports many students. Less manual review and fewer repeat sessions for instructors.
01
Real-time scores and simple tips raise engagement and reduce drop off. Better visibility improves student retention in dance studios.
02
Automation cuts repetitive corrections and admin. Teams reallocate time to new content and growth.
03
Learn at home on your own time. No travel, fewer live call dependencies, fewer scheduling conflicts.
04
The AI dance app compares to the reference video and removes guesswork. This reduces online dance learning challenges and keeps goals clear.
05
Works across styles and devices with room to add LMS links if needed. This supports scale without adding operational risk, as shown in this AI dance app case study.
06
Moveally shows what’s possible when AI is built around your specific learning model, not retrofitted from a generic tool. If you’re running a dance studio, fitness platform, or any movement-based learning product and want to reduce instructor workload, improve student retention, and scale your online dance training without scaling your team, let’s talk.
Your questions answered here
Most studios track learner progress speed, session completion, and retention. In pilots we set a baseline and aim for faster choreography mastery, higher weekly practice time, and lower churn. A typical 8 to 12 week pilot targets a lift in tracked metrics, for example a reduction in repeat errors, an increase in completed lessons, and better attendance for live sessions once learners see progress. Instructors report fewer manual corrections and more time for creative work. Studio owners track lower support tickets and leaner operations tied to scheduling and reporting.
The system reads body keypoints from video and compares motion against reference moves. It flags timing, angle, and sequence errors. We tune sensitivity by style and level to avoid noise. Accuracy depends on lighting, camera placement, and device capability. In practice, the goal is consistent guidance that reduces repeat mistakes, not perfect judging. We pair automated corrections with short human reviews for edge cases. This balance cuts teacher workload while keeping quality high.
Yes. The tutor suggests warmups, step difficulty, and rest intervals based on recent strain and session duration. It flags risky ranges for knees and back and recommends form checks. Home learners get a safer path with guided pacing, which reduces frustration and supports steady gains. Studios receive alert trends to refine content.
Recommendations use three inputs. First, learner skill gaps based on corrected errors. Second, engagement signals such as watch time and replays. Third, instructor goals for each course. The engine proposes the next lesson, a drill, or a slower tempo track. Leaders can set rules for business goals such as promoting new styles. This improves practice consistency and reduces time spent choosing what to learn next.
We log error types, correction acceptance, tempo control, and completion of drills. Progress is shown as a simple score per move and per routine. Learners see small wins each week. Instructors can compare cohorts and update lesson design. Studios tie these metrics to retention goals and offers for re-engagement.
Multi-location studios use it to extend reach without new venues. Smaller schools add advanced styles taught by guest pros. Companies run group wellness tracks for employees with set schedules and reports. These use cases raise attendance by removing travel and scheduling barriers and by showing clear progress.
We integrate with video libraries and bring in metadata like level and style. The system reads previous completions and proposes an updated path. Learners can remain on the current platform for playback while the tutor layer adds feedback and metrics. This reduces change management and keeps your existing content valuable.
Short feedback loops and weekly targets keep attention high. The app celebrates small wins, suggests the next drill, and recommends content that matches recent progress. Group challenges and light leaderboards add social energy without pressure. This helps shy learners stay active and reduces drop-offs.
We help businesses by automating their processes and developing customized end-to-end AI solutions that deliver proven ROI.