Python
Creating an immersive projection-based pool-game tracking system.
Immersive Pool Game Platform · Entertainment · Belgium
Entertainment
Belgium
~2.5 months
The numbers behind the outcome.
40%
Effort Reduction
vs. estimated baseline
800 hr
Capacity Released
Hours saved on delivery
$20,000
Cost Efficiency
Delivery cost saved
Business context
About Immersive Pool Game Platform
AI powered Immersive projection based Pool game tracking system
Immersive Pool Game Platform was a Belgium-based consumer-experience platform engagement focused on custom software engineering, platform delivery, integration, and delivery acceleration.
Full project details are available on request; client-identifying information has been anonymized under NDA.
The operating challenge
Immersive Pool Game Platform did not need generic engineering capacity. The work required dependable progress on a business-critical digital workflow, clarity on scope, sequencing against business pressure, and engineering ownership through release. In entertainment environments, the surface requirement usually hides stakeholder expectations, role permissions, reporting needs, edge cases, integrations, and the maintainability the next team will inherit.
Devlyn was brought in to reduce that ambiguity and deliver around the flows that mattered most, a senior pod accountable for outcomes, not a staffing line item.
Engagement model and delivery approach.
How We Engaged
Devlyn structured the work around a senior-led pod with milestone-driven ownership. The team first clarified the operating goal, then translated it into a release path balancing product value, technical feasibility, and speed. The documented working window was ~2.5 months, giving the engagement a practical delivery rhythm rather than a vague transformation claim.
Technical & Operational Depth
Execution combined product understanding, application engineering, workflow design, integration readiness, testing discipline, and release support. Where acceleration methods were used internally, they served as delivery leverage and engineering productivity, not novelty. Senior engineers stayed accountable for architecture, edge cases, and operational risk.
What we delivered
AI based ball detection in Pool Table
Delivered as part of the core operating capability for this engagement.
AI based cue detection in Pool Table
Delivered as part of the core operating capability for this engagement.
AI based score detection in Pool Game
Delivered as part of the core operating capability for this engagement.
Complex Architecture of integreation of projection and AI technology in phys…
Delivered as part of the core operating capability for this engagement.
Tech Stack
OpenCV
AWS
OpenAI
AI-Assisted QA
Business impact
The measurable outcome
Effort reduction
40%
vs. baseline
Estimated to actual delivery
Capacity released
800 hr
Back to roadmap
Engineering hours saved
Cost efficiency
$20,000
Delivery savings
vs. traditional staffing
Reported impact
Helped in achieveing new R&D areas, Faster decision making
Client-stated
Source material
The takeaway for Immersive Pool Game Platform
”If your roadmap has an operating problem behind it, slow workflows, weak visibility, integration pressure, or limited internal capacity. Devlyn can deploy a senior delivery team to convert the requirement into a working platform release.”
Devlyn Delivery Note · Immersive Pool Game Platform engagement
How we worked together.
Engagement Type
Dedicated Pod
Team
Senior delivery pod
Duration
~2.5 months
Geography
Client: Belgium · Devlyn: Ahmedabad, India
Timezone Overlap
Daily live overlap with client lead
Ongoing
Approved via delivery review
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