Frequently Asked Questions

Universe Invedors is a full-stack technology company specializing in four core areas: (1) AI Development - including LLM integration, computer vision, AI agents, and intelligent automation systems; (2) VR/AR Development - VR training platforms, AR enterprise tools, digital twins, and healthcare metaverse applications; (3) Cloud Product Engineering - AWS cloud architecture, web and mobile development, API design, and DevOps automation; (4) Game Development - Unity and Unreal Engine development, multiplayer systems, and cross-platform game deployment. We deliver end-to-end solutions from architecture and design through development, deployment, and ongoing support.

Universe Invedors is headquartered in Kolkata, India. We work with clients globally across North America, Europe, Asia, and Australia. Our team operates across multiple time zones, enabling seamless collaboration with international clients. We have experience working with remote-first teams and can adapt to your preferred communication workflows and project management tools.

Universe Invedors was founded in 2019. Our founder and senior engineers bring 7+ years of production experience across AI, XR, Unity, full-stack development, and cloud engineering. We have delivered 50+ commercial games and applications, led teams of 10-14+ engineers, and shipped production systems across healthcare, industrial, government, and enterprise sectors. Our experience spans from early-stage startups to established enterprises.

We work across eight major industries: Enterprise (B2B software and internal tools), Healthcare (medical metaverse, training simulations, patient engagement), Education (VR training, educational games, learning platforms), Gaming (mobile, web, and XR games), Industrial Training (safety simulations, equipment operation, process training), Retail (AR shopping experiences, inventory management), Real Estate (3D property visualization, virtual tours), and Scientific Research (simulation platforms, data visualization, research tools). Our cross-disciplinary expertise allows us to bring best practices from one industry to another.

We work with both startups and enterprises. For startups, we offer complete product build engagements where we own the entire technical execution from concept to launch. For enterprises, we provide dedicated engineering teams that integrate with existing development processes, as well as technical partnerships for architecture guidance and specialized expertise in AI, XR, or cloud systems. We adapt our engagement model to your organization size, budget, and internal capabilities.

Our AI development services cover the full spectrum of production AI systems: Generative AI applications using LLMs (GPT, Claude, open-source models), AI agents with tool use and memory systems, computer vision pipelines for object detection and classification, recommendation engines and personalization systems, real-time AI inference on cloud and edge devices, AI-powered SaaS product engineering, and responsible AI implementation with safety and compliance considerations. We build AI that solves real business problems, not demos.

Yes, we specialize in VR training platforms across multiple industries. We have built production VR training systems for aviation security (13 training modules with AI-driven passengers), electrical field service technicians (850+ trainees certified with SOP-based task sequences), healthcare professionals, industrial equipment operators, and more. Our VR training platforms include features like AI-driven NPCs with dynamic behavior, real-time voice interaction, After Action Review with AI-generated feedback, adaptive difficulty, multiplayer team coordination, and comprehensive instructor dashboards. We can adapt our proven architecture to your specific training requirements.

Our AR development expertise includes marker-based and markerless AR applications, ARCore and ARKit native development, WebAR for browser-based experiences, computer vision for object recognition and tracking, sensor fusion for improved mobile stability, industrial AR for field operations and maintenance, AR for infrastructure planning and design, and cross-platform AR deployment. We have built production AR applications for government infrastructure planning, landscape design with automatic BoQ generation, and enterprise field operations. We evaluate multiple AR frameworks (Vuforia, AR Foundation, Zappar, WebAR) to select the best approach for your use case.

Yes, we provide comprehensive cloud product engineering services. Our AWS expertise includes cloud architecture design, infrastructure as code (CloudFormation, Terraform), CI/CD pipeline setup (GitHub Actions, AWS CodePipeline), container orchestration with ECS and Kubernetes, serverless architectures with Lambda, database design (RDS, DynamoDB, PostgreSQL), security architecture (IAM, WAF, VPC design), monitoring and observability (CloudWatch, X-Ray), and cost optimization strategies. We build cloud-native products designed for scalability, reliability, and security. We can also work with other cloud providers based on your requirements.

Our game development services cover Unity and Unreal Engine development, mobile game development for iOS and Android, WebGL and browser-based games, multiplayer and real-time networking systems, cross-platform game deployment, gameplay architecture and systems design, UI/UX implementation, monetization integration (ads, IAP, subscriptions), analytics integration, and live operations support. We have shipped 50+ commercial games across arcade, casual, puzzle, card, educational, and simulation genres. We understand the full game lifecycle from prototype through launch to ongoing live service.

Our typical process follows these phases: (1) Discovery - We understand your requirements, business goals, technical constraints, and success metrics. (2) Architecture - We design the technical architecture, select technologies, and create detailed specifications. (3) Design - For complete product builds, we create UI/UX designs and interactive prototypes. (4) Development - We build the software in iterative sprints with regular demonstrations. (5) Testing - We conduct comprehensive QA including functional testing, performance testing, and security validation. (6) Deployment - We deploy to production environments with proper infrastructure and monitoring. (7) Support - We provide post-launch support, monitoring, and iterative improvements. The exact process adapts to your engagement model and project scope.

We offer four primary engagement models: (1) Complete Product Build - End-to-end delivery from strategy through architecture, design, engineering, deployment, and release. Best for startups and new product initiatives. (2) Dedicated Engineering Team - A focused multidisciplinary team aligned with your roadmap and release schedule. Operates as an extension of your internal team. (3) Technical Partnership - Architecture guidance, technical leadership, prototyping, and production execution for companies with internal teams needing senior direction. (4) Research Collaboration - Joint exploration of AI, spatial computing, simulation, and next-generation interfaces for R&D initiatives. We can also customize engagement models based on your specific needs.

We adapt to your preferred tools and workflows. Common tools we use include Jira, Linear, GitHub Projects, Trello, or Asana for project tracking; Slack, Microsoft Teams, Discord, or email for communication; GitHub, GitLab, or Bitbucket for code repositories; Figma for design collaboration; and Google Docs, Notion, or Confluence for documentation. We provide regular updates through sprint demos, progress reports, and scheduled calls. For dedicated team engagements, we integrate directly into your existing processes. For complete product builds, we establish clear communication rhythms and reporting structures.

Project timelines vary significantly based on scope and complexity. As reference points: MVP products typically range from 3-6 months. Complete product builds often take 6-12 months. VR training platforms with multiple modules usually require 6-9 months. Enterprise system integrations typically span 3-6 months. Game development varies from 2-4 months for simple games to 6-12 months for complex multiplayer titles. During discovery, we provide detailed timeline estimates with milestones. We use agile development with iterative delivery, so you see working software early and can adjust scope based on progress and priorities.

For all our engagements, you retain full ownership of the intellectual property, code, and deliverables we create for your project. This includes source code, design assets, documentation, and any custom software developed. We use standard work-for-hire agreements that clearly establish IP ownership. For research collaborations, IP ownership terms are negotiated upfront based on the nature of the partnership and contributions from both parties. We do not claim ownership of your product or reuse your proprietary code for other clients.

Our pricing structure depends on the engagement model: (1) Complete Product Build - Typically fixed-price or milestone-based pricing with defined scope and deliverables. We provide detailed quotes after discovery. (2) Dedicated Engineering Team - Monthly retainer based on team composition and capacity. Transparent pricing with defined rates for different engineering disciplines. (3) Technical Partnership - Hourly or milestone-based depending on scope. Often structured as a monthly engagement with defined deliverables. (4) Research Collaboration - Custom pricing based on research scope, duration, and IP terms. We provide transparent pricing with no hidden fees. All costs are clearly documented in contracts before work begins.

Project costs are influenced by several factors: Scope and complexity of features, number of platforms (web, mobile, XR, desktop), integration requirements (third-party APIs, existing systems), design requirements (custom UI/UX vs. templates), performance and scalability requirements, security and compliance needs (HIPAA, SOC 2, etc.), timeline constraints (accelerated timelines may require more resources), and level of ongoing support needed. During discovery, we help you understand cost drivers and can suggest scope adjustments to align with budget. We focus on building what matters most for your business outcomes.

Payment terms vary by engagement model. For complete product builds, we typically structure payments around milestones (e.g., 30% upfront, 40% at beta, 30% at delivery). For dedicated teams, we bill monthly in arrears with standard payment terms (net-30 is common). For technical partnerships, we may use monthly billing with defined deliverables. We can discuss payment structures that work for your business while ensuring we have the cash flow to dedicate the necessary resources to your project. All payment terms are clearly documented in contracts.

Our pricing includes all agreed-upon development work, project management, code reviews, quality assurance, deployment support, and documentation. For complete product builds, it also includes architecture, design (if specified), and release support. We clarify exactly what is included in our proposals. Items that may be billed separately include third-party services (AWS costs, API subscriptions, domain registration), additional scope beyond the original agreement, expedited timeline requests, and extended support beyond the standard warranty period. We are transparent about all costs before work begins.

Our core technology stack includes: AI/ML - Python, PyTorch, TensorFlow, FastAPI, OpenAI APIs, Hugging Face models; XR/3D - Unity, Unreal Engine, Three.js, WebGL, WebXR, AR Foundation, OpenXR; Web/Mobile - React, Next.js, Flutter, Dart, Node.js; Cloud - AWS (EC2, Lambda, ECS, S3, RDS, CloudFront), Docker, Kubernetes; Databases - PostgreSQL, MongoDB, DynamoDB, Firebase; DevOps - GitHub Actions, GitLab CI, Terraform, CloudFormation. We continuously evaluate and adopt new technologies. We choose the right tools for each project rather than forcing a particular stack.

Yes, we regularly work with client-existing technology stacks. Our engineers have experience across a wide range of technologies and can adapt to your preferred tools and frameworks. We can integrate with your existing systems, databases, APIs, and infrastructure. If your current stack has limitations, we can provide recommendations for improvements while respecting your constraints and migration timelines. For dedicated team engagements, we align completely with your engineering standards and practices.

We follow software engineering best practices for code quality: Code reviews for all changes, automated testing (unit, integration, and end-to-end tests where appropriate), linting and static analysis, consistent coding standards and style guides, comprehensive documentation (code comments, API docs, architecture docs), modular architecture with clear separation of concerns, version control with Git and proper branching strategies, and continuous integration with automated builds and tests. We believe maintainable code is as important as working code for long-term success.

Yes, we offer ongoing support and maintenance services. After project delivery, we can provide: Bug fixes and issue resolution, Performance monitoring and optimization, Security updates and patches, Feature enhancements and new development, Infrastructure management and scaling, User training and documentation updates, 24/7 emergency support for critical systems. Support engagements can be structured as retainers, hourly blocks, or per-incident pricing. We recommend defining support scope and SLAs (Service Level Agreements) upfront to ensure clear expectations.

Security is embedded from the start of every project. Our security practices include: Secure architecture design following industry best practices, Authentication and authorization implementation, Data encryption at rest and in transit, Input validation and output encoding to prevent injection attacks, Regular security reviews and dependency updates, Compliance with relevant regulations (HIPAA for healthcare, GDPR for European users, etc.), Secure CI/CD pipelines with secret management, Logging and monitoring for security incident detection. For highly regulated industries, we can work with your security teams or third-party auditors to ensure compliance requirements are met.

Starting a project is simple: (1) Reach out through our contact form, email ([email protected]), or WhatsApp. (2) We schedule an initial discovery call to understand your requirements, goals, and timeline. (3) We provide a proposal with scope, timeline, and pricing. (4) Upon agreement, we kick off the project with detailed discovery and architecture planning. (5) Development begins with regular updates and demonstrations. There is no commitment required for the initial discovery call - we use it to determine if we are a good fit for your needs and to provide accurate proposals.

To make our initial discussion productive, prepare: A high-level description of what you want to build, Your business goals and success metrics, Any technical constraints or requirements (platforms, technologies, integrations), Your timeline and budget expectations, Information about your team and internal capabilities, Any existing designs, prototypes, or documentation. Don't worry if you don't have all the answers - we can help you clarify requirements during discovery. Even a rough outline is enough to start the conversation.

Yes, we are happy to sign NDAs (Non-Disclosure Agreements) before discussing sensitive project details. We understand the importance of protecting your intellectual property and confidential information. We can work with your standard NDA template or provide ours. The NDA signing process typically takes 1-2 business days. Once signed, we can have detailed discussions about your project without confidentiality concerns.

That is completely fine - we work with many clients who have rough ideas that need refinement. We offer discovery and scoping services to help define your project: Requirements gathering and user story definition, Technical architecture recommendations, Feature prioritization based on business value, ROI analysis for different features, MVP definition for phased development, Cost-benefit analysis for different approaches. We can help you go from a concept to a well-defined project with clear scope, timeline, and pricing. This scoping work can be structured as a paid engagement or included in the initial proposal depending on complexity.

Yes, we can provide references from past clients. We connect you with clients in similar industries or with similar project types when possible. References can speak to our technical capabilities, communication, project management, and overall working experience. We respect client privacy and only share references with clients who have agreed to be contacted. For certain confidential projects, we may not be able to provide direct references but can share anonymized case studies and technical achievements.