Welcome to Associative. We are a Pune-based software development firm dedicated to transforming visionary ideas into scalable digital realities. In the rapidly evolving world of Artificial Intelligence, building a model is only half the battle; deploying, monitoring, and maintaining it effectively is where real value is generated.
As a dedicated team of innovators and problem-solvers established in 2021, we specialize in MLOps consulting & implementation. We bridge the critical gap between data science and operations, ensuring your machine learning models are robust, scalable, and integrated seamlessly into your business processes.
Why MLOps Matters
Machine Learning Operations (MLOps) unifies ML system development (Dev) and business operations (Ops). Without robust MLOps, valuable AI models often remain stuck in the prototype phase. Our mission is to operationalize your data, allowing you to iterate faster and deploy with confidence.
Our MLOps Capabilities
Leveraging our deep expertise in both Artificial Intelligence and Cloud/DevOps, we provide a comprehensive suite of services designed to streamline your ML lifecycle.
1. End-to-End Model Deployment We move your models out of notebooks and into production.
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Containerization: utilizing Docker to create reproducible environments for your models.
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Orchestration: deploying scalable clusters using Kubernetes to handle fluctuating inference loads.
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Cloud Integration: expert management of AWS, Google Cloud, and Azure environments to host your AI solutions.
2. Automated CI/CD Pipelines for Machine Learning Just as we do for traditional software, we implement Continuous Integration and Continuous Deployment pipelines specifically for ML.
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Tools: Utilizing Jenkins and Terraform to automate testing and deployment workflows.
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Version Control: Ensuring code, data, and model lineage are tracked and managed efficiently.
3. Advanced AI & ML Infrastructure Our team utilizes a massive landscape of technologies to ensure the right tool is used for every job.
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Core Frameworks: We work with the Python ecosystem (TensorFlow, PyTorch, Scikit-learn) and Java libraries (Deeplearning4j).
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Generative AI Support: Specialized infrastructure for Large Language Models (LLMs) using frameworks like LangChain, Ollama, and Keras.
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Computer Vision: Deployment of image analysis systems using OpenCV and custom 3D data processing.
Why Choose Associative for MLOps?
Transparent & Compliant We operate with unyielding transparency. Associative is formally registered with the Registrar of Firms (ROF), Pune. We believe in open communication and honesty.
Intellectual Property Protection Your data and models are your most valuable assets.
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100% Ownership: Upon project completion and final payment, you receive full ownership of the source code and IP. We retain no rights to your work.
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Strict Confidentiality: We adhere to rigorous NDAs and do not maintain a public portfolio to protect your intellectual property.
Flexible Engagement Models We understand that MLOps needs can vary.
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Time-and-Materials: We operate strictly on a time-and-materials basis, ensuring you only pay for the work performed.
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Flexible Hours: Variable engagement models ranging from a minimum of 3 hours to a maximum of 9 hours per day.
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Transparent Billing: Invoices submitted daily, weekly, or on a milestone basis.
Innovation at Our Core: NexusReal
We practice what we preach. Our flagship R&D project, NexusReal, bridges digital intelligence and physical reality using advanced AI Avatars and Neural Radiance Fields (NeRFs). This experience in building complex, real-time AI systems directly informs our consulting approach for your projects.
Validated Expertise
We are proud to be an Adobe Bronze Solution Partner and an Official Reseller Partner of Strapi, validating our technical excellence and commitment to quality.
Contact Us
Ready to streamline your AI operations? Let’s discuss your MLOps strategy today.
Associative Address: Khandve Complex, Yojana Nagar, Lohegaon – Wagholi Road, Lohegaon, Pune, Maharashtra, India – 411047 Phone/WhatsApp: +91 9028850524 Email: info@associative.in Website: https://associative.in
Office Hours: 10:00 AM to 8:00 PM (Monday through Saturday)

