Development

Custom LLM Fine-Tuning Services & Generative AI Solutions

Welcome to Associative, a premier software development firm headquartered in Pune, Maharashtra, India. Since our establishment in 2021, we have dedicated ourselves to transforming visionary ideas into scalable digital realities.

In the rapidly evolving world of Artificial Intelligence, off-the-shelf models often fail to capture the nuance of specific industry domains. Associative provides custom LLM fine-tuning services designed to bridge the gap between generic AI capabilities and your unique business requirements.

We operate with unyielding transparency and are formally registered with the Registrar of Firms (ROF), Pune. Our mission is to guide businesses through the complexities of Generative AI with a focus on data security, technical precision, and clear communication.

Why Choose Custom LLM Fine-Tuning?

Generic models are trained on the public internet. Your business needs a model trained on your reality. Our custom LLM fine-tuning services allow you to:

Enhance Accuracy: Adapt models to understand industry-specific jargon, legal terminology, or internal coding standards.
Improve Efficiency: Reduce token usage and latency by training smaller, efficient models to perform specific tasks better than massive generalist models.
Secure Data: Host and run fine-tuned models within your own secure cloud environment, ensuring no data leakage to public API providers.

Our AI & Machine Learning Expertise

Associative offers a comprehensive "one-stop-shop" for AI innovation. We move beyond simple API wrapping to deep model optimization.

Core Technologies

We utilize the robust Python ecosystem to execute precise fine-tuning workflows:

Frameworks: TensorFlow, PyTorch, Scikit-learn, and Keras.
LLM Tools: LangChain and Ollama for orchestration and local model management.
Deep Learning: Java libraries like Deeplearning4j for enterprise integration.

Infrastructure & Deployment

Fine-tuning requires robust infrastructure. Our team manages the full pipeline:

Cloud Computing: Expert management of GPU-intensive workloads on AWS, Google Cloud, and Azure.
Containerization: utilizing Docker and Kubernetes for scalable model deployment.
Databases: Proficiency in SQL (PostgreSQL, Oracle) and NoSQL (MongoDB, Redis) for managing training datasets.

R&D Leadership: NexusReal

Our capabilities in custom LLM fine-tuning services are backed by our flagship R&D project, NexusReal: Intelligence Fused Reality. This platform demonstrates our ability to merge digital intelligence with complex outputs, featuring:

Real-time communication via optimized LLMs.
Interactive AI Avatars with lip-syncing.
Advanced Neural Radiance Fields (NeRFs) and Gaussian Splatting.

Data Privacy & Intellectual Property

When fine-tuning models with proprietary data, confidentiality is paramount. Associative is built on a foundation of trust.

100% Ownership: You own the fine-tuned model weights, the source code, and the IP. We retain no rights to your work.
Strict Confidentiality: We adhere to rigorous Non-Disclosure Agreements (NDAs).
No Public Portfolio: We do not share client projects or datasets to build our portfolio. Your competitive advantage remains yours.

Engagement Model

We offer flexible, transparent engagement models suited for the experimental and iterative nature of AI development.

Time & Materials: We operate strictly on a time-and-materials basis. You only pay for the work performed.
Flexible Hours: Engagement ranges from a minimum of 3 hours to a maximum of 9 hours per day (Mon-Sat).
No Fixed Bids: Due to the dynamic nature of custom LLM fine-tuning services, we provide general time estimates based on experience rather than fixed-bid contracts.

Strategic Partnerships

Our technical validation extends across the industry:

Adobe Bronze Solution Partner
Official Reseller Partner of Strapi

Contact Us

Ready to refine your AI strategy? Contact Associative today to discuss your custom LLM fine-tuning services requirements.

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.inOffice Hours: 10:00 AM to 8:00 PM IST