Custom LLM development services

Data Assessment and Preparation

Any successful custom LLM development project relies on the quality, accuracy, relevancy, and availability of business data. We assess the data sources, their quality, and structure to identify the suitability for model training and fine-tuning.

Here are the types of assessments we cover:

• Evaluation of data quality
• Data source and inventory identification
• Data cleaning and normalization
• Annotation and labeling assistance
• Designing the data governance framework
• Sensitive data detection

Custom LLM Development Solutions

We design, develop, and implement custom language models tailored to your specific project needs and long-term business objectives. We build custom LLM development solutions for your specific use cases in a way that delivers actionable intelligence, smart automation, and powers future operations.

Development activities include:

• Fine-tuning domain-specific data
• Selection and evaluation of the base model
• Performance and cost optimization of the model
• Instruction tuning for specific tasks
• Constant improvements based on feedback

Retrieval-Augmented Generation (RAG)

Our RAG development services combine the power of LLMs with your internal knowledge base to design accurate and updated models. As a reputed RAG development company, PSSPL offers complete development, including data ingestion, vector search, orchestration, embeddings, and guardrails that stop the model.

RAG implementation at PSSPL includes:

• Setup and optimization of vector database
• Knowledge base design and indexing
• Response generation
• Designing the retrieval strategy
• Embedding model selection and tuning
• Constant knowledge base updates

LLM Fine-Tuning and Optimization

Fine-tuning helps the pre-trained or generic models to adapt to your specific business use case and domain for improved accuracy and relevance. Our fine-tuning services largely include:

• Task-specific instruction tuning
• Supervised fine-tuning on labeled data
• Domain adaptation for industry terminology
• Latency and throughput optimization
• Model compression
• Constant monitoring and retraining

LLM Integration Services

We ensure that custom AI model development seamlessly integrates with your existing systems, applications, and workflows without disrupting business operations. The following integration capabilities of our custom LLM solutions help deliver real business value:

• API development and management
• Database and data warehouse connectivity
• Integration of enterprise systems
• Workflow automation
• Monitoring and logging setup
• Integrating cloud platform
• Integration of user interface
• AI chatbot development services

Intelligent Document Processing

At PSSPL, our experts combine custom LLMs with NLP and computer vision to automate document interpretation, extraction, and processing. Our document processing capabilities include:

• Document classification and routing
• Contract and agreement analysis
• Information extraction and structuring
• Invoice and form processing
• Compliance and audit trail generation

LLM Governance and Security

Our custom LLM development solutions have built-in governance frameworks that ensure secure, robust, compliant, and ethically aligned LLM solutions. Custom LLM development services with governance include:

• Audit logging and monitoring
• Access control and authentication
• Bias detection and mitigation
• Data encryption and privacy control
• Aligning the compliance framework
• Risk assessment and management

LLM Maintenance and Support

We ensure ongoing monitoring, maintenance, and refinement of our custom LLM development solutions for continued value-addition over time. Our support services include:

• Updating the knowledge base
• Performance monitoring
• Fixing bugs and resolving issues
• Security patches and updates
• Feature enhancement and solution updates
• User training and support