Leverage LLMs and unlock new performance frontiers

  • AI clutch
  • Data Analytics
  • AI Good firm

Imagine a future where LLMs serve as knowledgeable assistants for every employee in your organization. With a deep understanding of your business, LLMs swiftly process, analyze and utilize information in a matter of seconds in repeatable ways. Hence, empowering your workforce to innovate, optimize and reinvent. Our fine-tuning LLMs services unlock new performance frontiers, elevate employee capabilities, delight customers, introduce business models and respond to signals of change.

  • LLM consulting for strategic implementation
  • Fine-tune LLMs for optimal performance
  • Seamless LLM integration for enhanced workflows

Our large language model development services

LLM consulting services

Unlock the potential of AI foundation models with our comprehensive LLM consulting services. From designing and training sophisticated language models to formulating tailored strategies, we empower you to leverage LLMs and NLP solutions for your specific use cases. Maximize your language processing capabilities and drive innovation with our expertise.

Fine-tuning LLMs

We specialize in fine-tuning LLMs through prompt engineering, leveraging transfer learning and data optimization. Our team carefully selects pre-trained models, trains them on relevant datasets and enhances their performance. With meticulous curation and precise instructions, we ensure maximum efficacy in optimizing LLMs for specific language-related tasks and domains.

LLMOps

LLMOps offers comprehensive management of language model operations. Our skilled team ensures efficient model deployment, monitoring and optimization using prompt engineering, fine-tuning, and model distillation techniques. We leverage tools like HoneyHive and HumanLoop to deliver high-performing, safe and compliant LLMOps solutions.

LLM integration

We enable the effortless incorporation of powerful pre-trained languages models like BERT or GPT-3 into your applications. With expertise in architecture understanding, domain customization, continuous training and retraining, we ensure accurate and adaptive integration that enhances your application’s language capabilities.

LLM-powered applications

Experience the power of LLM-powered applications, revolutionizing various domains. From conversational chatbots like ChatGPT and personal assistants such as Notion AI to specialized tools like Jasper and Codium AI, our comprehensive service brings the capabilities of LLMs to enhance productivity, creativity, and efficiency in your applications.

Prompt engineering

We provide expert prompt engineering services. With a focus on maximizing autoregressive language model performance. We specialize in designing tailored prompts and selecting effective examples. Our expertise in zero-shot learning, few-shot learning, and chain-of-thought prompting ensures optimal model steerability and desired outcomes.

LLM

Use LLMs to scale and productize. It’s the secret sauce of modern business.

Our large language model fine-tuning process

Foundation model selection

Foundation model selection

Foundation model selection is critical in fine-tuning large language models (LLMs). Our AI experts consider your use cases, model size, performance, language task capabilities, training data, updates and available resources. Evaluating these aspects ensures the selection of the right foundation model. Following are a few points we consider while selecting the foundation models from proprietary models and open-source models:

  • Assess model size and performance.
  • Evaluate language task compatibility.
  • Analyze training data and model updates.
  • Consider available resources for the model.
  • Choose the most suitable foundation model for your project’s needs.

Adaptation to downstream tasks

After selecting the foundation model, we access the LLM through APIs. Working with LLM APIs is more challenging than working with traditional APIs because the input-output relationship is only sometimes clear beforehand. We need to adapt the foundation model to downstream tasks or your specific goals to get the desired output. For that, we use the following techniques:

  • Prompt engineering: We tailor input and provide desired output examples.
  • Fine-tuning: Enhance model performance through task-specific adjustments.
  • External data: Include relevant contextual information to prevent hallucinations.
  • Embeddings: Extract LLM API information for application development.
  • Alternatives: We explore instruction tuning, prompt tuning and distillation techniques.
Adaptation to downstream tasks
Evaluation

Evaluation

In classic MLOps, ML models are validated with performance metrics that indicate the model’s performance. We know that GLUE, SuperGLUE and SQuAD are some of the benchmarks for LLMs. Companies also use CommonsenseQA and StrategyQA benchmarks for reasoning evaluations. However, evaluating LLMs presents unique challenges. A/B testing is efficient in comparing models.

  • Hold-out validation set: Assess models using dedicated validation data and metrics.
  • A/B testing: Conduct experiments to compare and measure model effectiveness.
  • Tools for assessment: We use HoneyHive or HumanLoop to assess LLM quality.

Deployment and monitoring

Deploying and monitoring LLM-powered applications require diligent attention to ensure optimal performance and mitigate risks. The ever-evolving nature of LLMs necessitates staying vigilant with the following considerations:

  • Version management: Track model updates to address inappropriate content generation.
  • Continuous monitoring: Regularly monitor API changes to adapt to evolving responses.
  • Regulatory: Implement safeguards to prevent misuse and ensure regulatory compliance.
  • Monitoring tools: Leverage emerging tools like Whylabs or HumanLoop.
  • Performance optimization: Fine-tune deployment settings for efficiency and UX.
Deployment and monitoring

LLM use cases

Why choose Softweb Solutions for your large language model development needs?

Technocrats

545+

Technocrats
Clients

1020+

clients
Products

26+

Products and solutions
Projects

1630+

Projects

Why choose us

We take a comprehensive approach towards LLM consulting. We address the technical aspects of LLM and its impact on your business operations, people and processes. By gaining insights into your business challenges and goals, we fine-tune LLMs or develop customized LLM solutions that drive value and maximize ROI.

Transform your business with our LLM consulting services

Revolutionize your business with Softweb’s LLM consulting

With LLM solutions, there is no telling where your ideas will take you. Let’s spark the wave of transformation.

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