LARGE LANGUAGE MODEL SOLUTIONS

LLM Development Services for Intelligent Applications

Build applications powered by large language models (LLMs) to help users interact with information, generate content, and complete language-intensive tasks. Octavia develops tailored LLM solutions that align with your business workflows, data requirements, integrations, and application goals.

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LLM Development Overview
CUSTOM LANGUAGE MODEL SOLUTIONS

Large Language Models Adapted to Your Business Needs

Large language models can support conversational interfaces, text analysis, summarisation, content generation, and information extraction. Turning these capabilities into a useful business application requires careful decisions about model selection, context, data access, evaluation, and integration.

Octavia helps businesses design and develop LLM-powered applications around specific use cases. Depending on your requirements, this may involve integrating existing foundation models, adapting model behaviour, connecting approved business knowledge sources, or building custom application logic around language-model capabilities. Connected with our RAG development services and AI agent development, we deliver cohesive intelligence across your enterprise.

We assess performance requirements, operational costs, output quality, and data-handling considerations to help determine a suitable implementation approach.

  • Custom LLM Application Development
  • Foundation Model Selection
  • Prompt and Context Engineering
  • Model API Integration
  • LLM Output Evaluation
  • Business Data Connectivity
OUR LLM DEVELOPMENT CAPABILITIES

LLM Solutions Designed for Specific Use Cases

We develop language-model applications that connect model capabilities with relevant data, business rules, and user workflows.
Custom LLM Application Development
Build applications that use large language models for conversational experiences, text processing, knowledge assistance, and other defined business tasks.
LLM API Integration
Integrate suitable hosted or third-party language models into websites, internal tools, customer platforms, and existing applications.
Prompt and Context Engineering
Design and evaluate instructions, context structures, and prompt strategies to improve the relevance and consistency of model responses.
LLM Fine-Tuning Assessment
Evaluate whether fine-tuning is appropriate for your use case, and plan suitable data preparation and model adaptation where supported.
Knowledge-Connected LLM Applications
Connect language models with approved business documents and information sources through suitable retrieval approaches.
LLM Testing and Evaluation
Assess response quality, task performance, latency, cost, and failure cases against defined requirements.
BUSINESS VALUE

What LLM Development Can Bring to Your Business

Well-designed LLM applications can help teams work with text, access information, and introduce language-based functionality into existing digital products.
More Natural User Interactions

Provide conversational interfaces that allow users to interact with applications using everyday language.

Improved Information Processing

Support tasks such as summarising documents, classifying text, and extracting relevant information.

Context-Aware Assistance

Use appropriate instructions and approved information sources to make responses more relevant to the task.

Flexible Model Choices

Evaluate available models according to capability, cost, latency, deployment options, and data requirements.

Integration With Existing Applications

Add language-model functionality to supported business systems and digital products.

Measurable Solution Evaluation

Use defined test cases and quality criteria to assess whether the application meets its intended purpose.

BUILD WITH LANGUAGE MODELS

Planning an LLM-Powered Application?

Let's explore your use case, evaluate suitable model options, and define an implementation approach around your data, workflows, and technical requirements.

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OUR DEVELOPMENT APPROACH

LLM Development With Context, Evaluation, and Control

Choosing a language model is only one part of developing an effective LLM application. The quality of the overall solution also depends on context, instructions, data access, integration design, evaluation, and how the application handles uncertain or incorrect responses.

Octavia follows a use-case-led approach to model selection and application architecture. We evaluate whether prompt engineering, retrieval-augmented generation (RAG), fine-tuning, or a combination of techniques is appropriate for your requirements.

We also consider data permissions, response validation, human review, operational costs, and ongoing evaluation to help build an application that fits its intended use.

  • Use-Case-Based Model Selection
  • Prompt and Context Design
  • RAG and Data Integration Planning
  • Fine-Tuning Feasibility Assessment
  • Quality and Performance Testing
  • Cost and Maintenance Considerations
Why Choose Octavia for LLM Development
FREQUENTLY ASKED QUESTIONS

LLM Development: Your Questions Answered

Ans: We assess your use case, data, and application requirements, then design an LLM-powered solution using suitable models, integrations, and evaluation methods.
Ans: LLM development focuses on applications built around large language models, while generative AI is a broader category that also includes image, audio, video, and other content generation technologies.
Ans: Not always. An existing model with suitable prompts, retrieval, and integrations may be sufficient. We assess whether fine-tuning or other customisation is justified by your requirements.
Ans: Yes. A solution can retrieve relevant information from approved company sources and provide it as context to the model, subject to suitable access controls and data handling.
Ans: Costs depend on application complexity, model usage, integrations, data preparation, hosting, and testing. Octavia can estimate the scope after discussing your requirements.
LLM Development FAQ Illustration Decorative Shape
LET'S BUILD YOUR LLM SOLUTION

Tell Us About Your Language Model Use Case

Share the tasks you want to support, the information your application may need, and your existing technology environment. Our team can help assess the requirements and identify a practical development approach.

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LLM ARCHITECTURE

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Share the tasks you want to support, the information your application may need, and your existing technology environment.

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