Services
Generative AI & LLM Solutions
Build GenAI assistants and systems connected to real enterprise knowledge and processes.
The business challenge
A conversational interface alone does not make AI reliable. Lumera connects knowledge, retrieval, tools, guardrails, and evaluation.
What Lumera delivers
- Assistants grounded in authorized enterprise sources.
- Explicit evaluation of response quality and safety.
- Controlled integrations with existing tools and processes.
Core capabilities
- RAG, knowledge search, and document Q&A
- Summarization, extraction, and natural-language interfaces
- Multilingual AI, LLM evaluation, and guardrails
- Business data and tool integration
Example use cases
- HR or internal policy knowledge assistant
- Technical support and enterprise knowledge search
- Document intelligence
- Natural-language analytics
Technologies we work with
OpenAI APIs
pgvector- PostgreSQL
Python
LangChain
LlamaIndex
Delivery approach and architecture
- 01Enterprise knowledge
- 02Ingestion
- 03Chunking / indexing
- 04Retrieval
- 05LLM
- 06Guardrails
- 07Validated response
Engineering practices
- Response, source, and regression evaluation
- Prompt, model, and configuration versioning
- Access boundaries, output validation, and human review
Security and production readiness
- Prompt injection mitigation, sensitive-information controls, and retrieval access control.
- Tool boundaries, logging, evaluation, rate limiting, and human review.
- Abuse testing, input and output filtering, and validation before action.