Limeglass ResearchGenie AI Chat – Research Optimised AI Chat Component
Provides Extractive and/or Generative AI answers
GenAI Challenges in Financial Market Research
Emerging GenAI technologies have the potential to revolutionise investment research, but the risk of misleading answers and hallucinations has caused anxiety among publishers worldwide.
Limitations of Large Language Models (LLMs)
- LLMs can only work with research content identified in relation to the question
- Directly uploading your research corpus into an LLM does not guarantee good results
Retrieval Augmented Generation (RAG)
- AI chatbots use RAG to search your research corpus & provide relevant extracts for the LLM to generate answers
- The quality of answers drops & the risk of hallucination increases as the quality of retrieval decreases
Challenges with Search Engines
- Search engines are not optimised for time, leading to recency issues in chatbot answers
- Results are sensitive to noise, information loss, missing context and lack of domain knowledge
ResearchGenie AI Chat Solution
Increasing the quality of retrieval and providing the author’s actual sentences alongside the generative answer in an ‘Extractive’ way allows for fact-checking with the source content and maintains the feedback loop.
To ensure effective results, you need a highly tuned retrieval process and supporting technologies to maximise the use of research content while maintaining attribution to the original authoritative source.
ResearchGenie AI Chat – GenAI for Research
ResearchGenie AI Chat is a chatbot designed for investment research that can be embedded as a web component or used in third-party chat frameworks such as Microsoft Teams.
ResearchGenie AI Chat harnesses the power of Fusion Search for AI to ensure answers are based on the most relevant, authoritative, and recent research publications from your corpus.
At Limeglass, we specialise in investment research discovery technology. We understand the importance of providing high-quality, relevant, and up-to-date answers, along with seamless access to the original authoritative source content.
AI Chat designed for Investment Research
- Optimised research context retrieval underpinned by Fusion Search for AI
- Financial market expertise leveraged from Limeglass’s extensive Knowledge Graph
- Answers directly cite & link to the original authoritative content
Extractive and Generative AI Answers
- Extractive Results: Answer questions using the analyst’s own text, providing links back to the original document and the author
- Generative Results: Become more accurate as retrieval uses Fusion Search for AI, minimising false positives & false negatives
Easy to integrate
- Add to a web page or portal as an out-of-the-box web component
- Use in third-party chat frameworks such as Microsoft Teams
Multi-Lingual Support
- Questions & answers can be provided in multiple languages
ResearchGenie AI Chat is a powerful tool allowing your clients and sales team to unlock the breadth of your research coverage, resulting in strong ‘Trusted Advisor’ relationships.
Get in touch to book a demo or find out more
If you would like to speak with the team or book a demo to see how our technology can empower your team, please get in touch using the form below: