Limeglass ResearchGenie AI Chat – Research Optimised AI Chat Component

Provides Extractive and/or Generative AI answers

The issues with AI chatbots when using financial research content

Emerging GenAI technologies have the potential to unlock investment research in new and powerful ways, but the potential misleading answers and hallucinations with investment research content has caused anxiety across publishers worldwide.

  • LLMs can only work with the research content that is identified in relation to the question
  • It’s not currently possible to upload your research corpus directly into a Large Language Model (LLM) & expect a good result
  • AI chatbots rely on a process called ‘Retrieval Augmented Generation’ (RAG) to search your research corpus & provide relevant extracts for the LLM to work on the answer
  • The quality of the answers drops, & the risk of hallucination increases as the quality of the retrieval drops
  • Search engines are not optimised for time, so recency issues plague chatbot answers

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 retains the all-important feedback loop.

To ensure effective results you need a highly tuned retrieval process and supporting technologies to maximise the use of the research content whilst maintaining the attribution to the original authoritative source.

ResearchGenie AI Chat offers this solution as a Web component that can easily be plugged into your own website/portal or used in third-party chat frameworks such as Microsoft Teams.

Improve the quality of the answers from your chatbot with ResearchGenie AI Chat

At Limeglass, we specialise in investment research discovery technology, and we understand that the importance of high quality, relevant, up-to-date answers and seamless access to the original authoritative source content.

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 of research.

The chatbot provides a powerful tool allowing your clients and sales team to unlock and maximise the breadth of your research coverage resulting in strong ‘Trusted Advisor’ relationships.

  • Extractive and/or Generative AI answers
  • Extractive results answer the question using the analyst’s own text, providing link backs to the original document & the author
  • Generative results become more accurate as the retrieval is using Fusion Search for AI which minimises false positives & false negatives
  • Questions & answers can be multi-lingual

ResearchGenie AI Chat is an out of the box component that can be added to a web page or used in third-party chat frameworks such as Microsoft Teams.

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:

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