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Got questions? We got AnswersLLM™

Introducing AnswersLLM

Revolutionize your Enterprise Data with the world’s most advanced LLMs

Avaamo AnswersLLM is a cognitive search tool that allows enterprises to seamlessly integrate their content with Avaamo’s NLU to precisely answer any questions their users may have.

Improved search results across all content

We leverage LLMs to understand the context of a search query and to provide more relevant results across your enterprise content including webpages, PDFs, CSV, Excel, Word, Powerpoint, and more.

Content auto-update

Whether you make add, update, or delete any of your content, Avaamo Answers stays up to date with with your content, automatically.

Precision answers

Instead of coming back with document links as results, Avaamo Answers responds with precise answer(s) from the ingested content with references. All results are based on meaning, not keywords.

Personalization based on user profile

Avaamo Answers is aware of the user asking the queries and responds with the most suitable information after considering various metadata such as user location, team/department, and even access levels and permissions.

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Keyword based search is inexact & error-ridden

Enterprise Search Engines are keyword-based and don’t understand user queries or the document semantically. Hence, ends up with 100’s of results.

Search lacks context & follow up questions

Enterprise Search Engines treat each user query as different. It neither stores the context nor asks a follow up question to find answer.

Search lacks continuous learning

Domain experts cannot incorporate their knowledge or improve answers based on user feedback.

Search provides links, not answers

Search engines don’t give an answer but redirect users to a page — a bad user experience.

Search has limited integrations

Search doesn’t integrate to customer experience applications like Live Chat, Lead Management, Surveys, Recommendations, etc.

Search is not voice compatible

Search doesn’t lend itself to a voice based conversational experience.

AnswersLLM Capabilities

Smart Document Understanding

Quickly ingest thousands of your enterprise documents (URLs, PDFs, CSV, Excel, Word, Powerpoint, and more). Avaamo’s Deep Learning technology leverages bidirectional large language models as well as Avaamo’s proprietary domain specific models.

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Deep Learning with Expert Participation

AvaamoLLM’s models are updated in real-time based on additional/updated content as well as supervised learning and user feedback. AnswersLLM’s user-friendly tooling enables domain experts to train & fine tune answers and generated knowledge with full end-to-end visibility.

Conversational & Enterprise Ready

Integrated with Avaamo Conversational AI platform for an end-to-end voice and text experience. Dialog flows for follow-on actions based on specific topics. Bidirectional handoff with live agents. Contextualized results based on who the user is, their location, their preferences etc. and integration to other applications. Enable on secure channels and enforce authentication for access. Both in-depth of content as well as additional dialog and voice experiences .

enterprise ready

How It Works

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Natural Language Understanding

Avaamo Answers uses our proprietary NLU technology, which has been proven battle-tested and deployed at scale, with millions of users worldwide. Avaamo’s NLU engine provides a core infrastructure already known in the market for its scalability, reliability, and accuracy. In addition, it has the ability to handle many prioritized inference tasks (co-referencing, negations, time reasoning, etc.) on the incoming user query. Our NLU technology offers advanced techniques in intent matching and disambiguation. It has a superior language-understanding ability to handle wide variances in user language such as identifying “bag of words”, domain syntax, misspelled words, and short form phrases.

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Large Language Models

In addition to our proprietary NLU, Avaamo Answers leverages large language models (LLMs), like ChatGPT to achieve an unprecedented level of language understanding without human training, to retrieve relevant answers from a large corpus internal and external content, all while maintaining enterprise-level security and compliance.

Context awareness in cognitive search

User Role and Identity

Context awareness ensures relevant and precise answers. Answers™ personalizes responses based on user’s location, role, and access, giving a precise answer rather than serving up links to multiple documents that cite policies or guidelines.

Specificity: Our approach to performing QA from a large set of documents is to retrieve relevant context out of underlying documents that may contain the answer. This reduced context is input to the reading comprehension model to fetch the final answer for the user query. To retrieve context from a question, we parse the uploaded content semantically and use various models to ascertain specificity, coupled with independent n-gram scoring and fetch the answer in context, based on semantic relevance of the user query.

Improving Accuracy: Signals including identity, location, previous answers—all multiple modes of answering—are combined and ranked to provide unambiguous results. This includes boosting probabilities based on linguistic post-processing of previous response in relation to the question type. Scores at each level of all probable answer candidates are browsed to suggest likely answers based on various hard-lines and then returned with a normalized confidence score.

Multi-step reasoning in cognitive search

Multi-Step Reasoning

Avaamo Answers queries the user in a human-like manner to get clarification and narrow down the specificity before a question is answered. To handle complex queries, Avaamo Answers dynamically builds a knowledge graph around documents, support questions, and tickets to facilitate multi-step reasoning. This knowledge graph is created based on pre-built classification models to identify implicit vs. explicit relationships. Avaamo Answers’ knowledge graph is built in real time based on the content that is available, in order to answer queries with a level of specificity that is not available elsewhere in the market.

Learn about Answers™

Learn the latest on our breakthrough software Avaamo Answers™.  Make your knowledge base conversational.

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Datasheet: Avaamo Answers™



Answers™ initiates a dialog with millions of documents buried in multiple silos across the enterprise.

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Whitepaper: Avaamo Answers™



Avaamo Answers™ technology delivers unique value to developers building Question Answering (QA) systems.

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