EndorsedendorsedCompleted

Law-Specific RAG Chatbot with ElasticSearch

Services Covered:

AI and Machine LearningChatbot Development
Project hero — replace with case study imagery
Industry
Industry

Information Technology

Duration
Duration

2 months

Budget
Budget

Confidential

Client Size
Start Date

1 February 2025

Team Size
Team Size

1-5 Employees

Engagement Model
Engagement Model

Onshore

Project Capability Score (PCS)

gauge meter
81/100
Strong

Project Capability Score (PCS) estimates how capable Reckonsys Tech Labs is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS


Client

Confidential

map India

Project Summary

Reckonsys developed a law-specific Agentic RAG chatbot with hybrid search powered by ElasticSearch for a software solutions company. The chatbot delivered accurate answers and met the client's expectations. The team responded promptly, delivered on time, and demonstrated strong problem-solving capability.

Key Challenges

  • Develop a Gen AI customized, law-specific chatbot solution
  • Ensure the chatbot provides accurate answers through effective retrieval and search

Project Deliverables

  • Agentic RAG-based chatbot tailored to law-specific use
  • Hybrid search functionality powered by ElasticSearch
  • Efficient retrieval of relevant information from crawled documents
  • Modular architecture enabling updates to the LLM, embeddings, vector database, and reranker

Project Solution

Reckonsys developed an Agentic RAG-based chatbot customized for legal use, implementing hybrid search powered by ElasticSearch to improve retrieval accuracy. They built the system to retrieve relevant information from crawled documents and designed a modular architecture for seamless updates to the LLM, embeddings, vector database, and reranker.

Project Outcome

  • Achieved the committed accuracy of chatbot answers
  • Delivered items on time and responded professionally

Platforms

  • AI/ML PlatformAI/ML Platform

Tech Stack

  • ElasticsearchElasticsearch

Client Endorsement

Overall Review Rating

4.75star5 out of 5 stars

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

The delivered chatbot provided accurate answers to questions, meeting the client's expectations. Reckonsys delivered items on time and responded to the client's needs promptly. The team's ability to provide the right solutions to complex problems was truly remarkable.

Paresh Mansingani

CTO

Note: This endorsement is based on publicly available client feedback from external review sources.

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