llm-kb
← Back to products
Productlaunched

RAG assistant for Insurellm insurance company knowledge base

A retrieval-augmented generation (RAG) assistant for Insurellm, a fictional insurance technology company. Employees can ask natural-language questions and get answers grounded in the company's own knowledge base — products, contracts, and employee records. The project includes a basic RAG pipeline and a more advanced version.

Visit project ↗
1 engagement·1 source·Sat, Jul 11, 2026, 06:55 AM
The assistant uses RAG to retrieve relevant documents from the company's knowledge base and generate answers using an LLM. It is designed for employees to query internal information. The tech stack is not explicitly stated but likely includes a vector database and an LLM. The GitHub repository has 1 star and no other traction signals.

Entities

Insurellm(company)MdSalahuddin008(person)

Related

ProductSun, Jul 12, 2026, 01:34 AM

Billy Bassistant AI Fish: AI assistant with local file knowledge and status LED

Billy Bassistant AI Fish is a voice-enabled AI assistant that can be fed custom PDF, Excel, or text files organized into topic-specific folders. It uses LLMs to process these local files and answer questions based on them, and optionally shows a status LED indicator. It solves the problem of having a physical AI assistant that can access and reason over personal documents.

3 engagement·1 source·reddit
ProductSat, Jul 11, 2026, 09:27 AM

PortLume AI: career-long agent that diagnoses interview failures and builds your profile

PortLume AI is an AI agent that accompanies users throughout their career, not just during job searches. It builds a detailed profile over time, documents experience, and after an interview, analyzes what went wrong stage-by-stage, providing actionable fixes. It uses LLMs to understand user input and generate personalized feedback.

6 engagement·2 sources·reddit
CommunitySat, Jul 11, 2026, 05:12 PM

Harness engineer reports easy creation of complex AI agents for multi-step automation

A harness engineer on Reddit describes how they can now create agents in hours that automate long, multi-step workflows, including generating an AI video series where each character is sourced from five different models. The post highlights the growing accessibility of agentic AI for practical automation.

10 engagement·1 source·reddit
CommunitySat, Jul 11, 2026, 06:20 PM

Startup founder surveys community on paid AI agent use cases

A startup founder asked the community which AI agents they pay for, what specific problems they solve, and whether they save time or money. The post seeks genuine value insights beyond hype, targeting real-world use cases.

8 engagement·1 source·reddit
ProductSat, Jul 11, 2026, 11:03 AM

AI agent that executes business tasks like research, pricing, outreach, and launch planning

An AI agent that goes beyond chat to autonomously execute business tasks such as competitor research, pricing analysis, customer discovery, outreach drafting, and launch planning. It uses LLMs to understand tasks and take action, solving the problem of actually doing the work rather than just getting advice. Targeted at entrepreneurs and side project builders.

1 engagement·1 source·reddit