Completed

Qiri

Qiri AI is an AI Knowledge Twin platform built on Next.js — allowing professionals to create AI-powered knowledge bases that answer questions in their voice, built with OpenAI and Claude RAG architecture, Supabase backend, and multi-tenant knowledge isolation.

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Overview

Project Overview

Qiri AI is a platform enabling experts and teams to create AI Knowledge Twins — AI representations of their expertise that answer questions in their voice. The platform makes expert knowledge accessible at scale without requiring the expert to be personally available for every query.

The project required a full-stack Next.js SaaS application with RAG-based document ingestion, multi-model AI integration (OpenAI and Claude), a conversational interface, subscription management, and a knowledge base management dashboard.

The completed Qiri AI platform is one of our most sophisticated AI product builds — combining document-grounded RAG with conversational AI in a production SaaS architecture.

Key Details

Project Information

An overview of the industry, core services, platform integrations, and technology stack powering this solution.

01 INDUSTRY

Business Domain

Artificial Intelligence
02 SERVICES

Services Rendered

Frontend Development Backend & API Development Web Development AI Development Product / POC Development SEO
03 PLATFORM

Core Platforms

Not Specified
04 TECH STACK

Core Technologies

Tailwind CSS NodeJS REST API Integration
Client Obstacles

Key Challenges

Solving key business challenges to deliver a reliable, user-friendly, and high-performing digital solution.

1

RAG Knowledge Base Pipeline

Grounding responses in the expert's actual content required a complete RAG pipeline: document ingestion, chunking, embedding generation, pgvector storage, and similarity retrieval per query.

2

Multi-Model AI Routing

Different query types perform better with different models, so we built a routing layer directing queries to GPT-4o or Claude based on query type, context length, and quality requirements.

3

Expert Voice Calibration

A knowledge twin must respond in the expert's communication style, so we built a voice calibration system using examples of their writing to condition AI response style.

4

Knowledge Management Dashboard

Experts needed an intuitive interface to upload documents, test responses, and update their twin's knowledge, so we built a full knowledge management dashboard.

5

Multi-Tenant Knowledge Isolation

Each expert's knowledge base must be completely isolated, so we implemented Supabase Row Level Security with Pinecone namespace isolation for complete data separation.

6

Conversation Context Management

Multi-turn conversations require maintaining context without excessive token costs, so we implemented rolling window compression for coherence at predictable API costs.

The Way We Work

We combine innovation, expertise, and collaboration to deliver tailored solutions that help businesses achieve their goals. Our structured approach ensures quality, transparency, and measurable results at every stage.

Step 01

Discover

Understand your business needs, goals, and challenges.

Step 02

Plan

Create a customized strategy and project roadmap.

Step 03

Design

Develop user-focused and innovative solution concepts.

Step 04

Build

Implement and develop the solution using best practices.

Step 05

Test

Ensure quality, performance, and reliability through rigorous testing.

Step 06

Deploy

Launch the solution smoothly and efficiently. Test, validate, and go live with confidence. Deliver a stable user experience.

Step 07

Maintain

Provide ongoing maintenance, optimization, and growth support.

Project Highlights

Key Features

An overview of the advanced features and components integrated into this digital solution.

RAG Knowledge Pipeline

Document ingestion, chunking, OpenAI embedding, and pgvector storage — grounding every Knowledge Twin response in the expert's actual content.

Multi-Model AI Routing

Intelligent routing between GPT-4o and Claude — optimising response quality and cost across different interaction patterns.

Expert Voice Calibration

Style conditioning using examples of the expert's writing — ensuring the knowledge twin responds as the expert would.

Knowledge Management Dashboard

Expert-facing interface for document upload, knowledge review, response testing, and knowledge base versioning.

Multi-Tenant Isolation

Supabase RLS and Pinecone namespace isolation ensuring complete separation between expert knowledge bases.

Context-Managed Conversations

Rolling window conversation context maintaining coherence across multi-turn interactions at predictable API costs.

Our Technology
Stack

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Industry Sector

IT services for your sector

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Our Services

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Frontend Development

Pixel-perfect, responsive interfaces built with React, Next.js, and TypeScript. Fast load times, smooth interactions, and…

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Backend & API Development

Robust backend systems and REST APIs built to scale. Node.js, PHP, PostgreSQL, MySQL — clean…

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Web Development

Full-stack websites and web apps built from scratch — no templates, no shortcuts. WordPress, Next.js,…

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AI Development

ChatGPT, Claude, and LLaMA integrated into real products. Intelligent chatbots, automated workflows, content generation, scoring…

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Product / POC Development

From idea to working product in weeks. We scope, architect, and build your MVP or…

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Cloud & DevOps

End-to-end deployment on AWS, Azure, and VPS. Docker, Nginx, CI/CD pipelines, CloudFront CDN, and SSL…

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Clients Testimonials

Excellence Reflected
Through Our Clients

What Our Clients Say About Us

Our clients' success is our greatest achievement. Read genuine feedback from businesses that trust Akshar Soft Solutions for innovative IT services and reliable digital solutions.

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Adam Harris

CEO
Coursemate

"Working with Aksharsoft Solutions has been a great experience. Impressive skills, professionalism and a genuine commitment to getting the job done right. They have a remarkable ability to take a complex idea and turn it into a reality. It's rare to find a team that works this quickly and effectively while still making you feel completely in the loop. I can't recommend them highly enough, in fact, I work with Aksharsoft on many continual projects and they always have a solution to my problems. If you're looking for a web development team that treats your project like their own and consistently delivers top-notch results, look no further."

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sfeer aande muur

CEO
sfeeraandemuur

“Malay is a highly skilled web developer. He has been involved in our platform from the beginning and is part of our success. He works fast and is very clear in his communication. We continue to work with Malay and are very satisfied.”

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Jamie Cox

CO-FOUNDER & CEO
CNC Group

“We have worked with many web developers in our time but we have never worked with a web designer who is as efficient, intelligent and able to deliver exactly what we ask for within an incredible time-frame as Malay." "Malay has developed more than one website for us, the main website he developed exceeded our expectations and does more than we ever thought imaginable, if we’ve ever had an issue Malay has been able to resolve it incredibly quick for us, I would recommend Malay to anyone and will continue to do so.”

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Nico Huck

“I started Working with Malay since 2018. He is the most reliable developer I ever met. He is honest and he made a lot of project work really fast. I also worked with him with bigger development team. He has also project management skills as well. He also has a deep understanding in the project workflow and can imagine in business models, thats why I appreciate to work with him close with the clients. Without him, my business were not able to grow such fast.”

Google
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ESSENTH

“Malay has a deep knowledge of the computer world and its languages. He is one of those people who has a perfect balance between ability and commitment, managing to design creative and successful customizations. His patience and dedication to his work convert him into an ally of any project. We are pleased to have met him on this journey ...”

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Mikkel Grønne

“Akshar Soft Solutions is the team you want to work with – honest, reliable and hard-working. They treat your project like it’s their own and they treat their clients like family. It has been a true pleasure working with Akshar Soft Solutions to scale my business and I look forward to many more prosperous years.”

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