Pinecone, FAISS, and ChromaDB deployments optimised for hybrid search at scale.
We architect vector database infrastructure for production RAG systems — namespace-isolated Pinecone deployments, FAISS for high-throughput local retrieval, and ChromaDB for development and testing. Every embedding pipeline is optimised for retrieval quality using Reciprocal Rank Fusion and evaluated on RAGAS benchmarks.
Get a Custom ProposalWe select the right embedding model (OpenAI, Cohere, or open-source) based on your data type and language.
Multi-tenant namespace isolation designed in Pinecone or FAISS — no cross-client data bleed, ever.
BM25 + vector search combined with Reciprocal Rank Fusion. Recall and precision benchmarked against your data.
Embedding pipeline connected to your ingestion flow. New documents indexed automatically on arrival.
Pinecone, FAISS, ChromaDB — fully managed
Correctly configured hybrid search increases retrieval precision by 20–35% versus standard vector similarity alone.
Namespace isolation per client or use case
Hybrid BM25 + vector search with RRF reranking
Embedding pipeline design and optimisation
Custom
Scoped by data volume, embedding strategy, and query pattern
A single-namespace semantic search system differs from a multi-tenant vector store with hybrid retrieval and continuous re-indexing pipelines. We size infrastructure to your query load.
Get a Custom ProposalWhy vector infrastructure
Every RAG system, knowledge base, and recommendation engine runs on vector retrieval quality. The embedding strategy, namespace design, and hybrid search tuning we do in setup determines the accuracy ceiling of every AI system built on top.
Straight answers. No jargon. No stalling.
We are a software and AI engineering company first. Every service we provide is backed by production-grade technology — RAG systems, LangGraph agents, and custom automation pipelines. Traditional agencies send reports. We build systems that operate autonomously and generate measurable outcomes.
Yes. We work with clients across India, the US, UK, UAE, and Southeast Asia. All project delivery is fully remote and asynchronous-first. For AI and development services, timezone is irrelevant — we deliver through Git, Notion, and async video. For clients requiring real-time collaboration, we accommodate overlap hours.
RAG and WhatsApp AI: live within 7 days of document collection. Workflow automation: deployed within 14 days. Website development: live in 7–14 days. Paid ads: first leads within 14 days. SEO: ranking improvements visible at 60–120 days. AI systems produce measurable impact from day one.
You provide your business documents — PDFs, Word files, spreadsheets containing your pricing, services, FAQs, and policies. We process them into a vector database, build an AI agent with your brand voice and rules, and deploy it on your website and WhatsApp. It answers customer questions from your data only — never hallucinating or inventing information.
Yes. Our technical development capability covers full-stack web applications, SaaS dashboards, internal tools, and API systems using Next.js 14, FastAPI, TypeScript, and MongoDB. We have delivered production-grade SaaS products, B2B marketplaces, and custom operational tools for clients across multiple industries.
The AI handles all inbound messages on the business WhatsApp number. When a conversation requires human involvement — a complaint, a complex negotiation, or a VIP client — the AI flags it and your staff can take over seamlessly. The bot handles the volume; your team handles the exceptions.
Yes. We build API integrations with HubSpot, Salesforce, Zoho, Monday.com, Google Sheets, Airtable, and most major platforms. If your CRM has an API, we can connect your AI systems to it. Custom integrations are scoped as part of each project.
Yes. An NDA is available and signed before any client materials, access credentials, or proprietary information is shared. Client data is never used to train models, and all AI systems run on client-isolated infrastructure.
Engineers who deploy in days, not quarters. Every system measured from the first request — accuracy rates, response times, and business impact you can show your board.
Free 30-minute technical call · No obligation · India & Worldwide