Problems This Solves
Your standard RAG chatbot hallucinates or misses critical figures inside complex PDFs, slide decks, and spreadsheets.
You want to query massive internal databases and local document folders using natural language without leaking secrets.
Your LLM token consumption is extremely high because of unoptimized chunking models and broad prompts context.
You struggle to structure unstructured inputs (contracts, invoice files) into organized database schemas.
Our Proven Process
Document Ingest Design
We load unstructured files using LlamaParse, extracting tables and structured layouts.
Node Parsing & Indexing
We segment text into nodes, extract custom metadata layers, and construct VectorStoreIndexes.
Hybrid Retrieval Setup
We combine dense vector search with sparse keyword search (BM25) to boost retrieval accuracy.
Reranker Post-Processing
We implement Cohere Rerank models to sort and filter retrieved nodes before prompting LLMs.
Secure Deployment & APIs
We link the pipeline to vector databases (Qdrant/Pinecone), package it in Docker, and deploy.
Document Ingest Design
We load unstructured files using LlamaParse, extracting tables and structured layouts.
Node Parsing & Indexing
We segment text into nodes, extract custom metadata layers, and construct VectorStoreIndexes.
Hybrid Retrieval Setup
We combine dense vector search with sparse keyword search (BM25) to boost retrieval accuracy.
Reranker Post-Processing
We implement Cohere Rerank models to sort and filter retrieved nodes before prompting LLMs.
Secure Deployment & APIs
We link the pipeline to vector databases (Qdrant/Pinecone), package it in Docker, and deploy.
What's Included
Expected Results
High document retrieval precision with significantly reduced chatbot hallucinations
Fast query response times leveraging indexing and hybrid search lookups
Minimized API token costs using targeted, metadata-guided content retrieves
100% accurate table data extractions from multi-page layout PDFs
Fully secure local-first deployments protecting company private datasets
Technologies We Master
Comprehensive Capabilities
We don't just scratch the surface. Here is a detailed breakdown of everything we can engineer, optimize, and execute for your business.
LlamaParse Ingestion
Writing custom code pipelines to parse tables, grids, and visual elements from multi-page PDFs.
Metadata Tag Injections
Injecting tags such as date, department, and category into index nodes to refine retrieval paths.
Hybrid Vector Retrievals
Linking dense semantic searches with BM25 keyword matching to index content accurately.
Cohere Reranker Setups
Implementing post-processors to prune search contexts and minimize prompt input sizes.
Qdrant Integration
Wiring scalable vector store adapters and metadata filters to query indices instantly.
Query Routing Agents
Engineering routing agents that select the best target data store based on user query intent.
Specialized Services
Explore our specialized engineering teams and tailored solutions for this domain.
Investment Plans
Transparent pricing with no hidden fees. Every plan includes dedicated support and monthly reporting.
Document Query Engine
Single data directory query system, basic vector store index, query REST API, and markdown text parses.
Custom RAG Pipeline
Multi-source document sync, hybrid vector search, Cohere Rerank, custom web chat dashboard, and Qdrant integration.
Enterprise Data Agent
Autonomous data routers, sub-question query engines, multi-document agent loops, and private local LLM support.
All plans are month-to-month with no long-term contracts. Custom enterprise plans available.Contact us for a tailored proposal.
Why Choose Us
No Long-Term Contracts
Month-to-month engagements. We earn your business every single month.
Dedicated Team
A named strategist, not a rotating cast of juniors. Consistent point of contact.
Revenue-Focused
We report on revenue impact, not vanity metrics. Every dollar is attributed.
Rapid Execution
Strategy in week 1. Execution by week 2. Results tracked from day one.
Frequently Asked Questions
Ready to Get Started?
Start with a free audit. We'll analyze your current performance and show you exactly where the growth opportunities are.
Or email our dedicated desk: ai@trustoryx.digital