Problems This Solves
Your AI chatbot lacks persistent memory, forgetting details from one query page to the next.
You require an LLM to dynamically call tools (like SQL databases, search engines, or calculators) based on inputs.
Document parsing returns unrelated snippets because simple chunking splits key data tables.
You want to build collaborative multi-agent teams that coordinate to automate complex office workflows.
Our Proven Process
Cognitive Architecture Mapping
We map decision-making logic, outline required tool configurations, and structure vectors.
LlamaIndex Data Ingestion
We parse database records and text assets into hierarchical query trees using LlamaIndex loaders.
LangChain Agent Assembly
We write ReAct cognitive agent loops, bind API and search tools, and build memory managers.
LangGraph Collaboration Setup
We build cyclic state diagrams using LangGraph to enable multi-agent team communications.
LangSmith Tracing & Launch
We audit agent routing using LangSmith logs, test edge queries, and deploy production containers.
Cognitive Architecture Mapping
We map decision-making logic, outline required tool configurations, and structure vectors.
LlamaIndex Data Ingestion
We parse database records and text assets into hierarchical query trees using LlamaIndex loaders.
LangChain Agent Assembly
We write ReAct cognitive agent loops, bind API and search tools, and build memory managers.
LangGraph Collaboration Setup
We build cyclic state diagrams using LangGraph to enable multi-agent team communications.
LangSmith Tracing & Launch
We audit agent routing using LangSmith logs, test edge queries, and deploy production containers.
What's Included
Expected Results
Correct tool selection by agents in 95%+ of query test runs
Contextual memory retention across active user sessions
Highly accurate document segment retrievals using semantic indices
Real-time execution tracing with LangSmith logger integrations
Modular code structures ready to swap LLM providers instantly
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.
LangChain Agent Loops
Coding ReAct logic loops, agent prompts routing, and model tool bindings.
LlamaIndex Document Ingestion
Parsing PDFs, spreadsheets, and database rows into hierarchical semantic tree nodes.
LangGraph State Graphs
Building cyclic workflows that allow multiple agents to share state and review outputs.
Redis Persistent Memory
Setting up Redis databases to store user query history and maintain agent memory across sessions.
Custom Tool Bindings
Writing secure API call modules and SQL database query engines to equip your agents.
LangSmith Tracing Audits
Configuring real-time debugging pipelines to evaluate token usage, execution latency, and error lines.
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.
AI Tool MVP
A single LangChain agent equipped with up to 2 tools to automate database querying or web searching.
Cognitive Agent System
Bespoke agent featuring hierarchical document indexing, semantic search, and persistent database memory.
Multi-Agent Enterprise
Collaborative teams of agents sharing state via LangGraph, with high-security integrations.
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