AstroSpider
AstroSpider

RAG & Knowledge Assistants

Build retrieval-augmented generation systems that connect LLMs to your enterprise content. Users get accurate, source-backed answers with citations—not hallucinations. We design for access control, traceability, and quality evaluation from day one.

RAGLangChainVector SearchCitations

AI-Ready Data Foundations

Prepare your data for AI and ML workloads. We build semantic layers, feature stores, and curated datasets that models can actually use—with the data quality, consistency, and documentation that production AI requires.

Feature EngineeringData QualitySemantic Layer

Vector Search & Embeddings

Implement semantic search infrastructure for similarity matching, recommendations, and RAG retrieval. We configure embedding models, optimize vector indexes, and design hybrid search strategies that balance precision with recall.

Databricks Vector SearchEmbeddingsFAISS

MLOps & Model Infrastructure

Build the infrastructure to deploy, monitor, and manage models in production. We implement model registries, serving endpoints, A/B testing, and the CI/CD pipelines that take models from notebook to production reliably.

MLflowModel ServingUnity Catalog

LLM Integration

Connect large language models to your enterprise systems and workflows. We handle prompt engineering, API integration, response parsing, and the guardrails needed to use LLMs safely in business-critical applications.

OpenAIAzure OpenAIPrompt Engineering

AI Governance & Evaluation

Implement frameworks to test, monitor, and improve AI systems over time. We build evaluation pipelines that measure answer quality, detect hallucinations, and track regression as your content and models evolve.

EvaluationMonitoringGuardrails

Common Use Cases

Internal Knowledge Assistant

Policies, procedures, onboarding docs—searchable and answerable with source citations.

Data Dictionary Copilot

Field definitions, lineage, "where does this come from?"—for analysts and engineers.

Delivery Support Bot

Faster answers for your team, fewer Slack pings, grounded in your actual documentation.

Customer Enablement

Source-backed responses for support and operations with full audit trails.

Technologies We Work With

DatabricksMLflowVector SearchAzure OpenAILangChainUnity CatalogDelta LakePython

Ready to explore a pilot?

If you can point us to the content your teams already rely on—policies, docs, model definitions, tickets—we can design a pilot that demonstrates value fast, without compromising governance. Let's figure out what AI can actually do for your organization.

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