Enterprise AI Ecosystem

We Work Across the
Modern AI Ecosystem.

We design solutions around client requirements rather than forcing every problem into a single technology stack. We partner and integrate across leading enterprise AI platforms, search engines, vector databases, and cloud providers.

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TECHNOLOGY STACK COVERAGE

The 4 Technology Integration Spheres

How we match client requirements to proven enterprise platforms and retrieval architectures.

Platform Implementation

Enterprise AI Platforms

Turnkey workplace search and AI knowledge platforms

We help organizations deploy, customize, and drive adoption for enterprise AI platforms. We develop custom data connectors, build tailored workplace agents, and provide ongoing managed optimization.

Glean Partner Network Pathway

Implementation, custom agents, connectors, adoption, and managed optimization

Enterprise Workplace AI

Permission mapping, enterprise RBAC integration, and user adoption tuning

Vector & Hybrid Search

Search & Retrieval Infrastructure

High-scale retrieval engines & vector databases

We architect, tune, and operate hybrid search backends across open-source and commercial vector engines based on client scalability, latency, and compliance requirements.

OpenSearch

Hybrid vector + BM25 indexing, Reciprocal Rank Fusion, solutions provider ecosystem

Qdrant

Production RAG, high-throughput vector search architecture, filtering at scale

Weaviate

Multi-modal vector search schemas, hybrid retrieval, enterprise knowledge graphs

Elastic Search AI

Enterprise search, retrieval infrastructure, and observability integration

Cloud Foundations

Cloud & Data Infrastructure

Private VPC and enterprise cloud deployment

We deploy production AI workloads securely within your existing cloud perimeter, ensuring zero external data leakage and full compliance.

Amazon Web Services (AWS)

Bedrock, OpenSearch Service, ECS/EKS, private VPC architecture

Google Cloud Platform (GCP)

Vertex AI, Google ADK, BigQuery integration, private endpoints

Microsoft Azure Cloud

Azure OpenAI Service, Cognitive Search, secure enterprise tenants

Intelligence Layer

Foundation Models & State Frameworks

Model orchestration and deterministic execution

We orchestrate leading commercial and open-weight language models with state machine frameworks for controlled execution.

Model Providers

Anthropic Claude 3.5, OpenAI GPT-4o, Google Gemini 2.5, Open-Weights

State Frameworks

LangGraph state machines, LlamaIndex RAG pipelines, Pydantic data validation

HOW WE COLLABORATE

Partner Engagement Models

We collaborate with enterprise software vendors, consultancies, and systems integrators.

Platform Vendor Co-Delivery

We act as the specialized technical implementation partner for enterprise software companies, deploying their platforms for end-clients with custom connectors and tailored agents.

Consultancy & SI Teaming

We partner with global management consultancies and systems integrators providing specialized RAG, vector search, and agentic engineering depth for complex enterprise client engagements.

Client-Driven Architecture

We evaluate the client's existing enterprise software landscape (Glean, OpenSearch, AWS, Azure) and architect the solution around their chosen stack rather than forcing a proprietary platform.

ECOSYSTEM COLLABORATION

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Are you an enterprise AI platform vendor, vector search company, or systems integrator looking for implementation and engineering execution? Let's connect.

We Work Across the Modern AI Ecosystem.