Partner stories

AI consulting · Enterprise AI Quantum Rise

Embedded engineering for AI transformation

At a glance

The brief, up front.

Problem

Quantum Rise needed a development partner who could turn AI consulting strategies into production software, rapidly and independently.

What we built

RAG systems, conversational AI, ML pipelines, a geographic intelligence platform, and an internal multimodal knowledge platform.

The challenge

What stood in the way.

Quantum Rise's strength is AI consulting, roadmapping, and client relationships. To scale engagements and deliver working software, they needed a trusted development partner who could build production-grade products rapidly and independently. Across client engagements, QR kept encountering document-heavy workflows with no automation, underutilized data assets with no modeling layer, and static deliverables that went stale the moment they were sent.

What we built

The system we shipped.

Levitate became QR's development arm across multiple concurrent projects: senior engineers who take a brief, align on scope, and ship production software with minimal hand-holding. We built RAG systems that let users query complex document libraries in natural language, conversational AI for non-technical end users, and end-to-end ML pipelines from data ingestion through deployment.

One engagement involved a geographic intelligence platform for digital advertising, unifying cross-channel campaign data into a spatial intelligence layer using Uber's H3 hexagonal indexing. For QR's internal operations, we built a multimodal RAG knowledge platform that reasons across text and images, giving consultants access to the firm's full accumulated delivery knowledge.

What was delivered

Outcomes you can point to.

  • RAG pipelines enabling natural-language Q&A across large document corpora with sourced, accurate responses
  • Conversational AI interfaces making complex data accessible to non-technical users
  • End-to-end ML pipelines: ingestion, feature engineering, training, production deployment
  • Multimodal internal knowledge platform reasoning across text and images
  • Geographic intelligence platform for cross-channel advertising on H3 spatial indexing
  • Interactive web platforms replacing static PDF deliverables

Stack

What it runs on.

LLMsRAGVector databasesReact.jsPythonPostgreSQL / NoSQLAWS / Azure / GCPApache AirflowHugging Face

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