Retrieval Infrastructure That Works
in Production
Thalamus handles the hardest part of building AI on documents: making retrieval reliable, auditable, and scalable. So your team can focus on building product, not plumbing.
What Thalamus Handles
Everything between raw documents and reliable answers - so you don't have to build it.
Native Multimodal Ingestion
Ingest and understand documents, images, video, and complex
layouts natively - without brittle OCR workarounds or
format-specific preprocessing.
Native Multimodal Ingestion
Ingest and understand documents, images, video, and complex layouts natively - without brittle OCR workarounds or format-specific preprocessing.
- Layout-aware parsing that preserves tables, headers, and hierarchical structure
- Native image and video processing - not bolted-on conversion steps
- Handwriting recognition and scanned document extraction out of the box
- Built for the data your customers actually send, not sanitized demo datasets
Knowledge Processing & Indexing
Transform raw documents into structured, searchable
knowledge - with context intact.
Knowledge Processing & Indexing
Transform raw documents into structured, searchable knowledge - with context intact.
- Intelligent chunking that preserves document structure and context
- Embedding generation optimized for retrieval accuracy, not just similarity
- Hybrid dense and sparse indexing for comprehensive coverage
- Continuous index updates as new documents are ingested
Agentic Retrieval Orchestration
An autonomous retrieval layer that decomposes queries,
identifies knowledge gaps mid-flight, and re-ranks across
multiple passes before returning results.
Agentic Retrieval Orchestration
An autonomous retrieval layer that decomposes queries, identifies knowledge gaps mid-flight, and re-ranks across multiple passes before returning results.
- Query decomposition - complex questions broken into targeted sub-retrievals automatically
- Gap detection - the system recognizes when initial results are incomplete and re-queries
- Multi-pass validation and reranking to surface highest-relevance context
- Citation-level source attribution and confidence signals on every response
Model-Agnostic Integration & Vertical IP Control
Plug into any LLM or model pipeline with zero vendor
lock-in. Deploy your own proprietary agents and fine-tuned
models on top - you own the competitive value, we handle the
retrieval.
Model-Agnostic Integration & Vertical IP Control
Plug into any LLM or model pipeline with zero vendor lock-in. Deploy your own proprietary agents and fine-tuned models on top - you own the competitive value, we handle the retrieval.
- Bring your own LLM, agents, and fine-tuned models - Thalamus is the orchestration layer underneath
- No vendor lock-in: swap models, switch providers, or run multiple in parallel
- Seamless integration into existing engineering stacks and custom model pipelines
- Your proprietary IP stays yours - Thalamus powers the retrieval, you own the differentiation
How It Fits Together
your workflows
Thalamus is the retrieval engine. You own the application layer. We handle the infrastructure that makes your AI reliable.
Built for Regulated Industries
Security isn't an add-on. It's foundational to how Thalamus is architected.
Customer data is logically separated from all other tenants.
Encryption at rest and TLS in transit.
Strict network access controls and workload isolation.
Audit trails on every retrieval and answer generation event.
Designed to support SOC 2, HIPAA, and other compliance frameworks.
Your documents are yours - we never train on customer data.
Handles large corpora, high query volume, and cost efficiency at scale without degrading performance.
See What Thalamus Can Do With Your Data
Walk us through your architecture. We'll show you exactly how Thalamus fits.
Request a Demo