New report: The state of agentic finance 2026
Valyu

The Valyu blog

Product news and building with Valyu.

Practical guides, research, and ideas from the team building search for AI.

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Valyu DeepResearch SoTA DRACO Results
Product & company

Introducing DeepResearch

DeepResearch is an AI-native research API. SoTA performance, at less than half the cost of the next-best system. Built for enterprise knowledge work and frontier AI applications.

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47 articles
A plum and brass cutting press separates a technical document into smaller paper sections, with an uncut stack beside it.
Research & insights

Learned Contextual Chunking: From LLM Supervision to Fast CPU Inference

How Valyu uses LLM supervision to train XGBoost document chunkers on CPU, comparing evidence retrieval and chunking latency against Gemma 12B.

NDA x Valyu case study hero
Product & company

CASE STUDY: How the UK Nuclear Decommissioning Authority use Valyu to power horizon scanning

How a real-time horizon-scanning capability powered by Valyu is helping the Nuclear Decommissioning Authority bring relevant developments into view sooner.

Top-down macro shot of a single GPU silicon die partitioned into five distinct glowing functional blocks of different sizes, packed edge to edge to fill the whole die, in deep blue, cyan and teal.
Guides & tutorials

Packing Five Models onto One GPU

How Valyu serves a five-model routing stack from one Blackwell GPU with CUDA MPS, affinity routing, task-specific batching, and CRIU snapshot restore.

Product & company

CASE STUDY: How o11 uses Valyu as the data layer for financial AI agents

How o11 (YC W26) uses Valyu to ground its financial AI agents in SEC filings, company data, news, and more - skipping months of indexing and partnerships.

Product & company

ChemRxiv Is Now in Valyu: Chemistry Preprints for AI Agents

ChemRxiv chemistry preprints are now in Valyu - full-text search for AI agents, across the Search and DeepResearch APIs.

Storke and Valyu partnership case study hero
Product & company

CASE STUDY: How Storke uses Valyu to cut clinical evaluation timelines in half

How Storke uses Valyu APIs to cut clinical evaluation timelines by half, grounding clinical evaluation reports in academic and regulatory literature.

Vector graph flowing into a GPU chip for a blog about scaling vector index creation.
Guides & tutorials

Building Vector Indices at Billion Scale

How Valyu rebuilt vector index initialisation from graph walks to CPU SIMD sweeps to GPU brute force, cutting 100M-vector builds to about 25 minutes on a single GPU.

Research & insights

What Happens When the Coverage Universe Stops Scaling With Headcount

Look inside the buy-side workflow we saw in 4.2 million queries: 300 tickers a week, run by two people.