Stop letting your agents grind through brute-force retrieval. Nexus compiles your data into trusted knowledge, served in a declarative query — so agents get answers instead of chunks.
Read the Nexus announcement post.
Read the Nexus deep-dive post.
30× faster time-to-completion. Retrieval loops collapse to single calls.
Task completion rates above 90%. Consistent, reliable results every run.
Field-level citations. Agents access only what they're permitted to see.
Up to 90% reduction in token consumption per task.
Nexus offloads reasoning from your LLM to the knowledge layer. Work that normally burns tokens at inference time happens once, upstream, when knowledge is compiled.
30x faster, up to 90% fewer tokens, and task completion above 90%.
Task completion often lands around 50-60%, and output still needs human review.
Fetching, assembling, and reasoning over data is expensive in time, tool calls, and context tokens. Nexus does this work upstream when knowledge changes, then agents query pre-compiled artifacts in a single typed call.
Coding agent compiles
Retrieve ✓
Low
Compile once. Read N times.
High
Same work. Every query.
One source, many artifacts. Each artifact is shaped for the agent that needs it. Contexts group artifacts by team, and together they form your organization's operable knowledge.
Click the markers to inspect each layer.
Push/Fetch
Knowledge Engine
builds and tunes
Knowledge Engine
The system that builds and tunes everything below it. It compiles your data into grounded knowledge, then serves it.
Compilation
KnowQL Query
KnowQL
A declarative query language for agents. Declare the answer shape and constraints, then get back a typed, cited response in one call.
Knowledge
Knowledge
The collective body of contexts across your company. Queries can span as many contexts as the task requires.
Context - Sales
Context
A curated set of artifacts designed for one team, role, or workflow.
Artifact
The atomic unit: a typed, governed information object constructed for a specific task or outcome.
Context - Finance
Context - Support
Context - Marketing
Before SQL, every application built its own data access layer. Agents face the same structural moment. KnowQL gives them a shared vocabulary that provides structured, precise, and grounded knowledge in a single call. These are the six primitives that allow agents to compose across heterogeneous knowledge sources.
ask
The goal, output schema, and contexts to query.
where
Deterministic predicates and access-control enforcement.
ground
Field-level citations with confidence tiers.
shape
Typed fields returned exactly as the agent specified.
confidence
Grounded assertions separated from uncertain inferences.
budget
Depth tier and latency envelope, plus a token budget.
Sign up for early access to Pinecone Nexus and KnowQL