The enterprise Data Product Workbench.
Latttice is the operational, AI-native workbench where business, governance, and platform teams collaboratively design, govern, publish, and activate trusted data products — beyond catalogs, beyond mesh, beyond stand-alone AI.
A workbench, not a catalog.
Latttice is the operating layer for enterprise data products. It is where domain teams design products, governance teams enforce policy, and analytics and AI teams consume trusted data — all in one place.
Unlike catalogs that document data after the fact, or governance tools that live in spreadsheets, Latttice is where data products are actually built, run and used.
The complete data product lifecycle.
Seven operational stages — from connecting source systems to monitoring products in production. Latttice is a workbench teams operate in, not a passive catalog they document into.
Connect
AI assistFederate access across cloud warehouses, lakes, on-prem systems and SaaS apps. No rip-and-replace, no migration.
- Snowflake, Databricks, BigQuery
- Postgres, Oracle, SAP, Salesforce
- Files, APIs, streams, vector stores
Discover
AI assistExplore an enterprise-wide map of data assets, ownership and trust signals before a product is ever built.
- Semantic search across domains
- Automated profiling & classification
- Sensitivity & PII detection
Design
AI assistModel and assemble data products visually. Define schema, semantics, contracts and SLAs in one canvas.
- Visual modeling, no SQL required
- Reusable entities & metrics
- Versioned product contracts
Govern
AI assistEmbed quality, privacy, purpose and policy directly into the product. Enforced at runtime, not in a separate catalog.
- ABAC, FGA, purpose-based access
- Quality & freshness SLOs
- Lineage, audit & explainability
Publish
AI assistRelease certified, versioned data products to a marketplace built for reuse across domains and teams.
- Approval workflows & sign-off
- Trust score & ownership badges
- Subscription & change notifications
Consume
AI assistActivate products wherever work happens — AI agents, BI, APIs, notebooks, Slack and natural-language chat.
- BI, SQL, REST & GraphQL
- Agent-ready context for LLMs
- LattticeGPT natural-language access
Monitor
AI assistContinuously observe quality, usage, cost and policy adherence — closing the loop back to product owners.
- Per-product SLOs & alerts
- Usage, cost & impact analytics
- Policy drift & access reviews
A trusted data product is built once and reused across every consumer — analytical, operational and AI.
AI-assisted data product creation.
Latttice removes the manual scaffolding work that slows enterprise data delivery. Describe the product you need, and the workbench drafts the model, pulls in metadata, and surfaces the joins, owners and policies it should inherit.
- Create data products from a natural-language brief
- Auto-discover schemas, owners, sensitivity and freshness
- Detect joinable keys and relationships across domains
- Generate model drafts, tests and documentation in-place
- Free business teams from technical delivery queues
Build a Customer 360 product for the EU region — include lifetime value, churn risk and consent status.
Drafted customer_360_eu from 4 governed sources. Detected 2 joinable keys and inherited 3 policies.
Natural-language design
Describe the product in business terms. Latttice drafts the model, fields and contract.
Automated metadata
Owners, classifications, freshness and sensitivity discovered from the source — not maintained by hand.
Relationship intelligence
Detects joinable keys and semantic links across domains so products compose cleanly.
Inline recommendations
Suggests fields, tests, policies and reusable components based on similar certified products.
Enterprise-grade, by default.
Every capability you need to operate data products at scale — built into one platform, not stitched together from five.
Data Product Studio
A visual canvas to compose products from any source — with reusable building blocks for entities, metrics and semantics.
AI-Native Authoring
Generate models, documentation, tests and access policies from natural language. Co-pilot built into every step.
Active Governance
Quality, privacy and purpose enforced at runtime. Policies become code — not a PDF in a catalog.
Smart Access Control
Dynamic ABAC and fine-grained authorization with purpose-based controls evaluated at point of use.
Versioning & Contracts
Every product is versioned with a typed contract. Breaking changes detected before they ship.
Observability & SLOs
Freshness, completeness, accuracy and usage tracked per product, with alerts to owners.
Lineage & Explainability
Column-level lineage across sources, transformations and consumers — required for AI assurance and audit.
LattticeGPT
Natural-language access to governed data products from chat, Slack, BI and embedded agents.
Federated Connectivity
Reach data wherever it lives. Pushdown execution into the source — no copy, no movement required.
Publish and reuse trusted data products.
The Latttice Pinboard is the enterprise marketplace for certified data products. Teams publish once, and the rest of the business discovers, subscribes and reuses — with ownership, lineage and trust signals attached to every product.
Consume trusted data where decisions happen.
Trusted data products should be available at the point of decision. Latttice activates the same governed product across every surface your business already uses — without re-modelling, re-permissioning or re-explaining the data.
Tableau, Power BI, Looker — connect to certified products instead of raw tables.
REST, GraphQL and SQL endpoints, governed and rate-limited by default.
Ask questions, request access and get notified about products in chat.
Natural-language queries answered against trusted products with citations.
Grounded retrieval with policy enforcement on every prompt and response.
Embed governed products into CRMs, ERPs and internal tooling.
Self-serve dashboards built on certified products — no shadow models.
Feed warehouses, lakehouses and notebooks with consistent definitions.
No copies. No exports. No re-implementation per channel.
A familiar interface, designed for domain teams.
The Latttice workbench feels like a modern app — not a data engineering tool. Browse, build, govern and ask questions in one place.
Federated by design. Open by default.
Latttice runs alongside your existing stack. No data movement, no rip-and-replace, no lock-in. Connect to what you already own.
A new category — the data product workbench.
Latttice complements the data stack you already have. It sits between discovery, governance and consumption — the operating layer where data products are actually composed, certified and activated.
Catalogs do an excellent job of indexing and documenting what exists across the enterprise.
Governance tools define the rules, controls and standards the enterprise needs to operate safely.
BI platforms are where decisions are made — through dashboards, reports and analytical exploration.
Engineering teams deliver the pipelines and platforms that move data reliably across the enterprise.
One platform for every stakeholder.
Domain & business teams
Own the products that describe how the business runs — without filing engineering tickets.
Governance & risk
Encode policy once. Enforce it everywhere, automatically, with full audit trail.
Data & AI engineering
Stop hand-rolling pipelines for every request. Curate reusable products instead.
AI & analytics consumers
Discover, trust and use products in seconds — with context AI agents need.
See Latttice with your own data.
Book a guided demo with a Latttice solutions architect. We'll walk through the workbench, your use cases and an implementation plan tailored to your stack.