Latttice — the Data Product Workbench for Collibra, now on the Collibra MarketplaceLatttice — the Data Product Workbench for Snowflake70% Less Complexity with LattticeDeliver Trusted Data 80% FasterLower the Cost of Building and Operating Data Products by 70%Latttice is available where business teams work — Slack, Excel, LattticeGPTLatttice the Data Product Workbench brings trusted, fit-for-purpose data to the point of decisionsLatttice the Data Product Workbench is the bridge between the Business and Data TeamsLatttice delivers active governance at the point of data access, so trusted data products are created, controlled, and used with confidenceDesigned in North Carolina, USA
A new category · Data Product Workbench

The Data Product Workbench, enabling the AI-native enterprise

Latttice is the operational, governance-aware workbench where enterprise teams design, govern, publish, and activate trusted data products, beyond catalogs, beyond mesh, beyond stand-alone AI.

30-min guided demo · on your data · no obligation
Active governance built in
AI-native workbench
Enterprise-grade
Latttice Data Product Workbench shown on laptop and mobile
The Problem

Business teams are still waiting for trusted data.

Enterprises have invested heavily in cloud platforms, governance tools, analytics, and AI. But business teams still depend on technical delivery queues, governance often remains disconnected from day-to-day use, and AI initiatives struggle without trusted, reusable data products.

Business teams wait too long

Every new metric, dashboard, or dataset funnels through engineering and analytics queues, slowing decisions and frustrating the people closest to the business.

Governance is passive

Catalogs, policies, and lineage live in tools no one opens. Governance becomes a paperwork exercise instead of a guardrail applied at the moment data is used.

AI lacks trusted inputs

Copilots and agents are only as good as the data behind them. Without curated, governed data products, AI initiatives stall on quality, ambiguity, and risk.

The problem is no longer finding data. The problem is making it decision-ready.

What Latttice does

Latttice turns governed data into decision-ready data products.

One AI-native workbench for the entire data product lifecycle, from raw enterprise data to trusted products that business teams can actually use.

THE LATTTICE WORKFLOW
01
Connect

Reach existing enterprise platforms, cloud warehouses, lakes, on-prem systems, SaaS apps, without rip-and-replace.

02
Discover

Surface trusted, relevant data across the enterprise with AI-assisted search and lineage.

03
Design

Model and assemble data products visually with AI assistance, no SQL, no pipelines, no tickets.

04
Govern

Embed quality, privacy, purpose, and policy directly into the product lifecycle, enforced by default.

05
Publish

Release versioned, certified data products to a marketplace built for reuse across teams.

06
Consume

Activate products wherever work happens, AI, BI, APIs, Slack, and conversational interfaces.

CONSUMED EVERYWHERE
One product, every surface

Trusted data products meet users where they already work.

AI agents
BI tools
APIs
Slack
Chat
Interactive lifecycle

Explore the data product lifecycle, stage by stage.

Hover or select a stage to see the workflow, governance enforcement, and operating signals at each step.

Policy-as-code
Govern

Quality, privacy, and purpose enforced by default.

Embed RBAC, ABAC and fine-grained controls directly in the product. Policies evaluated at query time with full lineage and auditability.

Governance overlay
RBAC + ABAC + FGACPurpose & consent enforcementContinuous audit trail
Operating signals
Policies evaluated / sec
4.2k
Lineage coverage
Column-level
Audit retention
Immutable
LIFECYCLE PROGRESS3 / 5
See the workbench

Latttice in action

Short demos of the workbench at work, building data products, governing them in real time, and querying them in natural language.

Rapid Data Product Creation

Watch a live demonstration of how easily business users can define, integrate, and deploy trusted data products in minutes, without writing a single line of code. Even on the cell!

Empowering Business Decisions

Now you can analyze your trusted, and governed data wherever you work, using LattticeGPT.

Data Products + AI Models

Is your organization deploying AI models in varying technologies and various degrees of governance? How do you enable these to be used effectively? Easy. Register the model in Latttice, and include in data products with ease. Check out the demo.

Complex Transformations

A feature that is constantly requested from our customers is the ability to add components to a data product that are not available in the source data or source pipelines. By providing this feature also ensures that these new elements can be centrally governed, rather than being "lost" in the user layer. Check out the demo.

The Data Product Workbench

A category-defining workbench for the AI-native enterprise.

Latttice unifies design, governance, publishing, and activation of trusted data products in one operational workbench — not another catalog, mesh layer, or AI bolt-on.

70%
Less Complexity

Replace fragmented tooling with a single workbench.

80%
Faster Delivery

Deliver trusted data products in minutes, not months.

70%
Lower Cost

Cut the cost of building and operating data products.

Enterprise outcomes

Measurable impact on the way your enterprise delivers data.

Latttice is evaluated against the outcomes that matter to data, governance, and AI leaders, delivery effort, time-to-trust, and the reuse of certified data across the enterprise.

HOW WE MEASURE

Outcomes reflect ranges observed across enterprise engagements where Latttice replaces fragmented authoring, governance, and access workflows with a single operating layer for data products. Realized impact varies by domain maturity, data landscape, and governance model.

Delivery
Up to 80%
Less delivery effort
Reduce data product delivery effort

Consolidate fragmented modeling, governance, and publishing work into a single workbench operated by the teams closest to the data.

Time-to-value
Months → Minutes
Time to a trusted product
Move from months to minutes

Replace multi-quarter engineering cycles with guided, governed authoring, production-ready data products in a single working session.

Access
Day-zero
Governed access
Accelerate governed data access

Policy, lineage, and ownership are applied at creation, so consumers, and AI agents, get access on day one without compliance trade-offs.

Operating model
Fewer tickets
Engineering load
Reduce repetitive engineering delivery

Eliminate the long tail of pipeline, modeling, and access requests that consume central data teams without producing differentiated value.

Reuse
Higher reuse
Certified product reuse
Improve trusted reuse of enterprise data

Certified, contextual data products replace one-off extracts, the same trusted source powers analytics, applications, and AI consistently.

See it on your data
Run the workbench against a real use case in your environment.
The product

One workbench. Everything you need to publish a trusted data product.

Latttice unifies discovery, modeling, governance, sharing, and AI access into a single AI-native workbench, so business teams can move from question to trusted data product in minutes.

Built for business teams
Design, build, and govern data products without code.

A familiar, AI-assisted experience for the people who own the questions, analysts, product owners, and domain experts. No SQL, no pipelines, no waiting on engineering.

Governance built in
Quality, privacy, and policy enforced at every step.

Active Governance turns metadata and policy into executable behavior, so every data product is trusted, compliant, and ready for analytics and AI by default.

Active Governance

Governance built into every data product.

Latttice turns governance from documentation into execution, policies are enforced where data is produced, shared, and consumed, not stored in a catalog no one reads.

ENFORCED BY DEFAULT
  • Policies execute at point of use, every query, every API, every share.
  • Audit-ready evidence generated automatically for every access.
  • Aligned with SOC 2, GDPR, HIPAA, and internal compliance frameworks.
Ownership

Clear accountability for every product, domain, and dataset.

Lineage

End-to-end traceability from source systems to point of use.

RBAC

Role-based access tied to identity providers and org structure.

ABAC

Attribute-based policies that adapt to user, context, and purpose.

Fine-Grained Access

Row, column, and cell-level controls, enforced at query time.

Policy Enforcement

Active policies executed in real time, not buried in a catalog.

Sensitivity Classification

Automatic tagging of PII, PHI, financial, and regulated data.

Trust Scoring

Quantified confidence based on quality, freshness, and usage signals.

AI Readiness

Signals that flag whether a product is safe and reliable for AI use.

Maturity Scoring

Lifecycle stage and adoption metrics for every published product.

AI Foundations

AI starts with trusted data products.

AI agents and models need governed, contextual, reusable data to deliver reliable outcomes. Latttice helps enterprises create AI-ready data products with ownership, lineage, quality, trust, policy, and governance built in.

AGENT-READY BY DESIGN
Models grounded on certified, versioned products
Policies enforced on every prompt and retrieval
Every AI answer traceable to its source data
AI-ready data products

Curated, contextual, and certified, designed to be consumed by models and agents, not just dashboards.

Governed AI inputs

Every input to a model carries policy, purpose, and consent, enforced at query time.

Lineage & explainability

Trace every AI output back to the data products, sources, and transformations behind it.

Trust scoring

Quantified confidence so teams know which products are safe to ground AI on.

Reusable context for agents

Shared, versioned context that AI agents can call, instead of re-built for every use case.

Who it's for

Built for every team responsible for trusted data outcomes.

One workbench, five teams, aligned around the same trusted data products.

Business domain teams

Challenge

Long waits for engineering tickets and brittle spreadsheets to answer everyday questions.

How Latttice helps

Create and own trusted data products in a no-code, AI-assisted workbench.

Outcome

Self-serve answers in minutes, with confidence in the numbers.

Governance teams

Challenge

Policies live in catalogs and slide decks, disconnected from how data is actually used.

How Latttice helps

Embed ownership, classification, and access policies directly into every product.

Outcome

Active enforcement and audit-ready evidence by default.

Data platform teams

Challenge

Endless backlog of one-off requests for pipelines, models, and access changes.

How Latttice helps

Standardize delivery on data products so business teams self-serve safely.

Outcome

Reduced backlog and a scalable foundation for reuse.

Analytics teams

Challenge

Recreating the same datasets across dashboards and tools, with no single source of truth.

How Latttice helps

Discover, certify, and reuse trusted products across BI, notebooks, and APIs.

Outcome

Faster insights and consistent metrics across the business.

AI teams

Challenge

AI initiatives stall without trusted, well-governed inputs models can rely on.

How Latttice helps

Feed agents and models with AI-ready data products that carry trust and lineage.

Outcome

Production-grade AI built on data the business already trusts.

Industry use cases

Powering high-value decisions across regulated industries.

From the boardroom to the front line, trusted, AI-ready data products built for the industries where every decision counts.

Healthcare

Patient-centric decisions with governed clinical data.

Sample data products
Patient 360Care pathway analyticsClinical trial cohorts

Better outcomes and faster, compliant access to sensitive data.

Retail Banking

Trusted customer data for every channel and model.

Sample data products
Customer 360Risk & fraud signalsNext-best-action features

Personalized experiences and AI decisioning grounded in audited data.

Pharmaceutical

Accelerate research with governed scientific data.

Sample data products
R&D data productsReal-world evidenceRegulatory-ready datasets

Faster discovery cycles with full lineage and compliance.

Insurance

Smarter underwriting and claims with reusable data products.

Sample data products
Policyholder 360Claims analyticsUnderwriting features

Lower loss ratios and faster, fairer decisions powered by AI.

Mining

Operational intelligence across assets, sites, and supply.

Sample data products
Asset performanceSite safety analyticsProduction forecasts

Safer, more efficient operations driven by trusted operational data.

Transport & Logistics

Real-time decisions across networks, fleets, and shipments.

Sample data products
Fleet 360Network optimizationShipment intelligence

Reduced cost-to-serve and predictive, AI-powered routing.

From use case to working data product

Walk a real scenario through Latttice with our team.

Pick a use case, bring your governance posture, and see the full lifecycle, connect, create, govern, publish, use, in one session.

Integrations

Built for the modern enterprise ecosystem.

Latttice works with the platforms you already have, no rip-and-replace, no migration. Connect to your existing data, governance, and analytics stack and start producing trusted data products from day one.

S
Snowflake
Cloud Data
D
Databricks
Lakehouse
A
AWS
Cloud
A
Azure
Cloud
C
Collibra
Governance
A
Alation
Catalog
S
SAP
Enterprise
S
Salesforce
CRM
P
Power BI
Analytics
T
Tableau
Analytics
And many more, connect anywhere via REST, MCP, GPT, and native connectors.