Data Tiles

Data Tiles Product Ecosystem

Lenz: The AI Factory App

Turning AI ambition into governed, production-ready AI agents.

Organizations are no longer asking whether they should use AI. They are asking how to move from experimentation to repeatable, governed, business-aligned AI delivery. Lenz provides a structured environment for identifying, designing, assembling, validating, governing, deploying, and monitoring AI agents across the full AI delivery lifecycle.

Explore the Lifecycle

lenz · agent factory catalogue

Lenz Agent Factory Catalogue, 100 prebuilt agent blueprints across 20 industry packs

The challenge

AI pilots are easy. Production-ready AI is harder.

Many enterprises have promising AI use cases, but delivery often stalls between strategy, data readiness, governance, and production deployment. Business teams define ideas in spreadsheets. Data teams separately prepare datasets. AI teams build prototypes. Governance teams review late in the process. The result is fragmented AI delivery, unclear ownership, delayed approvals, and agents that struggle to move safely from prototype to production.

The Problem

Fragmented AI delivery

  • AI ideas stall between teams and stages
  • Governance is treated as a final-gate review
  • Disconnected pilots have no repeatable model
  • Data readiness and agent design become misaligned
  • There is no common operating layer across business, data, AI, governance, risk, and technology teams

What Lenz Delivers

A governed AI factory

  • A managed AI factory process with clear lifecycle stages
  • Governance embedded throughout the AI delivery lifecycle
  • Integration with Latttice for AI-ready data products
  • Approval, testing, deployment, and monitoring controls
  • A scalable enterprise AI operating model

What it is

A repeatable operating model for enterprise AI agents.

Lenz is the AI Factory App designed to help organizations move from isolated AI experiments to governed, production-ready AI agents. It provides the structured workflow, controls, data product integration, and lifecycle management needed to scale AI safely and repeatedly.

In one sentence

Lenz gives enterprises the application layer for discovering, designing, assembling, validating, deploying, and monitoring AI agents, with governance and trusted data built into every stage.

Capabilities

Core capabilities

Lenz enables organizations to industrialize AI delivery through a guided, governed lifecycle, moving from disconnected AI ideas and isolated pilots to validated, production-ready AI agents.

01

Use Case Discovery and Prioritization

Capture and structure AI use cases consistently, including the business problem, target users, decision process, outcomes, risks, value hypothesis, and delivery priority.

  • ·Business outcome and value driver
  • ·Target process or decision point
  • ·Risk and governance profile
  • ·Delivery priority score
02

AI Agent Design

Guide the design of practical, outcome-oriented AI agents that operate within business workflows and support defined decisions.

  • ·Agent objective and interaction model
  • ·Decision logic and required APIs
  • ·Human-in-the-loop requirements
  • ·Escalation rules and success measures
03

Latttice Integration

Connect AI agents to trusted, governed, AI-ready data products from Latttice, creating a clear separation between raw enterprise data and the decision-ready data products used by agents.

  • ·Governed data products with lineage
  • ·AI readiness metrics and quality indicators
  • ·Semantic context and policy enforcement
  • ·Approved input and output ports
04

Governance and Control Integration

Embed governance from the start of the AI delivery lifecycle, not as a final review gate. Lenz connects the AI build process to policies, risk controls, approvals, and auditability.

  • ·AI risk classification and documentation
  • ·Prompt and response controls
  • ·Approval checkpoints and human oversight
  • ·Production readiness and auditability

The lifecycle

Assemble. Validate. Deploy.

Lenz structures AI delivery into controlled stages. Each stage has defined inputs, outputs, ownership, approval gates, and governance checks, transforming ad hoc AI development into a managed factory process.

Stage 01

Business Use Case

Stage 02

Governed Data Products

Stage 03

AI Agent Assembly

Stage 04

Governance Controls

Stage 05

Validation

Stage 06

Deployment

Stage 07

Monitoring

Stage 08

Continuous Improvement

Assemble

  • ·Agent configuration
  • ·Model selection
  • ·Data product selection
  • ·Semantic layer definition
  • ·Governance control attachment
  • ·Prompt and orchestration design

Validate

  • ·Functional and prompt testing
  • ·Data quality checks
  • ·AI readiness checks
  • ·Bias and risk review
  • ·Governance compliance checks
  • ·Human approval workflow

Deploy

  • ·Development, test, and production promotion
  • ·Deployment platform selection
  • ·Release approval
  • ·Runtime configuration
  • ·Monitoring setup
  • ·Rollback considerations

The ecosystem

How Lenz, Latttice, and AI governance work together

Lenz is designed to work as part of the Data Tiles delivery ecosystem. Together, Lenz, Latttice, and AI governance tooling create a closed-loop AI delivery model, from business use case through to continuous improvement in production.

AI FACTORY APP

Lenz

Manages the full AI agent lifecycle, from use case discovery and agent design through to assembly, validation, deployment, monitoring, and continuous improvement.

DATA PRODUCT WORKBENCH

Latttice

Provides the AI-ready data products that agents rely on. Governed, meaningful, reusable, trusted, and aligned to business decisions, with known quality, lineage, context, and purpose.

CONTROL LAYER

AI Governance

Provides the policies, controls, risk checks, approvals, and monitoring needed to ensure agents are safe, compliant, accountable, and ready for enterprise use.

Lenz does not replace enterprise governance. It helps make governance operational inside the AI delivery lifecycle.

Inside the product

Inside the Lenz AI Factory

Lenz gives teams a structured workspace to move AI agents from idea to controlled execution.

Describe Use Case → Review Blueprint

Generated agent blueprint

Generated agent blueprint

Purpose, inputs, decisions, and actions for the agent, captured in a structured, editable blueprint.

Assemble Agent

Assemble from trusted components

Assemble from trusted components

Compose agents from Latttice-sourced data products, tools, prompts, and policies, with business context derived alongside.

Apply Governance

Governance, embedded by default

Governance, embedded by default

Risk-tiered policies across access control, data restriction, and action approval, mandatory controls enforced automatically.

Industry Packs

20 industry packs, 100 prebuilt agents

20 industry packs, 100 prebuilt agents

Outcome-led agent libraries spanning Banking, Insurance, Government, Healthcare, Industrial, Aviation, and more.

Agent Catalogue

Filter, search, and reuse

Filter, search, and reuse

Browse blueprints by industry, tier, risk, and mode, accelerating reuse of approved agent patterns.

Context Engineering

Close the gaps before deployment

Close the gaps before deployment

Detects missing entities, relationships, and invariants in business context, with one-click suggestions to apply.

Why it matters

Why Lenz matters

Without a factory model, AI delivery becomes fragmented. Lenz brings business, data, AI, governance, risk, and technology teams into one governed lifecycle, helping enterprises reduce delivery ambiguity, reuse approved patterns, connect agents to trusted data products, and move from individual experiments to a scalable AI operating model.

Build AI agents faster

A structured factory model removes ambiguity, accelerates delivery, and enables teams to reuse approved patterns, data products, and governance controls across multiple agents.

Reduce AI delivery risk

Governance is embedded from the first stage, not bolted on at the end. Every agent can move toward production with the right controls, approvals, documentation, and monitoring in place.

Create a repeatable operating model

Lenz gives organizations the capability to scale from individual AI agents to an enterprise AI factory, moving safely and repeatedly from idea to production with clear business accountability.

Who it's for

Built for the teams turning AI into business value

Business teams

Capture AI use cases, define the business outcome, and make sure agents are aligned to real decision points.

Data teams

Connect agents to trusted, governed, AI-ready data products rather than unmanaged datasets.

AI and technology teams

Assemble, validate, and deploy agents through a repeatable lifecycle with clear controls and readiness checks.

Governance, risk, and compliance

Embed oversight, policies, approvals, and auditability throughout the AI delivery lifecycle.

Executives

Create a clearer path from AI strategy to governed execution, measurable value, and production-ready AI capability.

The differentiator

From AI experimentation to governed, production-ready AI agents.

Lenz is the AI Factory App that helps organizations move from AI experimentation to governed, production-ready AI agents. Integrated with Latttice for AI-ready data products and enterprise AI governance tooling for control and compliance, Lenz provides the repeatable lifecycle enterprises need to discover, design, assemble, validate, deploy, and monitor AI agents, safely, rapidly, and with clear business accountability.

Get started

Ready to turn AI ambition into governed execution?

Start a conversation with Data Tiles about how Lenz can help your organization build a repeatable AI factory operating model.

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