---
title: "Looker Integration: Governed AI Execution from LookML | ElixirData"
description: Turn LookML into governed AI execution with context graphs, dual-gate policies decision traces, and safer agent actions for Looker workflows at scale.
image: https://www.elixirdata.co/hubfs/elixirdata-og-feature-image.png
---

![campaign-icon](https://assets.elixirdata.co/assets/campaign.svg)

The Context OS for Agentic Intelligence

[![elixir-logo](https://www.elixirdata.co/hubfs/elixirdata-logo.svg)](https://www.elixirdata.co/)

- Platform 
  
    - [Context OS](https://www.elixirdata.co/platform/context-os/)
    - [Unify Data](https://www.elixirdata.co/platform/unify-data/)
    - [Business Context](https://www.elixirdata.co/platform/business-context/)
    - [Decision Infrastructure](https://www.elixirdata.co/platform/decision-infrastructure/)
    - [Build Agents](https://www.elixirdata.co/platform/build-agents/)
    - [Governed Agentic Actions](https://www.elixirdata.co/platform/governed-actions/)
    - [Decision Traces](https://www.elixirdata.co/platform/decisiontraces/)
  
  Platform
  
  The Decision Harness for Enterprise AI.
  
  Three primitives. One dual-gate architecture. Every agent action compiled, governed, and recorded with full lineage.

  [Explore Context OS →](https://www.elixirdata.co/platform/context-os/)
  
  The Three Primitives
  
  [⊞ Context Layer Decision-grade context compiled at the moment of decision](https://www.elixirdata.co/platform/context-os/) [⊛ Governance Layer Dual-gate policy enforcement — before reasoning, before execution](https://www.elixirdata.co/platform/decision-infrastructure/) [◈ Memory Layer Full-lineage Decision Traces, never summarized, never compressed](https://www.elixirdata.co/platform/decisiontraces/) [⟳ Feedback Band Closed-loop feedback and continuous improvement across all three layers](https://www.elixirdata.co/platform/business-context/)

  Agentic Execution
  
  [◉ Build Agents Design and deploy governed agents on Context OS](https://www.elixirdata.co/platform/build-agents/) [▤ Dual-Gate Architecture How every action flows through Gate 1 and Gate 2](https://www.elixirdata.co/platform/governed-actions/) [▦ Decision Traces Live audit record for every agent decision, audit-ready by default](https://www.elixirdata.co/platform/decisiontraces/) [↗ Trust Graduation Shadow → Supervised → Bounded → Full Autonomy](https://www.elixirdata.co/platform/unify-data/)

  **Generic harnesses plateau.** Context OS compounds.
  
  [Download Executive Blueprint →](https://www.elixirdata.co/resources/executive-blueprint/)
- Solutions 
  
    - [Operations & SRE](https://www.elixirdata.co/solutions/operations-sre/)
    - [Security & SOC](https://www.elixirdata.co/solutions/security-and-soc/)
    - [Risk & Compliance](https://www.elixirdata.co/solutions/governance-risk-compliance/)
    - [Finance & Procurement](https://www.elixirdata.co/solutions/finance-and-procurement/)
    - [Agentic Debugging](https://www.elixirdata.co/solutions/agentic-debugging/)
    - [Agentic Code Simulations](https://www.elixirdata.co/solutions/agentic-code-simulations/)
    - [Private AI Assistant with LLM Council](https://www.elixirdata.co/solutions/private-ai-assistant/)
    - [Vision AI and Video Intelligence](https://www.elixirdata.co/solutions/vision-ai/)
    - [Banking & Financial Services](https://www.elixirdata.co/industries/banking-and-financial-services/)
    - [Manufacturing](https://www.elixirdata.co/industries/discrete-manufacturing/)
    - [Transportation](https://www.elixirdata.co/industries/transportation/)
    - [Public Safety](https://www.elixirdata.co/industries/public-safety/)
    - [Travel & Hospitality](https://www.elixirdata.co/industries/travel-and-hospitality/)
    - [Shipping & Logistics](https://www.elixirdata.co/industries/shipping-and-logistics/)
    - [Emergency Services](https://www.elixirdata.co/industries/emergency-services/)
    - [Energy & Utilities](https://www.elixirdata.co/industries/energy-utilities/)
    - [Robotics & Physical AI](https://www.elixirdata.co/industries/robotics-and-physical-ai/)
    - [Industrial Automation](https://www.elixirdata.co/industries/industrial-automation/)
  
  Solutions
  
  Built for regulated enterprise AI.
  
  Find Context OS by the role you own or the industry you operate in. Every solution anchored to the same Decision Harness — governed context, dual-gate enforcement, full-lineage traces.

  [View all solutions →](https://www.elixirdata.co/solutions/operations-sre/)
  
  By Role
  
  [⚖ Risk & Compliance Continuous risk governance with audit-ready Decision Traces](https://www.elixirdata.co/solutions/governance-risk-compliance/) [🛡 Security & SOC Governed threat detection and response with human-in-the-loop authority](https://www.elixirdata.co/solutions/security-and-soc/) [⚡ Operations & SRE Incident response grounded in validated context, every action traced](https://www.elixirdata.co/solutions/operations-sre/) [$ Finance & Procurement Approvals, thresholds, and spend controls enforced before execution](https://www.elixirdata.co/solutions/finance-and-procurement/)

  By Industry
  
  [🏦 Financial Services Model risk management, trading controls, regulatory defensibility](https://www.elixirdata.co/industries/banking-and-financial-services/) [⚕ Healthcare & Life Sciences Clinical decision support, emergency response, life-safety operations](https://www.elixirdata.co/industries/emergency-services/) [🏛 Public Sector Sovereign deployment, tenant isolation, data residency controls](https://www.elixirdata.co/industries/public-safety/) [⚙ Regulated Manufacturing Supply chain intelligence, operational safety, pre-deployment validation](https://www.elixirdata.co/industries/discrete-manufacturing/)

  Don't see your fit? **Every solution is built on the same Decision Harness.**
  
  [Request a custom briefing →](https://www.elixirdata.co/contact-us/)
- Industries 
  
    - [Industries Overview](https://www.elixirdata.co/industries/)
    - [Discrete Manufacturing](https://www.elixirdata.co/industries/discrete-manufacturing/)
    - [Industrial Automation](https://www.elixirdata.co/industries/industrial-automation/)
    - [Robotics & Physical AI](https://www.elixirdata.co/industries/robotics-and-physical-ai/)
    - [Energy & Utilities](https://www.elixirdata.co/industries/energy-utilities/)
    - [Transportation](https://www.elixirdata.co/industries/transportation/)
    - [Shipping & Logistics](https://www.elixirdata.co/industries/shipping-and-logistics/)
    - [Telecommunications](https://www.elixirdata.co/industries/telco/)
    - [Banking & Financial Services](https://www.elixirdata.co/industries/banking-and-financial-services/)
    - [Travel & Hospitality](https://www.elixirdata.co/industries/travel-and-hospitality/)
    - [Public Safety](https://www.elixirdata.co/industries/public-safety/)
    - [Emergency Services](https://www.elixirdata.co/industries/emergency-services/)
  
  Industries
  
  AI Decision Infrastructure for Modern Industry Operations.
  
  Governed, context-aware AI across industrial systems, critical infrastructure, regulated services, and public operations.

  Industrial Systems
  
  [⚙ Discrete Manufacturing Quality, traceability, and production governance](https://www.elixirdata.co/industries/discrete-manufacturing/) [⌘ Industrial Automation Safety boundaries for autonomous industrial systems](https://www.elixirdata.co/industries/industrial-automation/) [◉ Robotics & Physical AI Governed autonomy with human authority](https://www.elixirdata.co/industries/robotics-and-physical-ai/) [⚡ Energy & Utilities Safe, real-time grid decision governance](https://www.elixirdata.co/industries/energy-utilities/)

  Mobility, Networks & Travel
  
  [↗ Transportation Governed transport decisions with full lineage](https://www.elixirdata.co/industries/transportation/) [▦ Shipping & Logistics Routing, asset movement, and traceability](https://www.elixirdata.co/industries/shipping-and-logistics/) [⌁ Telecommunications Accountable AI for network operations](https://www.elixirdata.co/industries/telco/) [✦ Travel & Hospitality Governed, context-aware guest personalization](https://www.elixirdata.co/industries/travel-and-hospitality/)

  Regulated & Public Services
  
  [🏦 Banking & Financial Services Defensible decisions and regulatory controls](https://www.elixirdata.co/industries/banking-and-financial-services/) [🏛 Public Safety Explainable decisions with accountable lineage](https://www.elixirdata.co/industries/public-safety/) [⚕ Emergency Services Governed intelligence for critical response](https://www.elixirdata.co/industries/emergency-services/)

  **Industry-specific operations.** One governed Decision Harness.
  
  [Explore all industries →](https://www.elixirdata.co/industries/)
- Enterprise 
  
    - [Agent Registry](https://www.elixirdata.co/enterprise/agent-registry/)
    - [AgentOps](https://www.elixirdata.co/enterprise/agentops/)
    - [Agent Identity & Access](https://www.elixirdata.co/enterprise/agent-identity-and-access/)
    - [Evaluation and Optimization](https://www.elixirdata.co/enterprise/evaluation-optimization/)
    - [Trust Center](https://www.elixirdata.co/enterprise/trust-center/)
    - [Privacy, Security & Compliance](https://www.elixirdata.co/enterprise/privacy-security-compliance/)
    - [Data Residency & Isolation](https://www.elixirdata.co/enterprise/data-residency/)
    - [Admin & Access Control](https://www.elixirdata.co/enterprise/agent-identity-and-access/)
    - [SLAs & Support](https://www.elixirdata.co/enterprise/ai-sla-support/)
  
  Enterprise
  
  Enterprise control without slowing execution.
  
  Operational governance and model-risk oversight capabilities, with evidence and controls designed to support review under applicable guidance, including SR 26-2.

  [Visit Trust Center →](https://www.elixirdata.co/enterprise/trust-center/)
  
  Agent Operations
  
  [◉ Agent Registry Approve agents, scopes, tools, and versions with full lifecycle management](https://www.elixirdata.co/enterprise/agent-registry/) [◎ AgentOps Monitor execution, track boundary violations, one-click rollback](https://www.elixirdata.co/enterprise/agentops/) [⚿ Agent Identity Scoped access per task — no over-permissioning, no added risk](https://www.elixirdata.co/enterprise/agent-identity-and-access/) [↗ Trust Graduation Shadow → Supervised → Bounded → Full Autonomy lifecycle](https://www.elixirdata.co/enterprise/evaluation-optimization/)

  Trust & Governance
  
  [⛉ Trust Center SOC 2 Attested · ISO 9001 Certified · ISO/IEC 27001 Certified](https://www.elixirdata.co/enterprise/trust-center/) [⌖ Data Residency & Isolation Region controls, tenant isolation, full data sovereignty](https://www.elixirdata.co/enterprise/data-residency/) [◌ Workforce IAM Roles, SSO, least privilege across humans and AI coworkers](https://www.elixirdata.co/enterprise/agent-identity-and-access/) [◈ SLAs & Support Uptime guarantees, response times, escalation paths](https://www.elixirdata.co/enterprise/ai-sla-support/)

  **Audit-ready by default.** Defensible under regulation.
  
  [Request Trust Package →](https://www.elixirdata.co/enterprise/privacy-security-compliance/)
- Resources 
  
    - [Executive Blueprint](https://www.elixirdata.co/resources/executive-blueprint/)
    - [Blog](https://www.elixirdata.co/blog/)
    - [Customer Outcomes](https://www.elixirdata.co/resources/customer-outcomes/)
    - [Trust & Assurance](https://www.elixirdata.co/trust-and-assurance/authority-model/)
  
  Resources
  
  ### [Executive Blueprint Strategic guide for enterprise AI leaders](https://www.elixirdata.co/resources/executive-blueprint/)
  
  ### [Blog Insights on modern AI systems](https://www.elixirdata.co/blog/)
  
  ### [Customer Outcomes Proof of impact for clients](https://www.elixirdata.co/resources/customer-outcomes/)
  
  ### [Trust and Assurance Framework for governed decisions](https://www.elixirdata.co/trust-and-assurance/)
- Company 
  
    - [About Us](https://www.elixirdata.co/about-us/)
    - [Leadership](https://www.elixirdata.co/leadership/)
    - [Careers](https://www.elixirdata.co/careers/)
    - [Press & News](https://www.elixirdata.co/press-and-news/)
    - [Contact](https://www.elixirdata.co/contact-us/)
    - [Governance and Transparency](https://www.elixirdata.co/governance-and-transparency/)
  
  About
  
  ### [About Us Learn more about our mission and vision](https://www.elixirdata.co/about-us/)
  
  ### [Leadership Meet our experienced executive leadership team](https://www.elixirdata.co/leadership/)
  
  ### [Careers Join us in building enterprise AI solutions](https://www.elixirdata.co/careers/)
  
  ### [Press & News Stay informed with latest company updates](https://www.elixirdata.co/press-and-news/)
  
  ### [Contact Get in touch with our team directly](https://www.elixirdata.co/contact-us/)

  Company
  
  ### Governance and Transparency
  
   Discover the principles, leadership, and culture driving our approach to secure and governed enterprise AI.
  
   Learn how our frameworks for trust, compliance, and operational rigor ensure transparency and accountability at scale. 
  
  [Learn More →](https://www.elixirdata.co/governance-and-transparency)
- [Pricing](https://www.elixirdata.co/pricing/)
  
  [Pricing](https://www.elixirdata.co/pricing/)
  
  ### [Pricing Overview Clear and transparent pricing models](https://www.elixirdata.co/pricing/)
  
  ### [Deployment Options Flexible and scalable cloud choices](https://www.elixirdata.co/pricing/)
  
  ### [Enterprise Engagement Model Customized solutions with tailored pricing](https://www.elixirdata.co/pricing/)

  Our Plans
  
  Pricing Tailored to Your Needs
  
  Learn about our pricing structure, plans, and options tailored to your needs.
  
  [View Plans →](https://www.elixirdata.co/pricing/)

[Get Demo](https://www.elixirdata.co/context-os/demo/)

[LLMS TXT](https://www.elixirdata.co/llms.txt) [LLMS Full TXT](https://www.elixirdata.co/llms-full.txt) [AI Context JSON](https://www.elixirdata.co/ai-context.json)

 Context OS + Looker

# Looker Models Semantics. Context OS Governs Execution.

 From semantic BI to decision infrastructure — leveraging your LookML investment. Looker's LookML creates the best semantic modeling in BI. But semantic models describe data — they don't govern what AI agents do with it. ElixirData Context OS imports your LookML investment as ontology and adds the decision infrastructure that makes AI agents production-safe

10xFaster AI deployment readiness

100%LookML investment leveraged

Real-timeGoverned AI decision execution

[Request Executive Briefing →](https://demo.elixirdata.co/) [Download Executive Blueprint](https://na2.hubs.ly/H0305bm0)

![section-tag](https://assets.elixirdata.co/assets/section-tag.svg)

Enterprise Foundations

## Three Foundations Every Enterprise AI Needs

Every production AI deployment that fails is missing one or more. Context OS delivers all three as architectural primitives — not bolted-on features

Semantic Execution

### Executable Context Layer

Transforms LookML semantics into scoped, time-bound, decision-ready operational context

Imports LookML as governed ontology

Builds decision-scoped projections

Time-bound contextual assembly

Permission-aware data resolution

Source-backed semantic grounding

![star-icon](https://www.elixirdata.co/hubfs/elixirdata-star-icon.svg)

Outcome: From semantic definitions to executable decision intelligence

Accountable AI

### Verifiable Execution Lineage

Preserves complete reasoning history from semantic retrieval to final action

Semantic source attribution

Evidence-to-assumption tracking

Embedded policy validation

Approval and escalation logging

Outcome-linked execution records

![star-icon](https://www.elixirdata.co/hubfs/elixirdata-star-icon.svg)

Outcome: Every AI action traceable from trigger to result

Adaptive Governance

### Execution Guardrails

Enforces constraints at decision and commit time using semantic truth

Decision-time constraint evaluation

Commit-time validity checks

Policy-aware execution controls

Exception and escalation handling

LookML-grounded rule enforcement

![star-icon](https://www.elixirdata.co/hubfs/elixirdata-star-icon.svg)

Outcome: Governance applied at execution, not after deployment

![section-tag](https://assets.elixirdata.co/assets/section-tag.svg)

Context OS Architecture

## The Five-Layer Decision Infrastructure

Each layer builds on the one below — creating a complete execution environment for enterprise AI agents

1

#### Data Build Layer

Connect, normalize, version, secure. Multi-source telemetry from systems of record. Zero-copy architecture — data stays authoritative in source systems

2

#### Semantics & Context Layer

Ontology + entity resolution + context compilation + causal graphing. 17 Cs Framework. Decision-time projections — not memory graphs. Converts correlation into causation

3

#### Multi-Platform Agent Build Layer

Model and tool agnostic. Four execution primitives (State, Context, Policy, Feedback). Safe action primitives + tool contracts. 60% token cost reduction through context-aware optimization

4

#### Observability Layer

Wide-event telemetry for agents + workflows. Complete Decision Trace capture. Drift, latency, cost, failure monitoring. Powers 10–17% quarterly accuracy improvements through ACE

5

#### AI Trust & Responsible AI

Policy gates with approval workflows. Audit pack generation. Risk scoring + compliance evidence. Authority verification. Governance as a Gradient: adaptive controls that balance autonomy with accountability

### Four Execution Primitives

The atomic units of trustworthy AI execution. Every agent action flows through these primitives.

#### STATE

Canonical, versioned world state + execution lineage

#### CONTEXT

Scoped, time-bound projection compiled for reasoning

#### POLICY

Explicit constraints at decision + commit time

#### FEEDBACK

Closed-loop signals tied to execution traces

![section-tag](https://assets.elixirdata.co/assets/section-tag.svg)

Outcome-as-a-Service

## Customer Revenue Intelligence

 A SaaS company needs AI agents to identify churn risk, trigger retention actions, and optimize upsell timing — governed by customer success policies

### With Looker Alone

Scalable semantic analytics without governed decision execution

![sparkle-icon](https://assets.elixirdata.co/assets/sparkle.svg)

#### Customer Health Dashboards

Customer metrics and usage trends visualized for review

![sparkle-icon](https://assets.elixirdata.co/assets/sparkle.svg)

#### Manual Prioritization

Teams identify at-risk accounts through dashboard analysis

![sparkle-icon](https://assets.elixirdata.co/assets/sparkle.svg)

#### Coordinated Retention Actions

Actions tracked outside governed execution workflows

### With Looker + Context OS

Governed agents executing compliant, policy-aware retention decisions

![sparkle-icon](https://assets.elixirdata.co/assets/sparkle.svg)

#### Causal Context

Usage, support, and billing linked in decision-grade Context Graphs

![sparkle-icon](https://assets.elixirdata.co/assets/sparkle.svg)

#### Policy Enforcement

Retention policies evaluated at decision and commit time

![sparkle-icon](https://assets.elixirdata.co/assets/sparkle.svg)

#### Decision Evidence

Full execution traces preserved for audit and continuous improvement

![mid-banner-cta](https://www.elixirdata.co/hubfs/Imported%20images/mid-banner-cta.svg)

## Empower Your AI with Context OS

Turn your LookML investment into production-safe AI with Context OS. Add policy enforcement, decision traces, and causal context for auditable, reliable, continuously improving agents

[Request Demo](https://demo.elixirdata.co/)

## Context & Governance

Looker provides semantics; ElixirData adds causal reasoning for decision-grade context

### Looker

Looker provides LookML — code-based semantic modeling that creates consistent business definitions. Strong for data exploration. But semantic models describe data structure, not causal relationships. Explores show correlations, not causation

LookML structures data consistently and enables flexible, visual exploration. Analysts can quickly query metrics, but deeper causal insights remain unavailable

### ElixirData Context OS

Context Graphs import LookML as ontology and add causal reasoning: entity relationships, temporal sequences, and business rules compiled for decision-time projections. Scoped, time-bound, permissioned, and source-backed

Context Graphs extend LookML with decision-grade reasoning, linking events, rules, and relationships. Agents can act with scoped, auditable, and time-bound context

## Decision Governance

Decision Governance enforces policies, approvals, and boundaries so AI agents act safely, auditable, and compliant

### Looker

Looker controls data access at the row and model level. Effective for BI governance. But when AI agents act on Looker semantics — triggering workflows, approving transactions, escalating issues — there's no execution governance layer

Looker controls access at the row and model level. Effective for BI governance, but when AI agents act — triggering workflows, approving transactions, escalating issues — there’s no execution governance layer

### ElixirData Context OS

Policy Gates enforce constraints at decision time and commit time. Dual-gate governance with separation of duties. Agents act within LookML-modeled boundaries, governed by explicit policy. Governance as a Gradient

Context OS applies dual-layer policy controls, ensuring AI agents act safely within LookML boundaries. Rules run before planning and execution, maintaining separation of duties. Governance stays adaptive, auditable, and accountable

## Audit & Evidence

Audit & Evidence preserves decision reasoning, linking actions, approvals, and policies for fully auditable AI operations

### Looker

Looker tracks usage analytics — who explored what, which dashboards were viewed. Useful for adoption metrics. But production AI audit requires reasoning preservation: why did the agent decide, not just what data it explored

Looker provides insight into overall data usage and team activity, but it does not capture the reasoning behind AI agent decisions, leaving organizations unable to fully audit or validate automated workflows

### ElixirData Context OS

Decision Traces capture the complete lineage: evidence → policy checks → approvals → actions → results. Decisions linked back to LookML definitions. Reasoning preserved at execution time — audit-ready by construction

Decision Traces provide complete visibility into every AI action, preserving reasoning, approvals, and policy context, which ensures reproducibility, accountability, and full compliance with governance and audit requirements

![section-tag](https://assets.elixirdata.co/assets/section-tag.svg)

Platform Comparison

## Looker vs. ElixirData Context OS

 Side-by-side: what each platform delivers and where decision infrastructure makes the difference

| Dimension | Looker | ElixirData Context OS |
| --- | --- | --- |
| Category | Semantic BI + visualization (Google Cloud) | Decision Infrastructure for Agentic Enterprises |
| Where It Sits | Analytics layer — models business logic | Deterministic execution layer — governs AI actions on semantics |
| AI Capability | Gemini / Vertex AI integration | Bounded, auditable autonomy: policy, authority, evidence — before AI executes |
| Understanding | LookML semantic modeling | Context Graphs import LookML as ontology — adds causal reasoning |
| Governance | Row/model-level access control | Dual-gate policy enforcement at decision time AND commit time |
| Accountability | Usage analytics (who explored what) | Decision Traces linked to LookML definitions |
| Autonomy | No agent autonomy — explores serve humans | Governance as a Gradient™ — bounded, auditable execution |
| Value Model | Warehouse compute + LookML dev time | Outcome-as-a-Service from existing semantic investment |
| Improvement | Static semantic models, manually maintained | Closed-loop ACE: context evolves with real outcomes |
| Deployment | Google Cloud + LookML dev cycle | 4-week enterprise deployment on existing Looker investment |
| Agent Support | Google-specific AI integration | Model and tool agnostic — works across LLMs, vendors, frameworks |

Looker

ElixirData Context OS

### Category

Semantic BI + visualization (Google Cloud)

Decision Infrastructure for Agentic Enterprises

### Where It Sits

Analytics layer — models business logic

Deterministic execution layer — governs AI actions on semantics

Where It Sits

### AI Capability

Gemini / Vertex AI integration

Bounded, auditable autonomy: policy, authority, evidence — before AI executes

AI Capability

### Understanding

LookML semantic modeling

Context Graphs import LookML as ontology — adds causal reasoning

Understanding

### Governance

Row/model-level access control

Dual-gate policy enforcement at decision time AND commit time

Governance

### Accountability

Usage analytics (who explored what)

Decision Traces linked to LookML definitions

Accountability

### Autonomy

No agent autonomy — explores serve humans

Governance as a Gradient™ — bounded, auditable execution

Autonomy

### Value Model

Warehouse compute + LookML dev time

Outcome-as-a-Service from existing semantic investment

Value Model

### Improvement

Static semantic models, manually maintained

Closed-loop ACE: context evolves with real outcomes

Improvement

### Deployment

Google Cloud + LookML dev cycle

4-week enterprise deployment on existing Looker investment

Deployment

### Agent Support

Google-specific AI integration

Model and tool agnostic — works across LLMs, vendors, frameworks

Agent Support

![section-tag](https://assets.elixirdata.co/assets/section-tag.svg)

Capability Matrix

## Decision Infrastructure Capabilities

 Decision Infrastructure Capabilities enable safe, auditable, and compliant AI operations with policy enforcement and reproducible workflows

| Capability | Context OS | ElixirData Detail | Looker | Looker Detail |
| --- | --- | --- | --- | --- |
| Dual-Gate Policy Enforcement | ✔ | Policy Gates at decision + commit time | ✕ | No execution governance |
| Decision Traces | ✔ | Reasoning lineage linked to LookML | ⚠ | Usage analytics |
| Context Graphs | ✔ | Imports LookML as ontology + causal reasoning | ✔ | LookML semantic modeling |
| Bounded Autonomy | ✔ | Governance as a Gradient — auditable | ✕ | No agent autonomy |
| Outcome-as-a-Service | ✔ | Governed outcomes from semantic investment | ✕ | Dashboard delivery only |
| Closed-Loop Improvement | ✔ | ACE: context evolves with real outcomes | ✕ | Static semantic models |
| 4-Week Deployment | ✔ | On existing Looker investment | ⚠ | Google Cloud + LookML dev |
| 60% Cost Reduction | ✔ | Context compilation from semantics | ⚠ | Warehouse compute costs |
| Model Agnostic | ✔ | Works across LLMs, vendors, frameworks | ⚠ | Google-specific |
| Semantic Modeling | ⚠ | Imports LookML (not a modeling tool) | ✔ | LookML (code-based, versioned) |
| Google Cloud Native | ⚠ | Connects to BigQuery | ✔ | Native Google Cloud service |

✔ Strong⚠/⚠ Partial✕ Limited / None

![section-tag](https://assets.elixirdata.co/assets/section-tag.svg)

Honest Assessment

## When Each Platform Shines

 Looker excels at semantic exploration, while Context OS enables governed AI execution, policy enforcement, and improvement

Semantic Exploration

### When Looker Makes Sense

 Looker is a powerful, flexible platform. If your organization truly requires its core capabilities for data modeling, exploration, and analytics, it is the right choice

LookML semantic modeling (code-based, versioned)

Native Google Cloud integration

Strong developer-first BI approach

Embedded analytics capabilities

![star-icon](https://assets.elixirdata.co/assets/sparkle.svg)

Outcome: Models and visualizes data efficiently

Governed Execution

### Where Context OS Wins

 When AI agents need to act — with policy enforcement, reasoning preservation, and continuous improvement — Context OS is your decision infrastructure

Context Graphs that import LookML as ontology

Dual-gate policy enforcement at decision + commit time

Decision Traces linked to semantic definitions

60% lower cost through context compilation

![star-icon](https://assets.elixirdata.co/assets/sparkle.svg)

Outcome: Enforces policies and improves agent performance

## Decision Infrastructure for Your Looker Investment

 Policy, authority, and evidence — before AI executes. See how Outcome-as-a-Service delivers governed decisions on your Looker data

[Request Executive Demo](https://demo.elixirdata.co/) [Download Blueprint](https://na2.hubs.ly/H0305bm0)

![elixir-logo](https://www.elixirdata.co/hubfs/elixirdata-logo.svg)

ElixirData is the Decision Harness for Enterprise AI agents. Context tells AI what's true. Governance tells AI what's allowed.

[Get Demo](https://www.elixirdata.co/context-os/demo/)

### Platform

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      "text" : "Decision Traces preserve semantic attribution, evidence and assumptions, policy validations, approvals/escalations, and outcome-linked execution records."
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```