Simba Intelligence
Governed Data Access for AI Systems, Without Hallucinations
Simba Intelligence turns your existing data infrastructure into an AI-ready semantic layer. Connect live enterprise data to AI systems through governed, with driver-level access. No hallucinations or brittle integrations.
For Leaders Who Need Connected, Trusted Data
From embedded product teams to enterprise data owners, Simba Intelligence delivers governed, explainable AI that your teams and customers can trust.
Software Builders
Make Your Product the Smartest in the Room
Software companies embed Simba Intelligence to deliver governed, explainable AI analytics that trace to source data. APIs & SDKs integrate directly into your app so users stay in flow. ISVs use it to differentiate, drive adoption, and earn trust.
Data / Engineering Teams
Empower Teams With Governed, Live AI Insights
Data & analytics teams use Simba Intelligence to automate prep with agents, apply the semantic layer at query time, and enforce governance. Decision makers get explainable numbers with lineage. Analysts drill into anomalies. Adoption scales beyond pilots.
AI Infrastructure
Feed AI Systems Clean, Governed Data at Scale
Data engineering teams use Simba Intelligence to give AI agents governed, ready-to-use data without manual prep or brittle pipelines. Agents scan schemas, infer joins, and apply business rules so every AI output is reliable and production-ready.
Why AI Pilots Stall and How Simba Intelligence Fixes It
Are Hallucinations Eroding Trust in Your Results?
When answers look sure but you can’t prove the number, trust fades fast. Without a clear trail back to the source, leaders won’t sign off. Simba Intelligence ties every answer to live data and shows the trail so you can stand behind the result.
Are Your Teams Stuck Cleaning Data Instead of Using It?
Teams spend weeks fixing and formatting data instead of solving problems. Simba Intelligence does the prep work for you, so teams can focus on asking questions and finding insight, not cleaning up spreadsheets.
Do Compliance Rules Stop You From Scaling AI?
Privacy laws and residency rules often block AI projects before they start. Moving or copying data adds risk and delay. Simba Intelligence applies your security and governance rules automatically while keeping data live so you can scale AI safely.
What Simba Intelligence Is & Who It’s Built to Serve
Traditional BI surfaces dashboards and data connectors move information, but neither solves the AI trust gap. Simba Intelligence combines agentic AI with zero data movement, enterprise governance, and real-time RAG so you can scale adoption with confidence.
Connect AI Directly to Your Governed Enterprise Data
When you connect a data source, an agent scans schemas, infers joins, and builds a governed semantic layer. Human experts review and refine it before it goes live. From that point, every question queries live data through that layer, returning deterministic results with full lineage.
Agents scan schemas, infer joins, and apply business rules so models get contextualized data instantly.
Federated queries access warehouses, databases, and SaaS apps in real time without duplication.
Applies enterprise controls at query time. Access rules, semantic layers, and lineage are enforced.
Every answer is auditable and repeatable. Outputs are always grounded in facts, not model guesses.
Integrate Simba Intelligence into ISV apps or workflows with APIs and SDKs for governed AI inside products.
Expose governed enterprise data directly in AI assistants like Claude for seamless user workflows.
Where Simba Intelligence Fits in the Data Landscape
Traditional BI tools surface dashboards, and data integration tools move data. Simba Intelligence connects AI directly to governed enterprise data without copying or losing control.
| Simba Intelligence | Traditional BI | Data Integration Tools | |
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| AI Agent Integration |  |
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| Natural Language Queries | |
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| Zero Data Management | |
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| Enterprise Governance | |
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| Real-time Enterprise RAG | |
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Connect AI Directly to Your Governed Enterprise Data
When a question is asked, Simba Intelligence delivers an data engineering agent. It connects to live sources with production-grade connectivity, applies your semantic layer & governance policies at query time, and generates deterministic results with full lineage. ISVs embed it through APIs & SDKs, and enterprises adopt it to scale AI safely across workflows.
Run AI and Analytics Without Moving Data
Each core feature works together to keep data live, governed, and explainable. From AI agents to audit trails, every part of Simba Intelligence is designed for trusted, enterprise-scale analytics.
AI Agents for Data Prep
Automates schema discovery, infers joins, and maps context at query time so models get structured inputs.
Zero Data Movement
Federates queries across warehouses, databases, and SaaS apps in real time without copying or moving your data.
Governance-First Security
Inherits enterprise permissions, builds a semantic layer, and enforces policies consistently for every query.
Business Rules Engine
Applies business rules and calculations the same way every time, producing consistent answers across teams.
Transparent Audit Trails
Records every query and result with source lineage so outputs are fully traceable, auditable, and defensible.
MCP Integration
Exposes governed data to assistants like Claude/Gemini/ChatGPT via MCP, enabling secure, direct, in-workflow access.
Frequently Asked Questions
Logi Symphony and Simba Intelligence deliver a Better Together experience. Logi Symphony provides governed dashboards and reports as the single source of truth. Simba Intelligence lets AI agents query live, governed data to answer unscripted questions.
Simba Intelligence supports the full range of Simba drivers, from Snowflake, Databricks, Trino, Salesforce, and SAP to cloud, SaaS, big data, and legacy databases. It queries data in place without replication or brittle pipelines, keeping governance intact.
If AI does not have access to all your data, it will still generate an answer, whether that answer is correct or not. Simba Intelligence grounds every query in governed, live enterprise data, applying your business logic and rules at query time so responses are deterministic, verifiable, and auditable.
Simba Intelligence inherits your enterprise security model, enforces access controls and semantic rules, applies your business logic, and maintains complete audit trails for every query and result. It is governance built into the architecture, not added later.
Yes. APIs and SDKs let product teams embed Simba Intelligence directly into their applications. End users get governed, explainable AI inside the product experience with no extra portals or context switching.
No. Simba Intelligence is an agentic analytics platform, not a BI tool. BI tools visualize data that is already aggregated. Simba Intelligence enables AI agents to explore live, governed enterprise data safely, providing deterministic answers instead of static dashboards.
Simba Intelligence can be deployed anywhere: in your cloud, on premises, or in a hybrid environment. It avoids vendor lock-in and adapts to your infrastructure, delivering governed, live data access wherever your systems run.
Simba Intelligence is designed for CDAOs, CIOs, and product leaders who need to deploy trusted, explainable AI in production. Enterprise teams use it to govern AI across data estates, while software companies embed it to deliver governed intelligence inside their products.
