AI applications connected to live data
Natural-language experiences grounded in databases, documents and enterprise services—not stale model memory.
Learn more → Applied AI • Strategy • Architecture • Delivery
AI for systems that cannot afford to guess.
Golden Ratio builds intelligent applications, agents and knowledge systems that connect AI reasoning with live data, business rules, validation and accountable human action.
30 years of systems thinkingEnterprise + SME focusHuman oversight by design
01 / INTELLIGENCE
Models interpret intent and generate options.
Useful—but never the only control layer.
Grounded in current facts
Validated before action
Auditable by design
Built for measurable value
Start with the work
What could AI improve for you?
Select a challenge. The site will map it to a practical first engagement.
Core capabilities
View all solutions →From AI idea to governed system.
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Agents and automation
Multi-step systems that route, draft, validate, escalate and act within defined authority.
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Governance and validation
Guardrails for authorization, assumptions, constraints, auditability and human approval.
Learn more →Document and knowledge intelligence
Extract, compare, classify, summarize and answer questions across complex organizational information.
Learn more →Golden Ratio AI Lab
Ideas made tangible.
Active products and research prototypes exploring authorship, governed agents, customer intelligence and world models.
AM
Authorship Meter
Verify how work was created—not merely how it appears.
Explore project →SK
SmartKid
Grounded conversational intelligence over live operational data.
Explore project →W
Warrant
An authorization and governance layer for consequential AI-agent actions.
Explore project →WM
Logistics World Model
Constraint-aware reasoning for complex transportation decisions.
Explore project →AI market radar
What is changing—and why it matters.
Curated developments linked to the practical consulting questions they create.
AI systems are moving from chat to governed action
The next wave of enterprise AI will connect reasoning to live data, validation layers and accountable execution.
Related Golden Ratio workAI agents, governance
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Why grounded AI matters for operational workflows
Useful business AI must know what is current, what is permitted and when a person must review the result.
Related Golden Ratio workRAG, live data
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Document intelligence as an entry point for practical AI
Extraction, comparison, summarization and policy-aware search can create measurable value without replacing core systems.
Related Golden Ratio workDocument AI
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Founder-led systems architecture
Three decades of enterprise thinking, now focused on applied AI.
Golden Ratio is led by Rajeev Aggarwal, an AI systems architect whose experience spans financial systems, transportation, blockchain and intelligent product design.
“Intelligence should be enforced—not merely inferred.”
A useful first step
Bring one difficult workflow.
We will help frame a small, testable AI pilot around measurable value, real constraints and responsible deployment.
Discuss the workflow