AI Academy
AI should explain real portfolio data.
Grounded AI means answers are based on verified EstateIQ records, not unsupported financial assumptions.
Generic AI vs grounded AI
Grounding changes what the AI is allowed to rely on.
For financial software, the question is not whether AI sounds fluent. The question is whether the answer can trace back to records.
Generic AI
May explain from general language patterns without knowing which portfolio records support the answer.
May make unsupported financial assumptions when context is missing.
May sound precise even when no deterministic calculation exists.
EstateIQ grounded AI
Explains answers grounded in verified EstateIQ records and structured outputs.
Should reference real totals, balances, expenses, documents, and reports when answering.
Keeps deterministic financial data as the authority behind the explanation.
Why financial software requires grounding
Financial answers need more than plausible wording.
Landlords make decisions from balances, lease terms, expenses, and reports. Those answers need a source of truth below the model.
Core rule
AI explains the system's truth; it does not become the truth.
EstateIQ AI should help users understand real totals, balances, expenses, documents, and reports. The authority still comes from the records and deterministic logic that produced the answer.
How EstateIQ grounds answers
Records become structured context before they become natural language.
EstateIQ grounds answers by keeping the model downstream of structured system outputs.
01
A question is understood as a structured intent.
02
The system routes that intent to supported analyst tools.
03
Tools use selectors and reporting logic over EstateIQ records.
04
The LLM receives structured output and explains it naturally.
Guardrails
What the AI is not allowed to do.
Clear boundaries make the AI more useful because users know what it can and cannot do.
Invent balances, expenses, payments, or document facts.
Treat missing context as enough evidence for a financial conclusion.
Modify charges, payments, allocations, leases, expenses, or reports.
Replace ledger math, reporting logic, or source documents as financial truth.
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