Project development demands scrutiny of every component in a model: every assumption stress-tested, every contractual term negotiated, every number traced to source documents and independent reports. When AI enters this workflow, the question is whether new tools accelerate verification — or create opaque layers that conceal material changes.
Aire's two newest features tackle that question.
See the Recommendation and the Reasoning
When Aire AI proposes a change to a model term, the reasoning behind the proposal now appears alongside the suggestion. Before accepting or rejecting, you see what Aire AI considered and how the recommendation was reached.
Evaluating a bare recommendation requires reconstructing the logic behind the recommendation first — often more work than the AI saved. When the reasoning is visible upfront, the review changes shape: instead of tracing back to the source yourself, you are checking whether Aire AI's reasoning holds. The suggestion and the basis for evaluating the suggestion arrive together.
Whether working through model assumptions or contractual agreements, the judgment stays with the developer, and the basis for that judgment is visible before the decision has to be made.
Verify Data While the Question Is Still Live
Aire AI can now generate chart previews from within the conversation. Describe what you want to see — revenue across scenarios, debt service coverage at different leverage points, capacity factor against a merchant curve — and the chart appears inline without switching views.
Verification is most useful when verification happens while the question is live. The usual pattern is to note a question mid-session and build the relevant view later, by which point the context behind the question has moved on. Inline charts make it possible to check a number in the same motion as asking about the number, while the reasoning behind the question is still present. If a revenue assumption looks off, the visual is there immediately rather than deferred to a session that may not happen.
Charts generated in Aire AI can also be added to an overview page, collecting key visualizations in one place as they emerge from the conversation.
Verification as Part of the Workflow
Neither feature is designed to make AI suggestions easier to accept. Both are designed to make evaluating suggestions faster — so verification happens inside the conversation, not after the context has moved on. Deferred scrutiny is expensive: relitigating an assumption after a decision has been made costs more in time, credibility, and reopened conversations than catching it in the moment. That's the design stance: rigorous teams need AI that supplements their judgment, not AI that replaces it.
Term rationale is available now in Aire AI whenever a change is proposed. Chart previews can be requested directly from Aire AI and added to any overview page. If you are not yet using Aire, request a demo to see both features in context.