The problem
Turn private financial source material into structured research that remains traceable, challengeable, and human-approved without implying trade execution or personal advice.
Evidence-led financial research with human approval
A full-stack financial research workspace that turns private source documents into cited, reviewable analysis without crossing into trade execution or personal advice.

Aperture keeps source documents, retrieval evidence, structured analysis, human edits, and reviewed export in one workflow. The product does not try to make uncertainty disappear. It makes the work easier to challenge.
Turn private financial source material into structured research that remains traceable, challengeable, and human-approved without implying trade execution or personal advice.
Research-minded investors and analysts who need evidence, freshness, uncertainty, and decision boundaries visible in one workflow.
Independent product direction, UX/UI, Next.js frontend, Go API integration, AI evaluation, and release engineering
Separated Next.js product rendering from the authoritative Go finance and document API.
Bound material claims to the active retrieval evidence or a visible unsupported state.
Stored immutable raw output and append-only human edits, decisions, and citation feedback.
Kept external providers disabled by default while deterministic evaluation and failure handling matured.

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