Platform Walkthrough

How AURORA Works

AURORA automates stock analysis using structured prompts and web crawlers. Follow this step-by-step visual onboarding guide to leverage our research workspace.

AURORA Workspace Dashboard
AURORA Workspace Dashboard Interface

1. Search Company or Ticker

Type a company name (e.g. 'Apple', 'Tesla') or stock symbol in the search input box. The autocomplete engine searches listing options character-by-character.

ℹ Pro Tip: Our system resolves international tickers (e.g. '.KS' for Korean exchanges or '.NS' for Indian listings) and filters non-equity assets dynamically.

2. Select from Suggestion Dropdown

Select the correct stock listing from the suggestion dropdown menu to lock in the ticker (e.g. AAPL, TSLA) and run the audit.

ℹ Pro Tip: Clicking a suggestion automatically fills the inputs, triggers a pipeline build, and avoids typos that could lead to analytical mismatches.

3. Monitor Live Pipeline Stepper

Watch the active workflow progress bar. Five key auditing steps run sequentially: Ticker Resolution, Financial Fetching, News Scraping, AI Analysis, and Compilation.

ℹ Pro Tip: A terminal console log on the right side streams raw logs directly from the backend API, detailing data payloads and grounding checks.

4. Review Compliance Decision

Check the top compliance block. AURORA displays a final rating ('INVEST' in green or 'PASS' in red/orange) alongside a circular SVG confidence gauge.

ℹ Pro Tip: The confidence rating (0% to 100%) represents the agent's margin of certainty matching metrics against selected risk tolerances.

5. Financial Trajectory & Analyst Consensus

Analyze interactive charts. The Historical Earnings line graph renders 4 years of annual Revenue and Net Income trends. Wall Street Consensus aggregates buy/hold/sell trends.

ℹ Pro Tip: If Yahoo Finance is rate-limited or blocks international tickers, our system gracefully switches to mock fallback metrics to keep dashboards operational.

6. Audited Financial Indicators

Examine the 9-indicator metrics grid. Displays critical key statistics like current P/E ratio, forward P/E, PEG, Price-to-Book, profitability ratios, margins, current liquid ratios, and total leverage.

ℹ Pro Tip: Ratios are extracted dynamically from public filing statements and mapped into visual blocks to allow instant comparison and screening.

7. Manage Query History

Re-hydrate previous audits instantly. The left sidebar stores past query logs. You can sync history profiles to the cloud database or clear them with a single click.

ℹ Pro Tip: When users log in from another device, their historical audits sync automatically from the PostgreSQL database, preserving their records.

Frequently Asked Questions

Q: Why do some searches return "No historical trends retrieved"?

A: Some tickers (especially international listings) do not publish yearly financials on public endpoints. The UI will render fallback indicators gracefully so the main analysis is still readable.

Q: How do the Risk Tolerances (Low, Med, High) affect verdicts?

A: Low tolerance triggers strict solvency rules (e.g. rejecting high Debt-to-Equity companies). Med and High tolerances loosen criteria, allowing Gemini to focus on earnings growth potential.