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Hooligan Labs · Product

PennyWize

Status · Discovery

Signals. Context. Clarity.

PennyWize is a signal + research assist for noisy tickers: scanner boards, briefings, and explainability that help you understand what changed and why it matters.

Not predictive. Not financial advice. No buy/sell calls.

What it does

Built for “weird move” detection without turning into a hype machine. The output is structured context you can act on responsibly.

Feature

Scanner board

A clean board of unusual tickers and movement patterns—built to reduce noise, not amplify it.

  • • Filters for volume/float/volatility
  • • “Why it surfaced” labels
  • • Watchlist-friendly layout

Feature

Ticker briefing

A short, structured briefing that summarizes the day’s relevant changes and what sources were involved.

  • • What changed since last check
  • • Source buckets (news, filings, socials)
  • • Links-ready output for later citations

Feature

Explainability

“Show your work” tracing—what inputs drove the alert and what evidence supports the summary.

  • • Evidence-first summaries
  • • Confidence cues (not predictions)
  • • Audit-friendly trail for later

What it’s not

PennyWize is not a buy/sell bot. It does not predict prices or tell you what to trade.

It’s a signal + research workflow: surface changes, attach context, and make it easier to do your own diligence.

No predictions · No advice

Status / Phase

Phase 1 MVP (current target)

A tight, shippable slice: scanner → briefing → explainability trail.

Scanner board with sensible filters and watchlists
Briefing output per ticker (what changed + where it came from)
Explainability panel (inputs, evidence buckets, timestamps)

Roadmap

Promoted when the signal is real

  1. Phase 1 · MVP — Scanner board + ticker briefings + explainability.
  2. Phase 2 · Workflow / Pro mode — Saved rules, exports, alert routing, and operator-grade filtering.
  3. Phase 3 · Sources & evidence — Stronger provenance: evidence links, source snapshots, and audit trails.

Sources & citations

UI will include a “sources” panel designed for citations and evidence links. (No public citations are shown here yet.)

Want to build around PennyWize?

A short email with your constraints and goals is perfect.