Production ML Systems

Turn Multiple Data Sources into Actionable Signals

We build automated systems that collect data, run machine learning analysis, and deliver clear recommendations. No manual analysis. No dashboard fatigue. Just signals you can act on.

See It In Action Talk to Us
10+
Data Sources
4
ML Models
24/7
Automation
<5min
Latency

What We Build

End-to-end data pipelines that turn noise into decisions

📡

Data Collection

Automated collectors pulling from market data, social platforms, news, and economic indicators.

  • Market data (price, volume, options)
  • Social sentiment (Reddit, Twitter, forums)
  • News headlines and press releases
  • Macro indicators (VIX, rates, credit spreads)
  • Alternative data sources
🧠

ML Analysis

Multiple models running in parallel, each answering different questions about your data.

  • Pattern recognition classifiers
  • Time-series forecasting
  • Regime change detection
  • State identification
  • Ensemble fusion with confidence scores
📊

Automated Outputs

Reports and dashboards generated automatically on your schedule. No manual compilation.

  • Auto-refresh HTML dashboards
  • Excel reports with historical tracking
  • JSON APIs for integration
  • Email/Slack alerts on thresholds
  • Full audit logs
🔧

Custom Systems

We build bespoke pipelines for your domain. If you need data + analysis, we can build it.

  • Custom scrapers and APIs
  • Domain-specific models
  • Integration with your stack
  • Local or cloud deployment
  • Ongoing maintenance

See What You Get

This is what a production SignalHarbor dashboard looks like — auto-generated, updated on schedule, ready to act on

Live Dashboard — Apr 1, 2026, 08:04 ET
Updates every 2 hours • 88 stocks analyzed
VIX 24.97
Regime NEUTRAL
SPY +2.9%
IWM +3.5%
Oil $100.29
# Stock Score Signal Price 1D% Squeeze% Peak% Vol× Short% RSI
1 POLA Polar Power, Inc. 79 STRONG SELL $1.95 +0.0% 25% 30% 8.5× 53% 50
2 ELAB PMGC Holdings Inc. 68 STRONG SELL $5.99 +68.3% 23% 27% 5.0× 6% 59
3 BFRG Bullfrog AI Holdings 65 STRONG SELL $1.68 +60.0% 20% 30% 6.4× 5% 87
4 ARTL Artelo Biosciences 62 SELL $7.58 -13.2% 27% 25% 0.6× 5% 59
5 KULR KULR Technology Group 61 BUY $2.37 +9.2% 46% 22% 1.9× 20% 27
6 WT WisdomTree, Inc. 59 BUY $14.56 +4.6% 46% 16% 1.4× 29% 42
7 XNCR Xencor, Inc. 59 BUY $12.06 +6.3% 48% 13% 1.1× 22% 50
Live data from Apr 1, 2026 cycle. Full dashboard includes 88 ranked stocks, sub-score breakdowns, timing signals (ENTRY / HOLD / TAKE_PROFIT / EXIT), SHAP explanations, and Excel export.

Example Outputs

What the system delivers — automatically, on your schedule

📧 Email Alert 

Subject: BUY Signal — KULR

KULR Technology Group triggered a BUY signal.

Composite Score: 44/100 | Priority Score: 61
Squeeze Probability: 46%
Current Price: $2.37 (+9.2% today)

Key Drivers:
  → Short float: 20.3% (significant squeeze fuel)
  → RSI: 27 (deeply oversold — reversal setup)
  → Volume: 1.9× average (building interest)
  → HMM State: ACCUMULATION → PRE_SQUEEZE
  → Peak Probability: 22% (low downside risk)

Action: Monitor for entry. Stop: $2.05 | Target: $2.90-3.20

---
SignalHarbor Automated Analysis · Apr 1, 2026 08:04 ET

💬 Slack Notification 

📈 BUY SIGNAL

*Ticker:* KULR  *Signal:* BUY
*Score:* 61 priority  *Price:* $2.37 (+9.2%)

*Squeeze Prob:* 46%  *Peak Prob:* 22%
*Short:* 20.3%  *RSI:* 27 (oversold)
*Vol:* 1.9× avg

*HMM:* ACCUMULATION  *Timing:* ENTRY

<https://your-dashboard.com/KULR|View Full Analysis>

📄 Excel Report Snippet 

Rank | Ticker | Score | Signal      | Squeeze% | Timing
-----|--------|-------|-------------|----------|----------
1    | POLA   | 79    | STRONG SELL | 25%      | TAKE_PROFIT
2    | ELAB   | 68    | STRONG SELL | 23%      | EXIT
3    | BFRG   | 65    | STRONG SELL | 20%      | TAKE_PROFIT
4    | ARTL   | 62    | SELL        | 27%      | EXIT
5    | KULR   | 61    | BUY         | 46%      | ENTRY
6    | WT     | 59    | BUY         | 46%      | HOLD
7    | XNCR   | 59    | BUY         | 48%      | HOLD
... 88 stocks total

[Auto-generated 2026-04-01 08:04 ET  |  VIX 24.97  |  NEUTRAL]

🔌 JSON API Response 

{
  "ticker": "KULR",
  "timestamp": "2026-04-01T08:04:11Z",
  "composite_score": 44,
  "priority_score": 61,
  "signal": "BUY",
  "squeeze_probability": 0.456,
  "peak_probability": 0.221,
  "timing": "ENTRY",
  "uncertainty": 0.298,
  "features": {
    "short_float_pct": 20.31,
    "volume_ratio": 1.85,
    "rsi": 27.3,
    "hmm_phase": "ACCUMULATION",
    "bocpd_phase": "BUILDING",
    "macro_regime": "NEUTRAL"
  }
}

Ready to Automate Your Analysis?

We're selective about projects. If you have a data problem that needs solving, let's talk about whether we're a good fit.

chaz@signalharbor.org