Vector Ridge · Quantitative Trading Firm
Live models, frontier AI and institutional-grade investment research in one platform.
Access the Trading Terminal — live models, conviction grades, entries, stops, targets, exits and the complete tracked record.
Review the Atlas AI closed beta for research chat, strategy building, and deterministic backtesting.* Separate approval is required.
Access Investor Desk — long-term investment intelligence spanning macro regimes, price action, fundamentals, earnings, portfolios, and insider activity.
Explore the Data Vault — market history beginning in 2000 across stocks, ETFs, futures, indices, forex, crypto, and options.
Access the Mobile App — review model research, tracked results, and market context across devices.
* Vector Ridge internal model-research benchmark.
Founder Darren O'Neill achieved a 294% verified real-money aggregate across the divisions he entered in the 2025 World Cup Trading Championships. Explore Vector Ridge's separate quantitative research models.
Every model publication is timestamped. Every result is documented. Review the complete record.
Trade alerts · snapshot from 19 September 2026.
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Frontier market intelligence
Describe your idea in plain English. Atlas AI defines the rules, applies Vector Ridge market data, runs a deterministic backtest, and shows every assumption.
No coding. No black box. You approve every step.
02 Benchmark program
In our internal market-research benchmark, Atlas AI scored highest across every measured category—from robust Sharpe and overfitting control to point-in-time integrity.
Built to produce research that survives scrutiny, not answers that merely sound convincing.
Atlas AI · Model benchmark
Controlled comparison across strategy research, robustness and time-series integrity.
Illustrative preview| Evaluation measure | Atlas AI | Opus 5 | Fable 5 | GPT Sol 5.6 |
|---|---|---|---|---|
| Idea → Robust SharpeConcept to deflated Sharpe · higher is better | 84.7% | 69.2% | 72.8% | 66.4% |
| Probability of Backtest OverfittingSelection-bias risk estimate · lower is better | 9.2% | 19.8% | 17.4% | 21.6% |
| Combinatorial Purged CVCPCV implementation and interpretation | 90.6% | 79.3% | 81.7% | 76.9% |
| Point-in-Time IntegrityLook-ahead and survivorship controls | 94.3% | 84.7% | 86.1% | 82.4% |
| Meta-Labeling AccuracySide and size under triple-barrier labeling | 87.4% | 78.6% | 80.9% | 75.8% |
Design-preview scores supplied for illustration only. They are not externally audited results and must not be presented as verified until the methodology and run logs are published.
Get access to
Search 11,056 market-bar symbols across stocks, ETFs, futures, indices, forex, and crypto, with 1-minute, hourly, and daily history reaching back to 2000—plus options-chain history for 11,244 underlyings. Choose the data you need, then backtest it with Atlas AI.
Access Data VaultCoverage varies by symbol Research tools and supported intervals vary by dataset
Full access.Anywhere.
Four research models. Tracked records and market context—available across devices.
Darren O'Neill is the founder of Vector Ridge, a professional quantitative research platform. He holds a Master in Applied Financial Economics from Oxford Saïd and achieved a perfect GMAT maths score (100th percentile). In 2025, he placed 4th in the World Cup Championship of Forex Trading, returning 168% overall and 294% across all divisions entered.
Built on radical transparency, Vector Ridge publishes systematic, horizon-specific model research for professional research workflows. Product identity, model state and documented outcomes are carried by the public record; static marketing snapshots are not the performance record.
Builds the models behind Vector Ridge. The record stays public.
Choose only the released products you use with Lite, get every released standard feature with Plus, or step up to Rapid Trade—our highest-frequency model—with Pro. Atlas AI remains a separate closed beta.
14 days free · $0 today · card required
Then $100/month until cancelled
14 days free · $0 today · card required
Then $200/month until cancelled
Join in 2026 and keep your subscription's launch rate. No automatic increase in 2027. Future prices for new customers will be reviewed separately. Prices in USD. Cancel before day 14 to pay $0. One trial per eligible customer. Existing subscriptions and active trials keep their agreed terms.
Vector Ridge Capital / Investor interest
The public platform is the surface. The fund deploys the complete systematic long + short architecture across a global multi-asset universe.
Vector Ridge Retail surfaces less than 1% of the model universe.
Select any products · $20/month each · cancel anytime
Plus is now the same price or better. At five selections, $100/month unlocks every released standard feature. Atlas AI remains a separate closed beta.
Continue with Plus →Pay only for the released products you use, unlock every released standard feature, or add Rapid Trade with Pro. Atlas AI remains a separate closed beta.
| Retail accessPlan comparison | 01LiteChoose products | 02PlusFull standard access | 03ProRapid + every released feature |
|---|---|---|---|
| Price2026 launch rates · billed monthly |
$20/ product / monthPay only for what you use
|
$100/ monthEvery standard feature
|
$200/ month14 days free, then $200/month
|
| Product access | |||
| Eligible products | Choose any | All standard | All standard |
| Swing, Overnight and Day Trade | Choose any | ✓ | ✓ |
| Price Ranges and Risk Management | Choose either | ✓ | ✓ |
| Investor Desk research products | Choose any | ✓ | ✓ |
| Data Vault | Optional | ✓ | ✓ |
| Atlas AI + premium models | |||
| Atlas AI usage | Closed beta | Closed beta | Closed beta |
| Rapid Trade | — | — | ✓ |
| Atlas AI Pro model | Closed beta | Closed beta | Approval required |
| Free trial | — | 14 days · card required | 14 days · card required |
| Access everywhere | |||
| Web dashboard | ✓ | ✓ | ✓ |
| Mobile app | Where supported | ✓ | ✓ |
| Live alerts and updates | Where supported | ✓ | ✓ |
Get institutional-quality quantitative research, with every signal timestamped at publication. Start your trial today.
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You can reach us anytime via
info@vector-ridge.com
