Vector Ridge · Quantitative Trading Firm
Live models, frontier AI and institutional-grade investment research in one platform.
Professional execution
Trading Terminal, slide 1 of 6
Access the Trading Terminal — live models powered by the same architecture behind a 294% verified real-money World Cup return.
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 — trade anywhere, receive instant alerts, and follow every position and market update in real time.
* Vector Ridge internal trading-strategy benchmark.
294% verified real-money return across all divisions of the 2025 World Cup Trading Championships — now published as live trading models you can access.
Every trade is tracked live. Every result is recorded. You decide how to trade it.
Frontier trading 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
Atlas AI leads every measured category in our internal trading-research benchmark—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 trading models. Every live position. Every critical update—always within reach.
Darren O'Neill is the founder of Vector Ridge, a full institutional-grade quantitative trading 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.
Built on radical transparency, Vector Ridge publishes systematic, horizon-specific signals for independent and institutional research workflows. Product identity, lifecycle state and realized outcomes are carried by the live ledger; static marketing snapshots are not the performance record.
Builds and trades 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 Elite. Atlas AI remains a separate closed beta.
14 days free · card required
$50 first paid month, then $200/month
One institutional contract. Add the seats you need, then pay the published surcharge for executed notional volume.
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 Elite. Atlas AI remains a separate closed beta.
| Retail accessPlan comparison | 01LiteChoose products | 02PlusFull standard access | 03EliteRapid + every released feature |
|---|---|---|---|
| PriceFollows billing selected above |
$20/ product / monthPay only for what you use
$15/ product / month$180/year each · Save $60
|
$100/ monthEvery standard feature
$75/ month$900/year · Save $300
|
$200/ monthIncludes a free trial
Monthly only14-day trial · yearly Elite is not currently available
|
| 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 | — | — | ✓ |
| 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 free trial today.
Start Free TrialWe'll help you identify the right Vector Ridge solution for you and your process.
You can reach us anytime via
info@vector-ridge.com
