VantageVest
Partner evaluation briefing

Prepared for WELREX · September 2026

A factory for low‑frequency trading models

Proven investment concepts, hard evidence and AI-accelerated research, built into strategies your relationship managers can offer and explain.

Featured model
AtlasAll-weather US equities · rebalanced weekly

Confidential · For investment professionals only

VantageVest
Prepared for WELREX

The challenge

Your relationship managers need strategies they can stand behind

The shelf

Clients shop around

19%

of high-net-worth individuals use a single wealth firm, down from 39% in 2019. Access to something distinctive decides who keeps the relationship.

Capgemini, World Wealth Report 2026

The evidence

Backtests fade

−73%

median fall in Sharpe ratio when 215 bank-built strategies moved from backtest to live trading. A strong backtest is common. One that survives is rare.

Suhonen, Lennkh & Perez, Journal of Portfolio Management, 2017

The explanation

AI is hard to explain

46%

of UK financial firms say they only partly understand the AI they use. Your RMs still have to explain every holding to the client.

Bank of England & FCA, AI in UK financial services, 2024

VantageVest was built around these three problems

Confidential · For investment professionals only02 / 11
VantageVest
Prepared for WELREX

Who we are

One production line, from investment concept to portfolio

MacroThe concept
ValueQualityTrendVolatility regimesInformed investors
MicroThe evidence

Fundamental

Financial statements, valuation, capital allocation, earnings surprises

Technical

Price trend, momentum, market breadth, volume

Quantitative

Volatility, drawdown, correlation, regime statistics

AggregationThe decision

Each model weighs its evidence into one calibrated score. Testing sets the weights, and AI is used only where the tests support it.

OutputThe portfolio

Rebalanced daily to weekly. Liquid names, trading costs modelled up front, every holding traceable to the evidence behind it.

19 yrsof market and fundamental history, 2007–2025, spanning three bear markets
~2,500US equities in the research universe
8low-frequency models built to date
6gates every model must pass before it trades
Confidential · For investment professionals only03 / 11
VantageVest
Prepared for WELREX

How the factory works

Six gates stand between an idea and client capital

  1. 1

    Concept review

    Start from published evidence and a reason the effect should persist.

    Stops here ifthere is no economic rationale

  2. 2

    Pre-registration

    Success and kill criteria are written down before the first test runs.

    Stops here ifcriteria can't be fixed in advance

  3. 3

    Simulation

    19 years and three bear markets, net of costs, with fundamentals dated by filing.

    Stops here ifit fails its pre-registered gates

  4. 4

    Adversarial audit

    A separate review hunts for look-ahead, survivorship and timing artefacts.

    Stops here ifa leak is found; the result is retracted

  5. 5

    Paper trading

    Live signals, scored against acceptance bands fixed before launch.

    Stops here ifresults leave the band

  6. 6

    Production

    Staged go-live with kill-switches, reconciliation and a full audit trail.

    Stops ifthe hard drawdown limit is hit

112experiments logged in 20 weeks, each with hypothesis, setup, result and lesson
2 : 1more than two ideas rejected or shelved for every one shipped
3pre-registered strategies dropped by their own kill criteria this year
Confidential · For investment professionals only04 / 11
VantageVest
Prepared for WELREX

Where AI fits

AI does the heavy lifting. Evidence decides what ships.

ResearchAI leads

AI agents build and run the simulations, write up the results and review each other's work for leaks. People approve what ships.

SignalsAI assists

Language models turn filings, transcripts, news and analyst videos into structured, time-stamped inputs. Live today in our analyst-intelligence models.

DecisionsAI must earn it

An AI component joins a live decision only after it is tested against a simpler rule. In Atlas the rule won, so Atlas runs on logic you can explain line by line.

Guardrail

Nothing from the future

Every input is time-stamped. Filings count from their release date, prices from their close.

Guardrail

Bounded influence

AI output feeds scores and rules. It never sends an order on its own.

Guardrail

Replayable

Model versions, prompts and inputs are fingerprinted, so any past decision can be reproduced.

Guardrail

Human sign-off

People approve every model, every parameter change and every go-live.

Confidential · For investment professionals only05 / 11
VantageVest
Featured model · Atlas

Featured model · two sleeves

Atlas: all-weather US equities

Each sleeve covers the other's blind spot. The core's exposure control is built for slow bear markets; the crisis sleeve is built for fast crashes.

Universe~2,500 US stocksmarket cap above $300M
HoldingsConcentratedup to 10 core names
RebalanceWeeklydaily risk checks
PositionsLong-onlyunlevered, can hold cash
BenchmarkS&P 500total return, USD
Evidence2007–202519-year simulation
StatusPaper ramporders gated by stage
Confidential · For investment professionals only06 / 11
VantageVest
Featured model · Atlas

Atlas · simulated results, 2007–2025

A market-like return with less than half the drawdown

Annual returncompound, per year
As deployed11.1%
Conservative10.0%
S&P 500 TR10.7%
Sharpe ratioreturn per unit of risk
As deployed0.90
Conservative0.82
S&P 500 TR0.61
Worst drawdownpeak to trough
As deployed−23.4%
Conservative−25.3%
S&P 500 TR−55.2%
Crisis yearsconservative case
Calendar yearAtlasS&P 500 TR
2008 · financial crisis−14.8%−36.8%
2020 · pandemic crash+38.2%+18.4%
2022 · rate shock−14.4%−18.2%
4.8%a year of alpha after six standard risk factors (t = 2.6, conservative case)
0.41average market beta, well under half the index's exposure

Live record

Atlas is in its paper-trading ramp. Its results are reported on their own and judged against the bands on slide 9.

Simulated past performance. Past performance is not a reliable indicator of future results. USD, 4 Jan 2007 – 31 Dec 2025 (4,779 trading days), net of modelled trading costs and before any management or platform fees, dividends reinvested. Sharpe ratios use total returns without deducting cash, for every series. The conservative case removes the extra return from a rebalancing band that we do not underwrite. Benchmark: SPY total return. The universe is drawn from current listings, so results carry survivorship bias.

Confidential · For investment professionals only07 / 11
VantageVest
Featured model · Atlas

Atlas · evidence quality

Backtest questions, answered up front

Addressed

Was the design fixed before testing?

Yes. It follows a written specification and published research; live pass/fail bands were set before paper trading.

Addressed

How many variations were tried?

All of them are logged: 58 documented experiments on Atlas, 28 of them rejected or deferred.

Partly

Is there out-of-sample evidence?

300 nearby settings, walk-forward tested, all kept an out-of-sample Sharpe above 0.9. The final settings used all 19 years.

Addressed

Are the trading costs realistic?

Spread, market impact and a cap of 10% of daily volume are modelled. About 1.9% a year of cost drag is already deducted.

Partly

How fragile is the timing?

A one-day delay on every signal weakens the results, but they stay positive.

Open

Is there survivorship bias?

Some. The universe comes from current listings. We disclose it and can re-run on delisting-inclusive data.

Addressed

How much capital can it take?

Single-digit to low-$20s millions at current settings, enough for a pilot. Larger-cap variants can raise it.

Addressed

Is the live record kept separate?

Always. Paper and live results are reported on their own, against pre-set bands, never spliced onto the backtest.

Confidential · For investment professionals only08 / 11
VantageVest
Featured model · Atlas

Risk & governance

We define failure before we trade

Hard limit

A stop set just past the worst simulated loss

Acceptance band

Live results are judged against a range fixed in advance

The band is the 5th–95th percentile of Atlas's simulated six-month returns. Falling below it raises a formal underperformance flag. Below the band with a 12-month Sharpe under −0.56, we declare the model is not working.

Operational controls
  • Staged go-liveOrders stay off until each rung of the deployment ladder is signed off.
  • Duplicate-proof ordersDeterministic order IDs and an order ledger, so a restart cannot resubmit a trade.
  • Daily reconciliationModel state is checked against the broker every session; mismatches raise an alarm.
  • Version-stamped decisionsEvery portfolio carries a fingerprint of the exact configuration behind it.
  • Fidelity checksPaper trading must match 99% of target weights, with costs within 1.5× the model.
Thresholds come from the simulation and are fixed before live trading begins.09 / 11
VantageVest
Prepared for WELREX

Offering Atlas at WELREX

Four ways to put Atlas in front of your clients

Option A · fastest start

Sleeve in your mandates

Weekly target weights by API or file. WELREX keeps discretion and implements across its custodians.

Best for
A pilot within weeks
Effort
Low
Execution
WELREX
Option B

Named strategy on your shelf

Atlas beside your in-house strategies, with factsheets and client-ready reporting for every RM.

Best for
RM distribution
Effort
Medium
Execution
WELREX
Option C

Certificate wrapper

An actively managed certificate via an issuing partner: one ISIN, held at any custodian.

Best for
Multi-custody clients
Effort
Higher
Execution
Issuing partner
Option D

Bespoke models

Built for WELREX: risk-tiered Atlas variants, risk overlays for your thematic portfolios, other markets.

Best for
An exclusive edge
Effort
Project-based
Execution
Any of A–C

You keep discretion, suitability and the client relationship. Terms are open: licence, revenue share or performance-linked.

Confidential · For investment professionals only10 / 11
VantageVest
Prepared for WELREX · 11 / 11

Why VantageVest

Discipline you can auditPre-registered criteria, adversarial audits and a research log that records the failures as well as the wins.
AI you can explainTime-stamped, bounded and replayable. Every holding traces back to its evidence.
Downside you can sizeA hard drawdown limit and acceptance bands, fixed before the first live trade.
Proposed next 90 days
  1. Weeks 1–3
    Due diligenceNDA, data room and a methodology session with your CIO team
  2. Weeks 4–10
    Shadow portfolioAtlas runs on paper in your reporting, scored weekly against the bands
  3. Weeks 11–13
    Launch decisionFormat, pricing and a pilot group of RMs, with pass/fail agreed on day one

contact@vantagevestai.com

For investment professionals only; not for retail distribution. This presentation is for discussion purposes. It is not investment advice, a financial promotion to retail clients, or an offer to buy or sell any security. All performance figures are simulated past performance from a backtest (January 2007 – December 2025), net of modelled trading costs, before fees and including dividends; they do not reflect actual trading, and the research universe carries survivorship bias. Simulated past performance is not a reliable indicator of future results. The value of investments can fall as well as rise.

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