Risk factors

What can go wrong — and what is verified.

Risk factors

What can go wrong — and what is verified.

We publish the risks and the evidence status of every claim. The verification table is the source of truth.

Commercial adoption

Pre-revenue; demand for the platform is unproven.

Mitigant: Staged spend against milestones.

Performance translation

Backtests may not persist in live markets.

Mitigant: Separate reporting and hard risk limits.

Key person

The founder is central to research and product.

Mitigant: Documentation, hiring plan and advisory.

Regulatory

Licensing and marketing rules vary by jurisdiction.

Mitigant: Counsel, eligibility gates and jurisdictional limits.

Technology & data

Vendor, data and hardware dependence.

Mitigant: Multi-source data and redundant infrastructure.

Liquidity & IPO

No assurance of a sale, dividend or listing.

Mitigant: Long horizon and alternative exit routes.

Appendix — what is verified, and what is not

Updated before every distribution
ClaimStatusEvidence
20+ years backtested Founder-reported Methodology memo in data room
Live internal use since 2024 Founder-reported Internal logs in data room
~20,000 trading community Founder-reported Channel and cohort verification pack
CTP relationship Relationship Not contracted; terms to be documented
Hedge-fund adoption Discussions No signed licences claimed
Revenue Pre-revenue No customer contracts
AMD Alveo pricing Public listing CDW / DatorPro, November 2026
2030 revenue case Illustrative Driver-based model in data room
2030 listing Target Not a commitment; subject to market conditions

Next

Investor access