The competitive landscape
Enterprise Specialist

Rogo

AI analyst for bulge bracket banks and mega-cap PE. $75M+ raised. Custom pricing ~$3,300/seat. White-glove enterprise only.

Where Centaur wins

Accessibility. Rogo serves the top 1% of firms. Centaur serves the serious analyst at any firm. Plus: no 360° View, no loadable personas, no passportable intelligence.

Agentic Workflow

Auquan

AI agents for credit analysis, due diligence, ESG, and risk monitoring. $8M raised. Clients include MetLife, UBS, BC Partners.

Where Centaur wins

Report quality & thinking depth. Auquan automates workflows. Centaur produces IC-ready outputs with explainable reasoning, source tracing, and a 360° View that strengthens your judgment.

Enterprise Workflow

Model ML

AI workflow automation for investment banks and asset managers. $75M Series A. Enterprise-grade with deep IB focus.

Where Centaur wins

Transparency & portability. Model ML is workflow speed. Centaur adds audit-ready explainability and a passportable 360° View.

Generic AI

ChatGPT, Claude, Copilot

General-purpose AI models. Fast, flexible, widely available. No financial-specific workflow integration.

Where Centaur wins

Everything beyond the first draft. Generic AI gives you speed but zero audit trail, no source tracing, no compliance readiness. Try defending hallucinated numbers at your next IC.

Feature-by-feature
Generic AI
ChatGPT, Claude, Copilot
Rogo Auquan Model ML Centaur
Speed to draftFastFastFastFastFast
Audit trailNonePartialPartialNoneFull & automatic
Source tracingNoneCitationsLimitedLimitedEvery claim linked
Explainable reasoningBlack boxBlack boxBlack boxBlack boxAsk why, get answers
360° ViewNoNoNoNoFull knowledge map
PersonalisationBasic memoryFirm-levelNoneNoneYour style & portfolio
Loadable personasNoNoNoNoContrarian, Buffett, specialist
IC / board readyHeavy editingYesYesYesPresentation-ready
PortabilityLockedLockedLockedLockedPassportable
Mid-market accessibleYesEnterprise onlyEnterprise onlyEnterprise onlyYes

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