who it's built for
Built for businesses where the same thesis applies.
The PATH thesis — grade every claim, cite every source, surface every dissent — works anywhere consequential decisions run on noisy data. Different verticals, same reasoning shape. Every verdict carries source, confidence, and dissent.
Built for businesses where this thesis applies.
Crypto-native finance
OTC desks, prime brokers, market makers, and funds. Token due-diligence at speed, wallet cluster detection before credit extension, narrative heat upstream of price, and grade-backed conviction with dissent explicit.
Media agencies + content studios
Audience intel, competitor ad research, trend forecasting — graded, cited, dissent-aware. Capture and Clip ship the content; Reports ships the defensible strategy deck.
Stock brokerages + research desks
Institute methodology maps directly onto regulated equity research. Every claim cited, dissent surfaced, confidence explicit — the compliance shape is the output shape.
Compliance-heavy operators
Any decision-heavy operator where 'why did we do this?' needs an audit trail. Reasoning chains, not just outputs. Risk, legal, and ops teams get the evidence already written.
What we deliver.
Token-intel reports
Institute-graded (A / B / C) per token: market cap, holder concentration, creator history, narrative heat, KOL coverage, and a written thesis with source citations and dissent. Delivered as web report + PDF.
Wallet clustering + risk
Given a wallet or token, surface the cluster behind it — shared funders, coordinated buys, insider signals. Each relation carries a confidence score. Pairs with your Chainalysis / Nansen setup; we plug the narrative-side gap.
Narrative heat monitoring
X + Telegram + KOL + retail-flow weighted. Distinguishes early heat from late chase. Daily digest or webhook. Not sentiment scores — graded claims with evidence.
MCP endpoint
Call grade_token, grade_wallet, grade_narrative from Claude, ChatGPT, or your internal agents. Your quants keep their stack; Aegus is the graded intel layer. Gated rollout; per-call quota.
A real Institute-graded token-intel report.
Live sample: BONK graded, with source list, confidence per claim, dissent, and written thesis. This is the deliverable shape — not a mock.
Read the BONK sample report →Why Institute-graded matters in finance.
Every grade shows its work
Source list, weight per source, confidence interval, dissent line. No black box. Every claim is cited or dropped.
Compliance-ready by design
Audit trail is the output shape. When your risk team asks why a trade idea was graded A, the evidence chain is already written.
Backtest-able
The pattern library that feeds the grader is continuously re-weighted on outcomes. Yesterday's A-grade that stopped out lowers tomorrow's confidence on the same pattern.
Not trust-the-AI
Verify every step. Dissent is surfaced, not hidden. A 0.62 confidence grade reads 0.62, not rounded up.
The Institute is the grading layer behind everything Aegus ships. See how it works end-to-end.
Start a conversation.
Tell us the desk, the mandate, and the gap you are trying to close. We reply with a scoped proposal — no discovery-call maze, no slide deck.
Start a conversation →