BLOCKCHAIN DATA INTELLIGENCE
Kagami turns fragmented on-chain and off-chain data into pattern intelligence, surfacing how illicit funds actually move so investigators and compliance teams can act on behavior, not just exposure.
01
Mixer deposits and withdrawals captured as they happen, with deposits labeled by the exploit or case they tie back to.
02
A feed of flagged deposit and withdrawal patterns you can filter and work through, to narrow down which funds came out where.
03
Withdrawal recipients are traced forward through 30+ bridges and across blockchains, so you see where funds went after the mixer.
NOW IN PILOT
A pattern-first workspace for demixing. Browse a feed of flagged patterns, filter by exploit and amount, and work each path on its own instead of one tangled graph.
Open the app →ROADMAP
More privacy protocols, more chains, and the compliance tooling to go with them.
Demixing intelligence for funds moving through Zcash's shielded pools.
Expanding mixer coverage across EVM chains and Bitcoin, using the same pattern-first approach.
Broader chain coverage so the trail doesn't stop when funds land somewhere new.
Automated backward tracing built for compliance teams, so alert triage stops eating the day.
OUR MISSION
Deanonymize illicit mixed funds and attribute them to the threat actors behind them, fast, no matter how many chains, bridges or mixers they run through.
Today's tracing tools still lean on manual analysis. Investigators spend hours, sometimes days, plotting transactions and mapping cross-chain activity by hand, and just keeping track of every hop, split and swap can get messy. Add a mixer and the trail breaks entirely. Kagami automates that work with pattern and data intelligence, giving investigators back the hours and days lost to manual mapping, and the clarity to make better-informed calls on which funds belong to their actor.
Every feature comes from a real investigation that stalled. If it doesn't save an analyst time, it doesn't ship.
We show how each link was made and how confident we are. You verify, you decide.
Each organization's cases, notes and flags are kept separate. Nothing is shared unless you choose to share it.
We vet who uses Kagami and why. The tools exist to catch theft and fraud, not to harass, surveil or launder.
FOUNDER & CEO
Fredrix has spent years tracing the money behind some of the largest threat actor networks in crypto, from DPRK-linked exploits to drainer-as-a-service operations like Inferno Drainer. Those groups move fast, hop chains through bridges and run funds through mixers to break the trail. Kagami is built around the exact points where he watched existing tools lose it.
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Book a walkthrough with an investigator and see what Kagami turns up.