AnChain.AI

Sixteen models are inventoried with the technique named for each, from two Auto Trace graph search engines to a generative transformer that reads smart contract functions and a fine tuned language model with retrieval for financial crime. Its billion address labels are themselves model output, and the data product exists to feed other agents through a Model Context Protocol server.

What a person must approve before a report leaves the platform, or how an analyst overrides an agent, goes undescribed. Insights agents start from an investigation goal, trace money flows across chains and draft reports with one click, while ZTAgent guardrails inspect sensitive agent actions in real time and block unauthorized tool requests before they execute.

Five models are marked as patented, and several cite academic work a reviewer can read, such as the Kyoto University paper behind bytecode similarity search and the MIT and Berkeley paper behind wash trading detection. Accuracy, recall and false positive figures appear for none of the models, and no validation report or monitoring statement accompanies them.

Gustavo Tremel, chief executive of VAAS, reports analysis time falling from fifteen minutes to thirty seconds across more than a million transactions, and David Cass, chief information security officer at GSR, says the platform saved several full time equivalents. The company's own totals, $870 million in seizures and recoveries and a trillion transactions processed, come with no method.

Law enforcement case files share the platform with commercial traffic, and no published line says how an agency's inquiries are walled off from a commercial client's. Whether screening queries or case material feed the shared label set, or how long either is kept, goes unaddressed.

The privacy policy, revised January 1, 2025, stops at contact details, cookies and usage data and never reaches the case material, litigation evidence or screening queries customers put through the platform. With no retention periods or processing terms published for that material, a buyer bound by its own confidentiality duties has no published terms to rely on before uploading case files.

Audit firm, trust services criteria and report access are all unpublished, and there is no trust center or ISO certification. Completion of a SOC 2 Type II attestation against the American Institute of Certified Public Accountants standard was announced in October 2024, with chief executive Victor Fang quoted.

Report generation compatible with suspicious activity and currency transaction report formats is a listed feature, an IRS Criminal Investigation executive is quoted by name, and Forbes reported a 2021 SEC engagement on DeFi transactions. That engagement has no current status, and logos from Japan's Financial Services Agency and Dubai's virtual asset regulator come with no described relationship.

Propagated crypto risk raises a plain fairness question, how an address that unknowingly received funds several hops from a flagged source gets scored, and the model inventory never addresses it. Fairness testing goes unpublished, and nothing says who approves a model change or retrain.

Behind a risk score itself AnChain.AI makes no commitment, and a business refused through its payment screening has no described route to see the evidence or contest the attribution. Expert witness work and court ready reporting put the tracing methods through cross examination, and Insights produces auditable investigation reports that keep observed evidence apart from relationships the analysis deduces.

Which foundation model sits under the fine tuned financial crime language model is unstated, and no subprocessor list is published. Insights agents run on OpenAI and Anthropic models, Amazon Web Services and Nvidia are named as infrastructure suppliers, and the in house models are listed one by one with the technique behind each.

Core banking and case management connectors go unnamed, but the developer surface is open: the data API and Model Context Protocol server are open source on GitHub, with a Python client on PyPI, a JavaScript package on npm, stated latency of 100 milliseconds on most endpoints and 99.99 percent uptime. Payment screening serves more than 17,000 MetaMask users.

Neither an on premises option nor a transfer mechanism is described, and which products run in AWS GovCloud, whether a commercial customer can use it and which region holds its data are all unstated. Infrastructure comes from Amazon Web Services, whose GovCloud badge the company displays.

Credit prices, overage rates and paid tiers go unpublished for the data product, the platform and the investigation service. A free key carrying 1,000 credits needs no contact, and investigators can sign up for Insights at no cost.

Public sector investigators, legal and accounting firms, and virtual asset businesses each get their own material and named references across more than 41 blockchains. Banks show up only as logos, DBS Bank among them, with no material written for them.