AI consulting for crypto teams
Put AI to work on your on-chain data.
We help crypto teams bring AI into their everyday workflows, from risk analysis and treasury monitoring to governance research and data science. You get answers grounded in real chain data and checked by analysts who run validators themselves.
Operating validators on
- Osmosis
- Stargaze
- Bitsong
- Lum
What we do
AI that understands your chain, not just your chat window.
We pair AI with our own blockchain data tooling and years of hands-on validator experience to build workflows your team can actually trust.
Risk analysis
AI-assisted risk reviews for treasuries, LP positions and protocols: concentration, liquidity depth, impermanent loss, validator and counterparty exposure, stress-tested against real on-chain history.
AI integration
We wire AI into the tools your team already uses: RPC nodes, indexers, block explorers, spreadsheets and internal APIs. Built with tool use and MCP servers, so answers come from your data, not guesswork.
On-chain data science
From raw blocks to decisions. Data pipelines, statistical modelling, anomaly detection and forecasting, with AI speeding up exploration while our analysts verify every number.
Governance intelligence
Proposal summaries, impact analysis and validator scorecards, generated with AI and reviewed by people who have voted on hundreds of proposals as an active validator.
Workflow automation
Hand the repetitive work to agents: daily treasury reports, reconciliation, research digests and monitoring that flags only what needs a human.
Team enablement
Workshops that get analysts, traders and engineers productive with AI: prompting for analysis, evaluating outputs, and safe patterns for working with financial data.
How we work
From first call to a workflow your team owns.
- 01
Discover
We map your workflows, data sources and risk questions, and find where AI will save the most time or catch the most risk.
- 02
Prototype
Within a couple of weeks you get a working prototype on your real data, so you can judge the value before committing further.
- 03
Integrate
We harden it: connect your systems, add evaluations and guardrails, and fit it into how your team already works.
- 04
Hand off
Documentation, training and optional ongoing support, so your team owns the result.
Our work
We build the same tools for ourselves.
Our public dashboards cover governance, liquidity, staking and every vote cast. They're a sample of the data work we bring to client projects.
- Chains we run validators on
- 4
- Dashboards built in-house
- 7
- Proposals tracked
- 252
- Validators analysed
- 224
FAQ
Frequently asked questions
Can’t find what you’re looking for? Reach out and we’ll get back to you within a day or two.
Contact the teamWhat does an AI consulting engagement look like?
Usually it starts with a short discovery call about the decisions you’re trying to make and the data behind them. From there we either run a workshop for your team or build a prototype workflow on your real data in a few weeks. If it proves its value, we harden it and hand it over, or keep running it with you.
Is it safe to use AI for financial and risk analysis?
It is when it’s set up properly. Our integrations are read-only by default and never need private keys. AI answers are grounded in data pulled straight from chain and your systems, every workflow ships with evaluations, and an analyst reviews the outputs that matter.
Do we need an in-house data team to work with you?
No. Many clients don’t have one. We can build and run the whole workflow, or work alongside your engineers and analysts and train them to own it.
Can you provide me this piece of data or analysis?
Of course! We’re always looking for future pieces of analytics to work on, as well as other blockchains to validate for. Just fill out our contact page and we’ll get back to you ASAP.
What’s the hardest part of being a validator?
The hardest — yet most fun — part is staying up to date on community concerns and needs. Knowing what our delegators focus on so we can make educated decisions on proposals is a never-ending effort. Each community has its own unique culture and members that are a joy to interact with!
Are you planning on expanding out of the Cosmos ecosystem?
Currently, we’re focused on expansion within the Cosmos. At some point it’d be interesting to also run nodes and pools on Ethereum, Cardano, and other blockchains.
I’m making a blockchain — would you validate for it?
Definitely! Just reach out through the contact page with information about your chain, and a link to a white paper if possible. We’re always interested in finding new projects to support.
Ready to bring AI into your crypto workflows?
Tell us what you’re trying to measure, monitor or decide. We’ll show you what an AI-powered workflow could look like, usually within a week.