About StableLens
Founder-built. Methodology-first.
StableLens is independent stablecoin risk intelligence for institutional capital — methodology-backed scoring, peg-deviation monitoring, regulatory-framework alignment, and risk-adjusted yield analysis. Built around one question:
“Can you defend this stablecoin allocation in a risk committee?”
Why this exists
In May 2022, the Terra ecosystem collapsed. UST broke its peg and lost essentially all of its value in a matter of days, taking LUNA from a $40 billion market cap to near zero alongside it. Forty billion dollars in stablecoin and protocol value disappeared inside a single week.
I lost real money in that crash. So did a lot of people who weren't paid to watch the on-chain signals every minute. The pattern was visible in retrospect — the mechanism design risks, the reserve composition, the regulatory posture, the issuer transparency, the depeg precursors. But the institutional-grade tools to evaluate any of that in real time were either non-existent, locked behind a $20,000-per-year Bloomberg Terminal, or scattered across a dozen retail dashboards that buried the signal in noise.
That gap is what StableLens addresses. Not by being another stablecoin dashboard, but by being the methodology-backed risk terminal that an institutional treasury desk, family office, or risk committee can actually use to defend an allocation decision — in committee, in writing, with an audit trail.
The product is built around four institutional jobs: can I hold it (issuer transparency, reserve composition, regulatory framework alignment, redemption rights, peg history); can I earn yield on it (risk-adjusted APY, exit liquidity, protocol risk, sustainability indicators); can I defend the decision (methodology version, last-reviewed timestamp, data-source disclosure, exportable evidence); and can I react fast (peg-deviation alerts, score-change webhooks, attestation-update notifications, regulatory developments).
The methodology is open-source under Apache 2.0. We publish it so institutional buyers can read the math, dispute it, and defend their decisions against scrutiny — in audits, IC meetings, and regulator inquiries.
Founder
Background spans financial-data infrastructure and digital-asset operations. Founded StableLens in 2025 after seeing institutional treasury desks make stablecoin allocation decisions on the same retail-grade data their interns use, and deciding to bridge that gap.
StableLens is currently founder-led with the product, methodology, and engineering owned end-to-end. An advisory board is forming ahead of public launch. If you are a treasury operator, risk officer, allocator, or methodology researcher interested in early access or advisory involvement, contact dominic@stablelens.com.
What we believe
Trust through restraint
Institutional products earn trust by showing their work, not by claiming accuracy. Every published score carries methodology version, data-source disclosure, and a confidence indicator. We surface gaps in our own data instead of hiding them.
Open methodology
Our scoring methodology is published under Apache 2.0 and versioned in public. Anyone can read it, fork it, dispute it, or cite it. Closed-methodology products ask you to trust them; we ask you to verify us.
Not investment advice
StableLens publishes methodology classifications — Approved, Watch, Avoid, Insufficient Data — based on disclosed criteria. These are not investment recommendations. Allocation decisions remain with the allocator. The audit trail makes them defensible.
The StableLens Score is a proprietary analytical composite, not a credit rating. StableLens is not a registered NRSRO.
Read-only by design
StableLens never custodies funds, signs transactions, or executes trades. We provide the data and the methodology; the agent or human operator owns the decision. This is a deliberate architectural choice for regulatory clarity and institutional fit.
Current stage
StableLens is in active build-out toward public launch. The platform currently tracks 215 stablecoins across 78 chains and analyzes 5,001 stablecoin yield pools with 10-minute refresh cycles. The methodology is at v2.0 (venue-aware DeFi + CeFi profiles). The MCP server and REST API are live in beta for institutional integration. The free tier is open for research and evaluation; paid tiers are launching ahead of broader commercial availability.
Pilot institutional partners and methodology reviewers are welcome to engage directly — email dominic@stablelens.com.
Get started
Free tier is open. Methodology is open. No credit card to explore.