Limits before features
Every AI action reserves budget before the call and reconciles after, against per-run, per-day and per-customer caps. Overruns are structurally impossible, not policed after the fact.
Technology
Capable AI, kept on a short leash.
Our defensible layer is not a model — it is the control plane around it: the system that lets AI do real work without running up a bill, leaking data, or acting unchecked. It already runs our own engineering.
How we build
Limits first. Verification before claims.
Human oversight
In our own engineering, AI agents propose changes and a person reviews every one before it ships. Customer-facing automation follows the same rule.
Verification before claims
We test in production before we call anything live. The status language across this site is the same one we use internally.
Architecture
A control plane for agentic work.
Most "AI products" are a thin prompt over someone else's model. Ours is the opposite layer — the tested controls that make autonomous work safe to run. These are built and running internally today; where a capability is not yet a customer product, we say so.
Running internally
Hard caps, enforced in code
Budget and rate limits are reserved before each action and reconciled after. Concurrent work cannot collectively overshoot a cap.
Running internally
Single-use, action-bound approvals
A privileged action is authorized once, for exactly those parameters, and cannot be replayed or widened.
Running internally
A review gate & circuit breaker
Agents propose; a person approves before anything ships. Paid work suspends automatically if the review queue grows, tests fail, or anomalies appear.
Running internally
Isolation & a kill switch
Autonomous work runs sandboxed and network-restricted, with a single stop that halts all activity at once.
Planned
Customer-facing multi-agent collaboration
Exposing this control plane to customers as a product — several specialized systems checking one another's work — is our direction, sequenced after the first commercial product. It is not live.
Reliability & security
Security is the default, not a setting.
Built in from the first commit. We publish these so you can hold us to them.
Encrypted & isolated
HTTPS with HSTS, a strict Content Security Policy, and no third-party scripts. The public service runs on its own host, separate from our internal systems.
Credentials protected
Passwords stored only as scrypt hashes, server-side sessions with CSRF protection, rate limits and account lockout. We never log your prompts.
Spending capped
AI usage is reserved before each request and reconciled after, per customer and for the whole service — so cost is bounded by design.
We don't claim certifications we don't hold. Triumvir Labs has no SOC 2 or ISO 27001 attestation today; our practices are described here and on the Privacy page, and will be independently audited before any compliance claim is made.