→ Steward · runtime decision verification

Verify what your AI decides — at the moment it decides it.

Define what good looks like. Steward checks every agent decision against it at runtime, steps in when needed, and keeps the proof. All on record.

→ Runtime governance · Steward

Who owns a decision your AI made at 3am?

Most organizations don't have a clean answer yet. More policies and more guardrails are where governance starts — but they don't help once an autonomous system is already acting. By the time you find out, the decision has committed, and no policy document repairs the damage.

01 · EVALUATE

Evaluate

Assess a decision against its real operational context — not just the inputs the agent saw.

02 · VERIFY

Verify

Confirm it meets policy before it's allowed to commit.

03 · PROVE

Collect evidence

Persist runtime proof: what was decided, why, and on what basis. Audit-grade by default.

04 · INTERVENE

Intervene

Stop, hold, or roll back — proportionate to the risk, while there's still time.

This is the conversation executive teams are starting to have — not governance as a document, but governance as critical infrastructure. Steward is how you have it.   Talk to us about Steward →

→ Concrete example · Steward

Vulnerability response under CRA, NIS2, and DORA.

How Steward works in practice. A SOAR-integrated vulnerability agent attempts to defer a CVE because the base CVSS score appears moderate. Steward verifies the operational context before the decision is allowed to commit.

Runtime verification · active exploitation detection

What the agent sees

CVSS 6.5 vulnerability detected in a public-facing API service. Agent proposes standard quarterly patch window.

score_severity()
cvss_base = 6.5
patch_path = "quarterly"

missing:
  epss_score
  kev_status
  exploitation_telemetry

What Steward verifies

Blueprint requires composite severity scoring using CVSS, EPSS, active exploitation feeds, and environmental exposure context.

Blueprint evaluation

IF kev_status_checked == false
OR epss_score == null

BLOCK DECISION

reason:
"Patch path cannot be
decided on CVSS alone."
→ Unlock value over time

Operational intelligence compounds.

KamiraFlow

Today

Measure

See your delivery performance and where AI is adding risk — from your GitHub.

On build path

Predict

Risk signals surface before delivery quietly slips.

Horizon

Steer

AI recommendations help your team improve continuously.

Steward

Today

Interpret & verify

Steward emits operational signals and persists runtime evidence.

On build path

Reassign operational trust

Divergence patterns become visible before breach conditions emerge.

Horizon

Prevent

Decisions are stopped before commitment when confidence and policy authorise it.

→ Applications

Multiple use cases.

Governing AI as it participates in real operations is a new and fast-moving field problem. Each vertical inherits the same architecture, applied to its own decision classes.

→ Measurement & performance

Software Engineering Systems

See where AI speeds you up and where it adds risk. KamiraFlow runs on your GitHub — free.

→ Audit trails & compliance

High-risk environments

Enterprise-regulatory environments, commitments and conditions translated into human-machine readable policy artifacts for runtime verification — export classification, indemnity drafting, trading, triage, insurance adjudication.

→ Machine coordination

Industrial operations

Multi-agent / fleet / fab coordination. As fabs and fleets scale, the unit of governance shifts from isolated decisions to coordinated commitments.