Operated AI guilds for production systems

Your agents are in production. Who owns what happens next?

Coda operates accountable AI guilds that keep production systems reliable, governed, cost-controlled and audit-ready. Every consequential action has a mandate, an owner, an authority boundary and a verifiable evidence trail.

Agents can act. Coda makes outcomes accountable.

Bounded authorityNamed human sponsorshipEvidence-backed closurePlatform-independent
PRODUCTION ASSURANCE GUILDActive operating contract
Within SLO
Authority breachEVT-2417

Agent requests an unauthorized production write

The requested action exceeds the agent’s delegated scope and triggers the critical action boundary.

  1. Authority boundary enforced

    Write denied before the production system was called.

    00:01
  2. Responsible guild activated

    Production Assurance mandate and sponsor attached.

    00:06
  3. Delegation suspended

    Expired production capability removed from the agent.

    00:21
  4. Closure independently verified

    No write occurred; permissions returned to approved state.

    02:14
MandateProtect production authority
SponsorHead of AI Platform
BoundaryDeny + suspend
ArtifactVerified Closure Pack
Capability is not accountability.An alert is not an outcome.Every action needs an owner.Every closure needs evidence.Operate autonomy inside explicit boundaries.

Capability is not accountability

The production problem is no longer whether an agent can act.

It is whether the action was authorized, effective and provable. Production responsibility is still fragmented across engineering, security, risk, operations and business owners.

01

Who authorized it?

Which principal, mandate and delegation chain permitted the action?

02

What boundary applied?

What could the agent do, on which resource, for how long?

03

Who owned the result?

Which operating role and human sponsor were accountable?

04

Was it effective?

Did the intervention produce the intended resulting condition?

05

What can be proved?

Which decisions, actions, approvals and outcomes were preserved?

Coda’s commercial object is not another dashboard. It is accountable operational work completed inside an agreed mandate, authority model and service boundary.

Flagship operated guild

A production operations team designed for AI systems.

The Coda Production Assurance Guild continuously observes production AI workloads, investigates exceptions, performs permitted remediation, escalates judgment calls and generates evidence-backed closure.

Operated guild
Mandate
Keep defined production AI workloads inside their operating contract
Human sponsor
Named customer executive or platform owner
Authority
Bounded, reversible, customer-approved actions
Economic unit
Verified closures within agreed SLOs

Explore Production Assurance

Workload and agent inventory

Every production AI system has a known owner, operating context, model/tool dependencies and service boundary.

Authority monitoring

Actions remain inside explicit identity, delegation, resource, purpose and expiry constraints.

Release assurance

AI changes are evaluated against customer-approved thresholds before promotion.

Configuration and control monitoring

Logging, evidence, policy and operating drift are detected before they become incidents.

Cost assurance

Model, compute and workflow anomalies are investigated against the agreed cost envelope.

Exception triage and remediation

Routine findings are resolved or escalated—not merely surfaced in another queue.

Human escalation

Judgment calls reach a named sponsor with the evidence needed to decide.

Evidence Packs

Every consequential closure can be inspected, independently verified and replayed.

Signature interaction

From production event to verified closure.

Select a production exception and follow how Coda binds the signal to a mandate, checks authority, resolves or escalates, verifies the result and preserves evidence.

Illustrative operating loop
SELECTED PRODUCTION EVENT

Unauthorized production write

Authority breach

    Proprietary operating unit

    An alert is not an outcome. An agent run is not an outcome.

    Closure must be verified. Coda measures completed operational work by whether the undesirable condition was resolved, the result was independently confirmed and the evidence was preserved.

    Explore Verified Closure

    01

    Observed condition

    The original exception or undesirable production state.

    02

    Mandate

    Why the guild was authorized to address it.

    03

    Responsible owner

    The human sponsor and operating role accountable for the work.

    04

    Authorized action

    The permitted response within defined boundaries.

    05

    Resulting condition

    The system state after intervention.

    06

    Independent verification

    Evidence that the intervention produced the intended result.

    07

    Evidence Pack

    The replayable record of decisions, actions, approvals and results.

    Paid entry product

    Production Assurance Baseline

    Establish the operating contract for your production AI estate: what exists, who owns it, what authority applies, which controls are reliable, what can be proved and which exceptions Coda can safely close.

    Bounded first engagementNot a generic demo

    Start a Baseline

    01

    AI workload and responsibility inventory

    Establish what exists and who owns it.

    02

    Authority map

    Define what every human and AI participant may do.

    03

    Guild charter

    Establish mandate, sponsor, roles and decision rights.

    04

    Initial SLO model

    Define response, escalation and closure expectations.

    05

    Exception register

    Prioritize operational, authority and evidence gaps.

    06

    Evidence baseline

    Determine what can currently be proved.

    07

    90-day operating plan

    Define the path into managed assurance.

    Platform-backed service

    Agents can act. Coda makes them an organization.

    Every Coda-operated service is delivered by an Accountable Guild: a mandate, stable roles, human and AI participants, a human sponsor, decision rights, authority boundaries, budget, SLOs, evidence requirements and performance history.

    The service is the buying object. The organizational fabric is why Coda can deliver it with explicit accountability rather than opaque automation.

    See how Coda works

    Human sponsorMandateOutcome
    Accountable GuildOperated by Coda
    Decision rightsAuthority boundariesBudget & SLOEvidence requirementsEscalation rulesPerformance history
    HumanNamed sponsor
    AIOperating roles
    IndependentVerifier

    One integrated Coda stack

    The buyer purchases one accountable operating relationship.

    The homepage does not ask customers to assemble multiple products. Coda combines the service, organizational, control and execution layers behind one outcome.

    01 · SERVICE LAYER

    Operated Guild

    The team continuously delivering the contracted operational outcome.

    Production Assurance
    02 · ORGANIZATIONAL LAYER

    Accountability

    Mandates, roles, sponsors, budgets, SLOs and decision rights.

    Accountable Guild
    03 · CONTROL LAYER

    Bounded action

    Identity, delegation, authority enforcement, verification and evidence.

    Verified Closure
    04 · EXECUTION LAYER

    Operational work

    Agents, workflows, retrieval, tools and permitted remediation.

    Platform-independent

    How Coda measures itself

    Outcome-oriented metrics without invented claims.

    Until customer evidence exists, Coda shows the operating measures it will contract and improve—not fabricated improvement percentages or vanity counters.

    01

    Mean time to verified closure

    Measures resolution and verification, not merely detection.

    02

    Straight-through closure rate

    Shows how much work completes safely without human intervention.

    03

    Human minutes per closure

    Measures the economics of service automation.

    04

    Evidence acceptance rate

    Tests whether closure records meet customer requirements.

    05

    Authority violation rate

    Measures whether operations remain inside the mandate.

    06

    Cost per verified closure

    Supports outcome-oriented pricing and improvement.

    Begin with a bounded operating contract

    Establish who owns what happens after AI enters production.

    Start with the Production Assurance Baseline. We will map the estate, responsibilities, authority, controls, evidence gaps and candidate closures before proposing an operated guild.

    Start a Production Assurance Baseline