#13
Capability
Operations
Category
Live
In production
Day 1
Available
Operations

Audit Trails & Observability

Action logs, decision traceability, agent activity monitoring, execution replay, token usage analytics and explainability dashboards.

  • Immutable, query-able action log
  • Decision traceability with prompts and retrievals
  • Replay any workflow against historical state
  • Per-workflow token usage and cost
  • Explainability and policy-violation reporting
xyner.ai · live RUNS / DAY 12,408 SUCCESS 98.6% $ SAVED / WK $1.2M
How it works

Six pillars of Audit Trails & Observability.

Each pillar can be enabled, configured and audited independently.

Action logs

Structured & queryable.

Decision traces

Plans, prompts and decisions.

Replay

Re-run against history.

Token analytics

Per workflow / agent / team.

Explainability

Why this tool, this model, this path.

Alerting

SLA, drift, policy alerts.

How it works

Every action, traceable end-to-end.

An immutable record of who reasoned, what they decided, what data they touched, and what changed downstream — generated automatically.

1

Capture

Every agent invocation, tool call, memory read, model token and human approval is captured with payload hashes and timing.

2

Correlate

Records are stitched into a single trace per workflow using OpenTelemetry-compatible trace IDs.

3

Persist

Traces persist in tamper-evident storage with configurable retention — meeting SOX, HIPAA, and EU AI Act requirements.

4

Query

Filter, slice and search across agents, users, tools and time windows. Reconstruct any decision in seconds.

5

Replay

Re-run any historical execution against current or proposed agent versions to validate fixes.

Outcomes

What customers measurably ship with this capability.

Real numbers from production deployments — across banking, healthcare, telco, manufacturing and the public sector.

100%
Actions audited
OTel
Native traces
Tamper-evident
Storage
Replay
Every workflow
Time-to-value

Compliance evidence on demand

When the auditor asks 'how did this decision happen?', you answer in minutes — not weeks of forensic reconstruction. Export ready for SOC 2, ISO 27001, HIPAA, EU AI Act.

Risk reduction

SRE-friendly observability

Same telemetry feeds your SIEM, your APM, and your data warehouse. Native exporters for Splunk, Datadog, Snowflake and the OpenTelemetry ecosystem.

Industry use cases

How Audit trails & observability shows up in production.

Six concrete patterns from regulated enterprises across financial services, healthcare, telecom, public sector, energy and manufacturing.

Banking

Trade-decision reconstruction

Reproduce every step of an agent-supported trade for FCA / SEC investigation.

Insurance

Claim-decision evidence

Show regulators exactly why a claim was approved or denied — including which clauses were consulted.

Healthcare

Care-decision audit

HIPAA-compliant record of every clinical recommendation and the supporting evidence the agent saw.

Telecom

SLA forensics

Drill into any customer-impacting incident — which agent did what, when, with what result.

Public sector

FOIA-ready records

Citizens or oversight bodies can request the full chain of reasoning behind any determination.

Manufacturing

ISO 9001 / 13485 evidence

Quality and regulatory teams export agent decision trails as part of routine audit cycles.

Why xyner

Scattered logs vs. unified audit.

Log aggregation isn't audit. Audit means provable, queryable, reproducible.

Dimension
Without xyner
With xyner
Completeness
Whatever each tool happened to log
Every action across reasoning, memory, tools, models
Trace correlation
Hand-stitched across log sources
Single trace ID per workflow
Integrity
Mutable logs in random buckets
Tamper-evident, retention-policied
Replay
Impossible
Replay any historical workflow
Compliance export
Custom report each time
One-click exports for SOC 2 / HIPAA / EU AI Act
Cost
Pay per GB ingested
Bounded by platform, not vendor pricing
Replay is what made the auditors stop asking questions.
VP, Internal Audit · European Bank
FAQ

Common questions, straight answers.

Is the audit log immutable?

Yes — write-once with cryptographic verification.

Does telemetry flow to my existing tools?

Yes — OpenTelemetry to Splunk, Datadog, Grafana, ELK.

How quickly can we adopt this capability?

Most customers adopt new capabilities in 2-4 weeks through starter packs and onboarding workshops.

Does this require new infrastructure?

No. The capability runs on your existing xyner deployment — cloud, hybrid, on-prem or sovereign.

Do you provide migration help?

Yes — our customer success team and partners deliver guided migrations and pilots.

Get started

Ready to put autonomous agents to work?

See xyner in your environment with a guided executive demo.