Skip to main content
xyner.ai
  • AI Platform
      The platform
      Platform OverviewThe end-to-end agentic AI platform Reference ArchitectureControl plane, data plane, deployment Reasoning & PlanningChain-of-thought, decision trees, replan Multi-Agent OrchestrationSpecialist agents collaborate and delegate Memory & ContextPersistent enterprise memory across agents
      Engineering
      Enterprise IntegrationsSAP, Oracle, Salesforce, ServiceNow + 1000 Security & TrustGuardrails, RBAC, isolation, audit Deployment ModelsCloud, hybrid, on-prem, edge, sovereign ObservabilityAudit trails, traces, dashboards, KPIs Agent LifecycleBuild, version, test, rollout, rollback Multi-LLM RoutingOpenAI, Claude, Gemini, Llama, Mistral
    Explore the agent operating system for the enterprise.View all platform pages →
  • Capabilities
      Autonomy & reasoning
      Autonomous Goal ExecutionGoals in, outcomes out Multi-Agent OrchestrationSpecialist agents collaborate Reasoning & PlanningDecompose, plan, adapt Memory & ContextLong-running enterprise workflows Multi-LLM SupportModel-agnostic by architecture RAG & GroundingPolicy-aware retrieval & citations
      Enterprise, governance & ops
      Enterprise Integrations1000+ first-party connectors Tool & API InvocationAPIs, SQL, RPA, email, tickets Workflow AutomationLow-code, AI-assisted process design RBAC & AccessFine-grained, role-inherited access Human Approval GatesCheckpoints, thresholds, escalation Audit & ObservabilityReplay, traces, dashboards
    22 first-class capabilities for the agentic enterprise.View all 22 capabilities →
  • Solutions
      By function
      Finance & AccountingClose, AP, FP&A, tax & treasury ProcurementSource-to-settle on autopilot Human ResourcesOnboarding, helpdesk, talent IT Service ManagementTriage, remediate, change Customer SupportEnd-to-end resolution Sales OperationsPipeline, RFP, deal desk
      By workflow
      Analytics & InsightsNL-to-SQL, scorecards, anomalies Compliance OperationsContinuous controls, audit response Agentic Process MiningDiscover, score, automate Self-Healing WorkflowsAdapt, recover, learn Event-Driven AutomationReact in milliseconds
    Pre-built, customizable agentic solutions for every function.All solutions →
  • Industries
      Financial & professional
      BankingFraud, KYC, complaints, lending InsuranceUnderwriting, claims, broker servicing Professional ServicesEngagements, knowledge, drafts Retail & CPGMerchandising, store ops, support TelecommunicationsNetwork ops, B2C/B2B, field service
      Regulated & industrial
      Healthcare & Life SciencesPrior auth, clinical workflows Public SectorSovereign cloud, citizen services Energy & UtilitiesOutage response, field ops ManufacturingSupply, quality, shopfloor Logistics & Supply ChainTrack, trace, exception mgmt
    Trusted across the world's most regulated industries.All industries →
  • Resources
      Learn
      Blog & InsightsPerspectives on agentic AI WhitepapersIn-depth reports & research Case StudiesReal customer outcomes WebinarsLive and on-demand sessions EventsConferences and meetups Agentic AI GlossaryKey terms, demystified
      Build & operate
      DocumentationBuild, deploy, operate guides API ReferenceREST & GraphQL APIs Agent MarketplaceVerified agents & starter packs Partner ProgramSI, ISV, cloud, reseller Trust CenterSecurity, privacy, compliance SupportPremium support & community
    Everything you need to design, build and operate agents.Browse all resources →
  • Company
      Who we are
      About xynerMission, principles, team LeadershipOur operating team & board CustomersWho builds with xyner PartnersCloud, SI, ISV, reseller SustainabilityESG, inclusion, responsibility
      Engage
      ContactSales, partners, support CareersOpen roles across the world Request a DemoSee it in your environment Trust & SecurityHow we earn your trust
    An operating team built for enterprise AI.About xyner →
Contact us Request demo
Home/Capabilities/Audit Observability
Capability #13 · Operations

Audit Trails & Observability

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

Action logsDecision tracesReplayToken analytics
#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.

Request a demo Contact us
Keep exploring

Related resources

Related pages curated for your context.

Capabilities

Reasoning & Planning

Decompose complex problems, plan steps, adapt to new information and replan — xyner's reasoning engine.

Learn more →
Capabilities

Multi-Agent Orchestration

Specialist agents work together — planning, delegating, sharing memory — for end-to-end enterprise workflows.

Learn more →
Platform

AI Security & Trust

Enterprise-grade security for agentic AI: guardrails, RBAC, tenant isolation, SOC 2, ISO 27001, HIPAA.

Learn more →
Solutions

AI for Procurement & Source-to-Settle

End-to-end source-to-settle on autopilot — sourcing, contracts, PO, invoice match and supplier comms.

Learn more →
xyner.ai

The autonomous agentic AI platform for the modern enterprise. Plan. Reason. Act. At scale.

Platform
  • Overview
  • Architecture
  • Multi-Agent
  • Reasoning
  • Security
  • Deployment
Solutions
  • Finance
  • Procurement
  • HR
  • ITSM
  • Customer Support
  • Analytics
Industries
  • Banking
  • Insurance
  • Healthcare
  • Public Sector
  • Manufacturing
  • Retail
Resources
  • Blog
  • Case Studies
  • Documentation
  • Whitepapers
  • Glossary
  • Trust Center
Company
  • About
  • Leadership
  • Careers
  • Contact
  • Request Demo
© 2026 xyner.ai · All rights reserved.
SOC 2ISO 27001GDPRHIPAA