IT Operations · Illustrative Workflow
IT Incident Investigation and Resolution
A critical application becomes unavailable; teams must identify the cause without making an unsafe production change.
For IT service owner and incident commander. Illustrative Workflow — scope and availability require validation. Not a commercially available Pack, live integration or customer deployment.
Agent Assist
- Collect authorized alerts, telemetry and recent changes
- Compare historical incidents and contributing factors
- Recommend a runbook with risks and evidence
Agent Execution
- Create or update the incident and route ownership
- Run permitted diagnostics and request remediation approval
- Trigger an approved recovery workflow where validated; recheck monitoring
Human Control
The incident commander approves production-impacting changes; diagnostic permissions are scoped separately.
Exceptions and Failure
Incomplete telemetry pauses the recommendation. Failed recovery stops dependent steps and routes to retry or escalation.
Systems and Prerequisites
ITSM · Observability · Change management. Identify the exact product/version, validate interfaces and authorized data access, define separate read/write permissions, approval owners, rate limits and verification evidence before implementation.
- Example Input
- An alert, incident record and recent-change references.
- Example Output
- An evidence-backed recommendation, approved action record and monitoring checks.
Outcome Measurement
Agree the Baseline Before Acting.
Define each KPI, source, comparison scope and observation period. Simulated completion and modeled time reductions are not verified customer outcomes.
- Incident handling time
- Mean time to recovery
- Escalation volume
- Recurrence rate
Fictional Investigation
Inspect the Sources, Decision and Authorized Path.
Fixed sample inputs and illustrative scores—not hidden reasoning, live data, verified deployment documentation or customer evidence.
Agent Findings
Investigation has not run. Review the fixed evidence before generating the sample decision summary.
Fictional enterprise demonstration · Trigger: Priority-2 alert from observability, correlated with 3 open incidents · Today, 08:42. All records and timestamps are fictional.
Evidence Sources and Reconciliation
ITSM · INC-4471/evidence-1
- Collected / compared
- p95 latency 2.8 s vs 0.6 s threshold on checkout-api
- Freshness
- Fixed demonstration snapshot; live freshness not established
- Reliability
- Signal supplied as fictional evidence
- Missing or conflicting
- Telemetry sampled at 1-minute intervals; downstream database metrics not connected in this example.
- Read permission
- Read the referenced sample evidence; no live source access
Observability · INC-4471/evidence-2
- Collected / compared
- Connection-pool setting changed 2 days before first occurrence
- Freshness
- Fixed demonstration snapshot; live freshness not established
- Reliability
- Record supplied as fictional evidence
- Missing or conflicting
- Telemetry sampled at 1-minute intervals; downstream database metrics not connected in this example.
- Read permission
- Read the referenced sample evidence; no live source access
CMDB · INC-4471/evidence-3
- Collected / compared
- Approved runbook RB-112: pool reset and config rollback
- Freshness
- Fixed demonstration snapshot; live freshness not established
- Reliability
- Document supplied as fictional evidence
- Missing or conflicting
- Telemetry sampled at 1-minute intervals; downstream database metrics not connected in this example.
- Read permission
- Read the referenced sample evidence; no live source access
Configured policy · INC-4471/evidence-4
- Collected / compared
- Production rollback requires service-owner approval
- Freshness
- Fixed demonstration snapshot; live freshness not established
- Reliability
- Policy check supplied as fictional evidence
- Missing or conflicting
- Telemetry sampled at 1-minute intervals; downstream database metrics not connected in this example.
- Read permission
- Read configured approval policy
Evidence Confidence
Illustrative fixed-input assessment: arithmetic mean of listed evidence-quality factors (0–100). Not statistically calibrated, business impact or authorization.
Evidence Confidence · 80/100 illustrative
- Sample source completeness: 80/100 fixed sample input — Telemetry sampled at 1-minute intervals; downstream database metrics not connected in this example.
- Sample agreement: 80/100 fixed sample input — Pattern consistent with connection-pool exhaustion after the recent configuration change. Presented as a hypothesis for engineer review.
Operational Risk Score
High · 2.75/3 illustrative risk band
Weighted mean of impact factors rated 1–3: Low < 1.5, Moderate 1.5–<2.5, High ≥ 2.5. Independent of evidence confidence; no score grants permission.
- Business impact: 3/3 × weight 2 — Checkout errors during peak hours; ~40 engineer-hours per month on manual investigation
- Change sensitivity: 3/3 × weight 1 — Scoped change-execution identity, checkout-api only
- Reversibility and scope: 2/3 × weight 1 — Consequential actions require named approval and outcome checks
Next Best Actions
Ranked recommendations appear after investigation.
Approval Status
Detected · Service Owner — Payments. Scope: Scoped change-execution identity, checkout-api only. Authorization comes from the configured authority, never from confidence or risk scores.
Execution Activity
Stable case/operation keys and original approval scope govern retries; completed operations are not replayed. Requests below are fictional, not real API specifications.
1. Write · ITSM
Request: Create linked change record; sample operation key INC-4471-1
Not executed. No result exists yet.
2. Write · Observability
Request: Execute rollback via approved runbook; sample operation key INC-4471-2
Not executed. No result exists yet.
3. Write · CMDB
Request: Start 30-minute and 7-day monitoring windows; sample operation key INC-4471-3
Not executed. No result exists yet.
Verified Outcome
Not verified. An API response or completed operation is insufficient.
- p95 latency below 0.6 s for 30 minutes · pending
- Checkout error rate at or below 0.4% baseline · pending
- No repeat latency alert for 7 days · pending
KPI to measure separately: Time to resolve (hours). ~30 engineer-hours / month (modeled).
Practical Rollout
Start With One Workflow. Prove the Value. Expand Deliberately.
Scope and readiness are agreed for your environment—not promised against an unsupported deployment timeline.
01Select
Customer Provides
One recurring challenge, its owner and representative examples.
Fynite Helps Configure
A bounded assist/execution workflow and the decisions it should support.
Completion Gate
Owner, problem and success criteria agreed.
02Connect
Customer Provides
System inventory, interface owners, data-access and authentication prerequisites.
Fynite Helps Configure
Validated sources, permissions and separately scoped read/write actions.
Completion Gate
Required interfaces and access approved and tested.
03Configure
Customer Provides
Business rules, allowed actions, approval thresholds and verification criteria.
Fynite Helps Configure
Assistive behavior, deterministic steps, human checkpoints and escalation routes.
Completion Gate
Workflow boundaries and accountable reviewers signed off.
04Validate
Customer Provides
Representative normal cases, exceptions and failure/review examples.
Fynite Helps Configure
Tests for evidence quality, policy, rejected actions, retries and outcome checks.
Completion Gate
Acceptance criteria met; unresolved gaps have owners.
05Deploy and Measure
Customer Provides
Production-readiness review, baseline metrics and observation period.
Fynite Helps Configure
Agreed deployment approach, monitoring and comparable outcome measurement.
Completion Gate
Readiness approved; measured results reviewed against the original baseline.
Scope and availability require review. This example does not establish supported connectors, autonomous actions, timelines or guaranteed outcomes.