Simulated proof asset · FinOps + Cloud Trust · Updated 2026-07-11
Owner-led SMB FinOps + cloud trust diagnostic
A transparent sample diagnostic showing how AICloudStrategist turns a small cloud inventory into a practical review queue for cost, ownership, backup evidence and public exposure checks.
Honesty label
This is a simulated internal proof-of-work asset. It uses synthetic sample inventory data. It is not client work, not a testimonial, not a certification, and not evidence that any real customer achieved savings or security/compliance outcomes.
Executive snapshot
The scenario tests a practical first-pass review for an owner-led SMB that wants cloud cost control without reckless cuts. The diagnostic combines FinOps signals with cloud trust controls: ownership tags, backup-policy evidence, public endpoint review and approval-safe action queues.
| Metric | Result from sample data | Why it matters |
|---|---|---|
| Resources reviewed | 8 | Small enough for an owner-led SMB first-pass review. |
| Monthly cloud spend in sample | ₹90,600 | Spend baseline before any recommendation. |
| Spend attached to at least one review flag | ₹59,000 | Not savings; only a prioritized review queue. |
| Spend attached to cost-optimization signals | ₹49,800 | Candidate spend for validation, not a guaranteed reduction. |
| Owner-tag coverage | 75.0% | Untagged resources slow accountability and approvals. |
| Production backup-policy coverage | 50.0% | Basic resilience and trust evidence for production workloads. |
| Public endpoints needing review | 1 | Confirms exposure is intentional and controlled. |
Diagnostic findings
| Resource | Service | Monthly cost | Severity | Flags | First recommended action |
|---|---|---|---|---|---|
| vm-prod-01 | Compute | ₹18,500 | Medium | cost_signal_oversized | Benchmark utilization for 7 days; resize only after rollback plan is documented. |
| vm-dev-02 | Compute | ₹9,200 | Medium | missing_owner, cost_signal_idle, high_cost_dev_resource | Validate owner/business need; schedule stop/delete window if unused. |
| sql-prod-01 | Database | ₹26,400 | Low | none | Keep under monthly review. |
| blob-images-01 | ObjectStorage | ₹7,800 | High | prod_without_backup_policy, cost_signal_old_tier | Move old objects to cooler tier after retention and restore requirements are checked. |
| nat-gw-01 | Network | ₹6,100 | High | missing_owner, prod_without_backup_policy | Define explicit backup/retention owner before changing production settings. |
| analytics-lab-01 | Analytics | ₹14,300 | Medium | cost_signal_idle, high_cost_dev_resource | Validate owner/business need; schedule stop/delete window if unused. |
| backup-vault-01 | Backup | ₹5,200 | Low | none | Keep under monthly review. |
| cdn-site-01 | CDN | ₹3,100 | High | prod_without_backup_policy, public_endpoint_review | Define explicit backup/retention owner before changing production settings. |
Before and after diagnostic example
Before the AICS review
- Founder sees a monthly cloud bill but cannot quickly explain which resource belongs to which business owner.
- Dev and experiment resources remain active after campaigns or internal tests.
- Production assets exist without explicit backup or retention-policy evidence in the inventory.
- Public endpoint review depends on memory instead of a repeatable checklist.
After the AICS review sprint
- Every reviewed resource has an owner decision: keep, schedule stop/delete validation, resize investigation, backup-policy fix or exposure review.
- Cost actions are framed as validation tasks, not instant cuts.
- Trust actions are framed as evidence tasks: owner tag, backup policy, retention note, public exposure note and rollback owner.
- The owner gets a short review queue instead of a generic cloud audit report.
Evidence checklist for a real paid diagnostic
- Current monthly cloud cost export by service/resource.
- Resource inventory with owner/environment tags where available.
- Backup and retention policy evidence for production databases, storage and critical VMs.
- Public endpoint list and intended exposure notes.
- 7- to 30-day utilization sample for compute/database rightsizing.
- Approval owner for stop/delete/resize actions.
- Rollback plan for each production change.
- Optional screenshots or exports stored in a private evidence folder; never publish without permission.
Reproducible artifact
The source model and generated markdown report are stored internally at /home/agent/.hermes/aicloudstrategist/case-studies/simulated-owner-led-smb-finops-trust-2026-07-11/. Inputs are explicit in sample_cloud_inventory.csv; calculations are deterministic and labelled as simulated.
Verification: python3 finops_trust_diagnostic.py regenerated the report with resources=8, total_cost_inr=90600, flagged_cost_inr=59000, reviewable_cost_inr=49800, owner_tag_coverage=75.0 and prod_backup_coverage=50.0. Input SHA256: 54ed967e6a838568f47f5a2fcdae10e2253335f65cf98e6a7205a72e917d7bf4.
Claim boundary
No savings, security, privacy, compliance, legal, tax, uptime, ranking or revenue outcome is claimed. AICS is positioned as an implementation and evidence cadence layer around existing cloud tools; production changes require explicit approval.