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Reconciliation-First CMDB

One trusted CMDB.
Finally reconciled.

A hybrid CMDB built around AI reconciliation. Lightweight collectors discover vCenter, Kubernetes and F5 — then an Identity Engine turns duplicate chaos into trusted golden records.

VMware vCenter Kubernetes F5 BIG-IP AI Reconciliation ServiceNow Import Sets
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3
Live collectors
AI
Multi-signal matching
0–100
Quality Score per CI
01 — Discovery

Hybrid collectors,
where your data lives

Lightweight collectors run right next to your infrastructure — on-prem for vCenter, Kubernetes and F5, with a generic Cloud Connector for major providers on the way.

  • vCenter via vSphere SDK — VMs, hosts, clusters, datastores
  • Kubernetes — nodes, namespaces, pods, deployments, services
  • F5 BIG-IP over SNMP — VIPs, pools, members, iRules
  • Cloud Connector for GCP / AWS / Azure — coming soon
cmdbhub · discovery run
182
VMware CIs
96
Kubernetes CIs
119
F5 + Endpoints
esx-prod-04.vm.localDISCOVERED
ns/payments · api-gatewayDISCOVERED
bigip-01 · vs_app_443DISCOVERED
scanning datastore cluster…RUNNING
02 — Reconciliation Studio

One CI. Not
five duplicates.

The same server shows up in vCenter, Kubernetes and your spreadsheet — under three different names. The Identity Engine correlates them into a single golden record with a confidence score you can audit.

  • Weighted multi-signal scorer: hostname, IP, BIOS UUID, environment, graph
  • Deterministic match first, similarity + graph correlation for the rest
  • Simulation mode — preview every merge before you commit
  • Low-confidence pairs route to a human review queue
reconciliation · candidate pair
Source A · vCenter
nameweb-prod-04
ip10.20.4.18
uuid42 3f a1…
envprod
Source B · K8s node
namewebprod04
ip10.20.4.18
uuid42 3f a1…
envproduction
0.94
MATCH CONFIDENCE
uuid 0.30 · ip 0.25 · host 0.27 · env 0.10 · graph 0.02
AUTO-MERGE
03 — Governance

A Quality Score
on every record

Every CI earns a 0–100 score from completeness, ownership, recency and relationship coverage. Finally, a way to see — at a glance — exactly what you can trust.

  • Completeness — are the key fields populated?
  • Ownership — does the CI have an accountable owner?
  • Recency — how fresh is the last discovery?
  • Relationships — is it wired into the service graph?
ci explorer · quality score
88
Estate average
+6 since last sprint
34
need an owner
9
stale > 30d
96db-prod-01TRUSTED
71app-staging-12REVIEW
38legacy-fileserverAT RISK
04 — VMware Visibility & FinOps

Two cost lenses on
the same estate

Discovery already knows your physical cores and every VM's allocation. FinOps turns that into two honest views — the licensing footprint to budget for, and what each team should be charged back.

  • Costs computed from discovered hardware — you supply the rates
  • Rightsizing & reclaim candidates flagged for review, never auto-actioned
  • Chargeback rolls up by owner, business unit and cluster
finops · dual model
Licensing Footprint illustrative
Per physical core · your negotiated rate
Cost / yr
Licensable cores1,024
ESX hosts32
Rate / core / yryour rate
Internal Chargeback illustrative
Allocated vCPU · RAM · storage · your internal rates
Cost / mo
Payments BU37%
Platform BU31%
Data BU32%
14 oversized + 6 powered-off VMs flagged REVIEW SAVINGS
Rates are customer-supplied. CMDBHub computes core counts and allocation from discovered data — it does not publish or assume vendor list prices.
05 — AI Insights

Ask in plain
English (or Portuguese)

Claude translates a natural-language question into a transparent query plan — you see the filters before anything runs, then export the result straight to CSV.

  • Query plan shown before execution — no black box
  • Post-filters for ratios like free-space % or vCPU thresholds
  • One-click CSV and ServiceNow Import Set preview
ai insights · query
All Linux VMs powered on with more than 8 GB RAM
{
  "ciClass": "NodeCI",
  "filters": { "osFamily": "linux", "powerState": "poweredOn" },
  "postFilter": "memoryMb > 8192"
}
→ 47 VMs matchedEXPORT CSV
You've seen the tour

Ready when you are

Hybrid collectors, AI reconciliation, Quality Scores, and VMware FinOps — that's what CMDBHub does. Get the free Community Edition or book a 15-minute live demo with your own data.

Free
Community Edition
Self-hosted
Runs in your network
Hybrid
On-prem or cloud