Developer Usage Insights

Generated

Azure DevOps

How to read this report

Estimated means potential usage returned by the Azure preview API, not proof that a product is enabled. Unknown does not mean free. Costs are monthly USD list-price scenarios, not a quote. Do not add subtotals to their component rows.

Executive summary

Azure DevOps
0Unique provider identities
0Sources included
0Sources skipped
0Identity records
Collection at a glance (5 rows)
ProviderDatasetCollectedInterpretation
Azure DevOpsSource coverage0 included; 0 skippedIncluded means some data was accessible, not that every dataset succeeded.
Azure DevOpsRepository inventory00 with complete default-branch activity. Visible scope only.
Azure DevOpsProvider billing datasetsNot recordedEach product/period has separate status; unavailable is not zero. See coverage details.
Azure DevOpsDaily usage detail0Raw usage rows, not seats. Summarized separately below; do not add to monthly aggregates.
Azure DevOpsEnablement estimatesLegacy identity-only estimatePotential usage if enabled, not current charges. Two product rows can describe the same person.

Provider-reported billing and enablement evidence

Billing snapshots, enablement estimates and usage charges are separate datasets. Do not add overlapping scopes or summaries to detail.

Reported billing usage (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Usage and security evidence

Settings are current snapshots, not proof of recent scanning or payment. Reported billing usage is not an invoice; missing rows do not mean zero cost. Activity uses committer dates, including automation. Date windows are UTC; the final day may be incomplete.

Repository inventory (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Security settings (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Daily activity (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Collection evidence (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Source status

ProviderSourceStatusReturned identity rowsReasonHow to fixScope

Estimated billing

Public price assumptions

Solution pricing totals

Totals cover the full collected scope, not screen filters. Counts are product-specific estimates, not confirmed licensed seats. GHAS subtotals combine Code Security and Secret Protection costs; do not add subtotals to their component rows. Annualized estimates are monthly estimates x 12, not annual contract quotes. Other plans without usage evidence remain unpriced.

Pricing totals unavailable. No complete cost estimates were collected; this is not zero cost.

Evidence-based recommendations

CIO decision brief

Local rule-based analysis, not AI-generated advice. Based on the full collected provider scope, not screen filters. Priorities are suggested review order, not vulnerability severity. No savings, compliance conclusion or purchasing approval is established. Human review is required.

CIO decision summary

ProviderReadinessSummaryMethodology
azure-devopsNo evidenceAzure DevOps: no evidence. There is insufficient collected evidence to assess this provider. Prioritize evidence validation and ownership before committing spend. No defensible savings estimate or overall security-health rating can be derived from this snapshot.Local rule-based analysis, not AI-generated advice. Based on the full collected provider scope, not screen filters. Priorities are suggested review order, not vulnerability severity. No savings, compliance conclusion or purchasing approval is established. Human review is required.

CIO evidence

ProviderFact IDEvidence
azure-devopsF1Source coverage: 0 included, 0 skipped; 0 observed provider identities, not licensed seats.
azure-devopsF2Inventory: 0 distinct repositories observed; 0 with unavailable activity and 0 with unknown or missing security-setting evidence. Inventory completeness is not independently verified.
azure-devopsF3Security review: 0 active repositories have at least one explicitly disabled collected setting. A disabled default setup does not rule out a custom pipeline; enablement is not scanning success.
azure-devopsF4Activity review: 0 repositories have zero observed default-branch commits in their complete collected windows. Windows can differ; inactivity is not proof a repository or license is unnecessary.
azure-devopsF5Financial evidence: 0 modeled pricing rows, 0 provider-count enablement estimates, 0 readable billing datasets of 0 requested, and 0 daily usage rows. Datasets and detail overlap; row counts are not seats. Modeled costs are not actual charges; billing usage is not an invoice or proof of payment.
azure-devopsF6Collection evidence: 0 partial, unavailable or not-requested dataset checks. Uncollected data is unknown, not zero.

CIO recommendations

ProviderPriorityRecommendationOwnerHorizonFact IDsAction
azure-devopsP1Close evidence gaps before a purchasing decisionPlatform owner and reporting ownerNext 7 daysF1, F2, F6Confirm intended source coverage and review unavailable datasets. Request an authorized read-only export where access is missing; do not grant broader privileges merely to complete this report.
azure-devopsP1Reconcile modeled costs with entitlements and billingFinOps and procurementBefore renewal or purchaseF1, F5Obtain per-product billable usage, Basic/Test Plans entitlements, included benefits, billing scope and contract prices. Validate organization-level identity deduplication before treating preview estimates as a purchase quantity.
azure-devopsP2Measure security outcomes, not only enablementSecurity engineeringNext 30 daysF2, F3Collect last successful scans, severity and age of open findings, remediation times and branch-policy coverage. Agree targets by repository criticality; current settings alone cannot establish effectiveness or compliance.
azure-devopsP2Establish a repeatable baselinePlatform owner and FinOpsNext reporting cycleF1, F4, F5Repeat the same source scope and date window after gaps are resolved. Compare authorized retained snapshots for usage, cost and remediation trends; this single snapshot does not establish improvement or savings.

Recommended collection

ProviderDatasetDecision supportedAccess and limits
azure-devopsBasic/Test Plans entitlements, included benefits and official billable committersEstablish actual purchase quantities and potential duplicate entitlements.Review the collected billing snapshots and their coverage first. Seat entitlements and unresolved billing populations require an authorized owner export; this report does not establish complete license coverage.
azure-devopsInvoices, billing scope, contract prices and discountsReconcile scenarios to actual spend; quantify savings only after eligibility and contractual review.Billing-owner-approved export. Do not include payment details or credentials. Not collected by this feature.
azure-devopsLast successful scans, finding severity/age and remediation timesAssess security effectiveness and prioritize remediation by business impact.Existing security-report read access; collect aggregates, not source code or secret values. Not collected by this feature.
azure-devopsRepository owners, business criticality and branch protection/policiesAssign accountability and distinguish justified exceptions from control gaps.Existing repository metadata read access and owner confirmation. Not collected by this feature.
azure-devopsPipelines, Artifacts and parallel-job usage with entitlementsAssess non-security spend and utilization; keep compute/storage/AI usage separate from security licenses.Existing usage-report access or authorized exports. Organization billing rows may cover some meters, but utilization and entitlement coverage are not established.

Cross-provider identities are not automatically merged. Skipped sources are excluded from totals and listed with remediation above.

GitHub Enterprise

How to read this report

GitHub default-branch authored-date activity does not establish 90-day pushed-commit billing eligibility or Enterprise seat usage. Unknown does not mean free. Costs are monthly USD list-price scenarios, not a quote. Do not add subtotals to their component rows.

Executive summary

GitHub Enterprise
0Unique provider identities
0Sources included
0Sources skipped
0Identity records
Collection at a glance (4 rows)
ProviderDatasetCollectedInterpretation
GitHub EnterpriseSource coverage0 included; 0 skippedIncluded means some data was accessible, not that every dataset succeeded.
GitHub EnterpriseRepository inventory00 with complete default-branch activity. Visible scope only.
GitHub EnterpriseProvider billing datasetsNot recordedEach product/period has separate status; unavailable is not zero. See coverage details.
GitHub EnterpriseDaily usage detail0Raw usage rows, not seats. Summarized separately below; do not add to monthly aggregates.

No readable usage amounts were collected. Estimates are separate from actual charges.

Provider-reported billing and enablement evidence

Billing snapshots, enablement estimates and usage charges are separate datasets. Do not add overlapping scopes or summaries to detail.

Reported billing usage (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Usage and security evidence

Settings are current snapshots, not proof of recent scanning or payment. Reported billing usage is not an invoice; missing rows do not mean zero cost. Activity uses authored dates, excluding two automation accounts. Date windows are UTC; the final day may be incomplete.

Repository inventory (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Security settings (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Daily activity (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Collection evidence (0 rows)

No rows collected. Check collection coverage; this does not establish zero usage.

Source status

ProviderSourceStatusReturned identity rowsReasonHow to fixScope

Estimated billing

Public price assumptions

Solution pricing totals

Totals cover the full collected scope, not screen filters. Counts are product-specific estimates, not confirmed licensed seats. GHAS subtotals combine Code Security and Secret Protection costs; do not add subtotals to their component rows. Annualized estimates are monthly estimates x 12, not annual contract quotes. Other plans without usage evidence remain unpriced.

Pricing totals unavailable. No complete cost estimates were collected; this is not zero cost.

Evidence-based recommendations

CIO decision brief

Local rule-based analysis, not AI-generated advice. Based on the full collected provider scope, not screen filters. Priorities are suggested review order, not vulnerability severity. No savings, compliance conclusion or purchasing approval is established. Human review is required.

CIO decision summary

ProviderReadinessSummaryMethodology
githubNo evidenceGitHub Enterprise: no evidence. There is insufficient collected evidence to assess this provider. Prioritize evidence validation and ownership before committing spend. No defensible savings estimate or overall security-health rating can be derived from this snapshot.Local rule-based analysis, not AI-generated advice. Based on the full collected provider scope, not screen filters. Priorities are suggested review order, not vulnerability severity. No savings, compliance conclusion or purchasing approval is established. Human review is required.

CIO evidence

ProviderFact IDEvidence
githubF1Source coverage: 0 included, 0 skipped; 0 observed provider identities, not licensed seats.
githubF2Inventory: 0 distinct repositories observed; 0 with unavailable activity and 0 with unknown or missing security-setting evidence. Inventory completeness is not independently verified.
githubF3Security review: 0 active repositories have at least one explicitly disabled collected setting. A disabled default setup does not rule out a custom pipeline; enablement is not scanning success.
githubF4Activity review: 0 repositories have zero observed default-branch commits in their complete collected windows. Windows can differ; inactivity is not proof a repository or license is unnecessary.
githubF5Financial evidence: 0 modeled pricing rows, 0 provider-count enablement estimates, 0 readable billing datasets of 0 requested, and 0 daily usage rows. Datasets and detail overlap; row counts are not seats. Modeled costs are not actual charges; billing usage is not an invoice or proof of payment.
githubF6Collection evidence: 0 partial, unavailable or not-requested dataset checks. Uncollected data is unknown, not zero.

CIO recommendations

ProviderPriorityRecommendationOwnerHorizonFact IDsAction
githubP1Close evidence gaps before a purchasing decisionPlatform owner and reporting ownerNext 7 daysF1, F2, F6Confirm intended source coverage and review unavailable datasets. Request an authorized read-only export where access is missing; do not grant broader privileges merely to complete this report.
githubP1Reconcile modeled costs with entitlements and billingFinOps and procurementBefore renewal or purchaseF1, F5Obtain Enterprise seat assignments, official product-billable committer counts, billing scope and contract prices. Separate Enterprise seats, Code Security and Secret Protection; observed authors are not a billing population.
githubP2Measure security outcomes, not only enablementSecurity engineeringNext 30 daysF2, F3Collect last successful scans, severity and age of open findings, remediation times and branch-policy coverage. Agree targets by repository criticality; current settings alone cannot establish effectiveness or compliance.
githubP2Establish a repeatable baselinePlatform owner and FinOpsNext reporting cycleF1, F4, F5Repeat the same source scope and date window after gaps are resolved. Compare authorized retained snapshots for usage, cost and remediation trends; this single snapshot does not establish improvement or savings.

Recommended collection

ProviderDatasetDecision supportedAccess and limits
githubEnterprise seats, outside collaborators and official billable committersEstablish actual purchase quantities and potential duplicate entitlements.Review the collected billing snapshots and their coverage first. Seat entitlements and unresolved billing populations require an authorized owner export; this report does not establish complete license coverage.
githubInvoices, billing scope, contract prices and discountsReconcile scenarios to actual spend; quantify savings only after eligibility and contractual review.Billing-owner-approved export. Do not include payment details or credentials. Not collected by this feature.
githubLast successful scans, finding severity/age and remediation timesAssess security effectiveness and prioritize remediation by business impact.Existing security-report read access; collect aggregates, not source code or secret values. Not collected by this feature.
githubRepository owners, business criticality and branch protection/policiesAssign accountability and distinguish justified exceptions from control gaps.Existing repository metadata read access and owner confirmation. Not collected by this feature.
githubActions, Packages and Copilot usage with entitlementsAssess non-security spend and utilization; keep compute/storage/AI usage separate from security licenses.Existing usage-report access or authorized exports. Organization billing rows may cover some meters, but utilization and entitlement coverage are not established.

Cross-provider identities are not automatically merged. Skipped sources are excluded from totals and listed with remediation above.

Report-wide collection warnings