{"title":"Four Claude customer accounts report benefits, but none makes net ROI calculable","description":"The four sampled accounts support different kinds of benefit accounting, not a common return metric. None discloses sufficiently matched benefits and attributable costs to calculate net ROI or a numerical net-ROI bound.","dataset_id":"spd:which-claude-customer-savings-claims-can-be-converted-into-net-roi-1653e465","canonical_url":"https://superpowerdaily.com/research/which-claude-customer-savings-claims-can-be-converted-into-net-roi-1653e465","version_url":"https://superpowerdaily.com/research/which-claude-customer-savings-claims-can-be-converted-into-net-roi-1653e465/versions/v1","version":"v1","snapshot_hash":"949c5e0c12838746bd7c788b3055d7cdf1645c419681064eb8f7040c42c9b27a","date_created":"2026-11-01T16:40:26.987Z","date_modified":"2026-11-01T16:40:26.987Z","license":{"name":"Superpower Daily data reuse terms","url":"https://superpowerdaily.com/terms"},"license_url":"https://superpowerdaily.com/terms","coverage_note":"The October 30–31 treatments supplied the coverage hook, not independent validation of four outcomes. The underlying documents are Anthropic-published customer accounts, including an edited Airtree interview; their publication dates are unverified. The contribution here is the accounting comparison, rather than another adoption or savings headline.","measurement_technique":["Use only the supplied evidence for the four named customer documents. Preserve the nominal cutoff of November 1, 2026, 16:30:54.294 UTC. The supplied snapshots were retrieved at 16:31:39.995 UTC and their URLs checked live; exact cutoff versions were not established. Reusing this evidence is not a new collection or experiment.","Build an evidence_matrix with one row per case and columns for reported benefit, baseline, measurement period, supported arithmetic, attributable costs, overlap risks and net-ROI calculability. Keep estimates, annualized rates, staff time and adoption distinct.","LG CNS: record roughly half-cost delivery against an estimated conventional rebuild and the reported seven-month migration, November 2025–June 2026. The implied approximately 50% reduction is relative counterfactual cost avoidance, not reproducible monetary savings or net ROI. Exact expenditure and cost inclusions are undisclosed.","Duvo: record €1.45 million annualized savings in the first week and more than €2.8 million annualized across three months as successive deployment descriptions, not additive benefits. Annualization workings, persistence assumptions, purchasing baseline and customer costs are absent; whether expenses were deducted is unspecified.","Cyera: subtract roughly 30 minutes from the reported five–six daily triage hours to obtain approximately 4.5–5.5 hours released daily. Keep 88% weekly usage across roughly 1,500 employees in an adoption column. Neither measure supplies labor valuation, demonstrated expenditure reduction or priced implementation and review effort.","Airtree: subtract two minutes from 30 minutes to obtain 28 minutes released per board summary; retain the separately reported two hours saved monthly on marketing reporting. Do not monetize research falling from two days to unspecified minutes or extrapolate without task volumes and review-time accounting.","Classify net ROI as publicly indeterminate for every sampled document. The buyer checklist is matched workload and baseline definitions, dated observation windows, realized-versus-annualized reconciliation, overlap exclusions, attributable software/model, integration, training, governance, review and maintenance costs, and evidence connecting released capacity to financial value."],"methodology":["Use only the supplied evidence for the four named customer documents. Preserve the nominal cutoff of November 1, 2026, 16:30:54.294 UTC. The supplied snapshots were retrieved at 16:31:39.995 UTC and their URLs checked live; exact cutoff versions were not established. Reusing this evidence is not a new collection or experiment.","Build an evidence_matrix with one row per case and columns for reported benefit, baseline, measurement period, supported arithmetic, attributable costs, overlap risks and net-ROI calculability. Keep estimates, annualized rates, staff time and adoption distinct.","LG CNS: record roughly half-cost delivery against an estimated conventional rebuild and the reported seven-month migration, November 2025–June 2026. The implied approximately 50% reduction is relative counterfactual cost avoidance, not reproducible monetary savings or net ROI. Exact expenditure and cost inclusions are undisclosed.","Duvo: record €1.45 million annualized savings in the first week and more than €2.8 million annualized across three months as successive deployment descriptions, not additive benefits. Annualization workings, persistence assumptions, purchasing baseline and customer costs are absent; whether expenses were deducted is unspecified.","Cyera: subtract roughly 30 minutes from the reported five–six daily triage hours to obtain approximately 4.5–5.5 hours released daily. Keep 88% weekly usage across roughly 1,500 employees in an adoption column. Neither measure supplies labor valuation, demonstrated expenditure reduction or priced implementation and review effort.","Airtree: subtract two minutes from 30 minutes to obtain 28 minutes released per board summary; retain the separately reported two hours saved monthly on marketing reporting. Do not monetize research falling from two days to unspecified minutes or extrapolate without task volumes and review-time accounting.","Classify net ROI as publicly indeterminate for every sampled document. The buyer checklist is matched workload and baseline definitions, dated observation windows, realized-versus-annualized reconciliation, overlap exclusions, attributable software/model, integration, training, governance, review and maintenance costs, and evidence connecting released capacity to financial value."],"metrics":[{"label":"Verified observations","value":"4","detail":"4 measured fields"},{"label":"Supported claims","value":"9","detail":"9 material findings"},{"label":"Cited sources","value":"4","detail":"4 primary or authoritative"},{"label":"Research score","value":"78","detail":"Automated topic and evidence score"}],"columns":[{"key":"entity","label":"Entity"},{"key":"metric","label":"Metric"},{"key":"value","label":"Value"},{"key":"unit","label":"Unit"},{"key":"observed","label":"Observed"},{"key":"source","label":"Source"},{"key":"transform","label":"Transform"}],"data":[{"unit":"percent","value":"Approximately 50%; relative comparison only","entity":"LG CNS construction-system migration","metric":"Implied cost reduction versus estimated conventional rebuild","source":"https://claude.com/customers/lg-cns","observed":null,"transform":"100% minus the reported approximate 50% project-cost ratio; retains the source's approximation and counterfactual baseline."},{"unit":"hours per day","value":"Approximately 4.5 hours daily","entity":"Cyera Ask Claude channel","metric":"Implied daily staff time released, lower endpoint","source":"https://claude.com/customers/cyera","observed":null,"transform":"5 baseline hours per day minus (30 reported post-deployment minutes per day divided by 60)."},{"unit":"hours per day","value":"Approximately 5.5 hours daily","entity":"Cyera Ask Claude channel","metric":"Implied daily staff time released, upper endpoint","source":"https://claude.com/customers/cyera","observed":null,"transform":"6 baseline hours per day minus (30 reported post-deployment minutes per day divided by 60)."},{"unit":"minutes per summary","value":"28 minutes per summary; review-time inclusion unspecified","entity":"Airtree","metric":"Implied preparation time released per board summary","source":"https://claude.com/customers/airtree","observed":null,"transform":"30 reported baseline minutes minus 2 reported post-deployment minutes per board summary."}],"sources":[{"url":"https://claude.com/customers/airtree","name":"Anthropic","title":"Airtree Claude Cowork case study","records":1},{"url":"https://claude.com/customers/cyera","name":"Anthropic","title":"Cyera Claude Enterprise case study","records":2},{"url":"https://claude.com/customers/duvo","name":"Anthropic","title":"Duvo Claude Agent SDK case study","records":0},{"url":"https://claude.com/customers/lg-cns","name":"Anthropic","title":"LG CNS Claude Code case study","records":1}],"provenance":{"publisher":"Superpower Daily","source_count":4,"source_urls":["https://claude.com/customers/airtree","https://claude.com/customers/cyera","https://claude.com/customers/duvo","https://claude.com/customers/lg-cns"],"methodology":["Use only the supplied evidence for the four named customer documents. Preserve the nominal cutoff of November 1, 2026, 16:30:54.294 UTC. The supplied snapshots were retrieved at 16:31:39.995 UTC and their URLs checked live; exact cutoff versions were not established. Reusing this evidence is not a new collection or experiment.","Build an evidence_matrix with one row per case and columns for reported benefit, baseline, measurement period, supported arithmetic, attributable costs, overlap risks and net-ROI calculability. Keep estimates, annualized rates, staff time and adoption distinct.","LG CNS: record roughly half-cost delivery against an estimated conventional rebuild and the reported seven-month migration, November 2025–June 2026. The implied approximately 50% reduction is relative counterfactual cost avoidance, not reproducible monetary savings or net ROI. Exact expenditure and cost inclusions are undisclosed.","Duvo: record €1.45 million annualized savings in the first week and more than €2.8 million annualized across three months as successive deployment descriptions, not additive benefits. Annualization workings, persistence assumptions, purchasing baseline and customer costs are absent; whether expenses were deducted is unspecified.","Cyera: subtract roughly 30 minutes from the reported five–six daily triage hours to obtain approximately 4.5–5.5 hours released daily. Keep 88% weekly usage across roughly 1,500 employees in an adoption column. Neither measure supplies labor valuation, demonstrated expenditure reduction or priced implementation and review effort.","Airtree: subtract two minutes from 30 minutes to obtain 28 minutes released per board summary; retain the separately reported two hours saved monthly on marketing reporting. Do not monetize research falling from two days to unspecified minutes or extrapolate without task volumes and review-time accounting.","Classify net ROI as publicly indeterminate for every sampled document. The buyer checklist is matched workload and baseline definitions, dated observation windows, realized-versus-annualized reconciliation, overlap exclusions, attributable software/model, integration, training, governance, review and maintenance costs, and evidence connecting released capacity to financial value."],"snapshot_hash":"949c5e0c12838746bd7c788b3055d7cdf1645c419681064eb8f7040c42c9b27a"},"distributions":{"csv":"https://superpowerdaily.com/api/research/which-claude-customer-savings-claims-can-be-converted-into-net-roi-1653e465/versions/v1?format=csv","json":"https://superpowerdaily.com/api/research/which-claude-customer-savings-claims-can-be-converted-into-net-roi-1653e465/versions/v1?format=json"}}