{"publisher":"Nexius Labs","canonical":"https://nexiuslabs.com/evidence","version":"1.0","reviewed":"2026-07-20","scope":"Public first-party evidence and disclosure standard for Nexius Labs agentic AI engagements.","disclaimer":"Engagement context does not establish an outcome. Illustrative metrics are excluded from proof counts. Quantitative outcomes require a published baseline and measurement method.","summary":{"attributedClientTestimony":1,"engagementContexts":5,"publishedQuantitativeOutcomes":0},"classifications":[{"level":"01","label":"Measured outcome","description":"A quantified result with a stated baseline, method, sample or volume, observation period, and limitations.","status":"No public records yet"},{"level":"02","label":"Attributed testimony","description":"A named client statement describing an observed change without presenting unpublished numbers as measured proof.","status":"1 public record"},{"level":"03","label":"Engagement context","description":"Factual organisation and engagement information that establishes relevance but does not claim an outcome.","status":"5 public records"},{"level":"04","label":"Illustrative example","description":"A clearly labelled scenario used to explain a design or measurement concept. It is never presented as a client result.","status":"Excluded from proof counts"}],"records":[{"id":"NX-EV-001","classification":"Attributed qualitative testimony","subject":"Daisy Accounting","title":"AI handles repetitive bookkeeping work end to end","statement":"We went from being constrained by manual bookkeeping throughput to a workflow where AI handles the repetitive work end-to-end.","attribution":"Kate Yap, Co-founder, Daisy Accounting","basis":"Named client testimony published with attribution.","limitation":"No quantitative baseline, sample size, observation period, or delivery timeframe is publicly claimed.","sourcePath":"/case-studies"},{"id":"NX-EV-002","classification":"Engagement context fact","subject":"Multinational company","title":"300+ employees / Multi-country operations","statement":"Presence in 8 countries. Engagement focus included ai literacy, role-based fluency, shared governance.","attribution":"Nexius Labs engagement record","basis":"Organisation size, footprint, and sector supplied from Nexius Labs engagement records.","limitation":"The client identity is confidential. Focus areas describe engagement context and are not outcome claims.","sourcePath":"/case-studies"},{"id":"NX-EV-003","classification":"Engagement context fact","subject":"Local SME","title":"120 employees / Construction materials","statement":"Import, export, and distribution. Engagement focus included ai capability, workflow mapping, trade & operations.","attribution":"Nexius Labs engagement record","basis":"Organisation size, footprint, and sector supplied from Nexius Labs engagement records.","limitation":"The client identity is confidential. Focus areas describe engagement context and are not outcome claims.","sourcePath":"/case-studies"},{"id":"NX-EV-004","classification":"Engagement context fact","subject":"Local SME","title":"20 employees / Automotive parts","statement":"Import, export, and distribution. Engagement focus included ai fluency, commercial workflows, logistics.","attribution":"Nexius Labs engagement record","basis":"Organisation size, footprint, and sector supplied from Nexius Labs engagement records.","limitation":"The client identity is confidential. Focus areas describe engagement context and are not outcome claims.","sourcePath":"/case-studies"},{"id":"NX-EV-005","classification":"Engagement context fact","subject":"Local cooking school","title":"10+ employees / Education and training","statement":"Singapore. Engagement focus included ai fluency, customer workflows, admin productivity.","attribution":"Nexius Labs engagement record","basis":"Organisation size, footprint, and sector supplied from Nexius Labs engagement records.","limitation":"The client identity is confidential. Focus areas describe engagement context and are not outcome claims.","sourcePath":"/case-studies"},{"id":"NX-EV-006","classification":"Engagement context fact","subject":"Local engineering company","title":"80 employees / Engineering","statement":"Singapore. Engagement focus included role-based fluency, workflow redesign, project support.","attribution":"Nexius Labs engagement record","basis":"Organisation size, footprint, and sector supplied from Nexius Labs engagement records.","limitation":"The client identity is confidential. Focus areas describe engagement context and are not outcome claims.","sourcePath":"/case-studies"}],"measurementMethod":[{"step":1,"name":"Define the unit","description":"Name the task, accepted output, accountable owner, and the boundary between one completed case and the next."},{"step":2,"name":"Record the baseline","description":"Measure representative manual cases before intervention and state the sample size, period, and operating conditions."},{"step":3,"name":"Separate time measures","description":"Report active human time, agent runtime, elapsed turnaround, and review time separately rather than combining them."},{"step":4,"name":"Test quality and exceptions","description":"Track acceptance, rework, error, exception, escalation, and human-override rates alongside speed."},{"step":5,"name":"Measure operating cost","description":"Include model, token, tool, infrastructure, retry, review, and correction costs per accepted outcome."},{"step":6,"name":"Publish limitations","description":"State what was observed, what was not measured, where the result may not transfer, and who supplied or checked the data."}]}