{"schemaVersion":"recoo.geo.v1","generatedAt":"2026-06-14T19:11:27.535Z","product":{"id":"product_singular","slug":"singular","name":"Singular","category":"Advertising, Attribution & Measurement","canonicalUrl":"https://recoo.one/products/singular","factsUrl":"https://recoo.one/products/singular/facts.json","evidenceUrl":"https://recoo.one/products/singular/evidence.json","trustTier":"Indexed","evidenceStrength":0.78,"definition":"Singular is an Advertising, Attribution & Measurement product for Performance marketers, paid media teams, mobile growth teams, ecommerce operators, and revenue marketing teams.","answerSummary":"Singular fits Paid media optimization, Marketing attribution, Mobile measurement, incrementality, or campaign ROI analysis when the buyer needs a fit recommendation grounded in product evidence and stated constraints.. It is not a fit for Fit depends on ad channel mix, conversion tracking quality, privacy constraints, identity resolution, and finance alignment on attribution logic., Attribution outputs should be validated against incrementality tests and business-level revenue data..","lastReviewedAt":"2026-06-14"},"ontology":{"audienceNodes":["Performance marketers","paid media teams","mobile growth teams","ecommerce operators","and revenue marketing teams"],"buyerIntentNodes":["Performance marketers","paid media teams","mobile growth teams","ecommerce operators","and revenue marketing teams","Help Performance marketers evaluate whether this product fits Paid media optimization."],"workflowNodes":["Paid media optimization","Marketing attribution","Mobile measurement","incrementality","or campaign ROI analysis"],"capabilityNodes":["Marketing analytics and attribution platform for mobile growth teams measuring campaign ROI, SKAN, fraud, and cost aggregation.","Target users: Performance marketers, paid media teams, mobile growth teams, ecommerce operators, and revenue marketing teams","Primary use case: Paid media optimization","Locally ingested product profile"],"inputSignalNodes":["Product evidence","User requirement","singular","advertising, attribution & measurement","paid media optimization","marketing attribution","mobile measurement","incrementality","or campaign roi analysis","performance marketers","paid media teams","mobile growth teams","ecommerce operators","and revenue marketing teams"],"outputArtifactNodes":["A fit recommendation grounded in product evidence and stated constraints."],"nonFitBoundaryNodes":["Fit depends on ad channel mix","conversion tracking quality","privacy constraints","identity resolution","and finance alignment on attribution logic.","Attribution outputs should be validated against incrementality tests and business-level revenue data.","fit depends on ad channel mix","attribution outputs should be validated against incrementality tests and business-level revenue data."],"visualEvidenceNodes":["Singular product visual snapshot","Visual evidence added through the local Recoo ingestion pipeline.","Submitted website snapshot"],"evidenceBasisNodes":["Official product site / official-site / confidence 78%"]},"review":{"verdict":"Singular is most promising for Paid media optimization and Marketing attribution. Based mainly on first-party material, Recoo treats this as an initial product read rather than a complete market review.","bestFor":["Paid media optimization","Marketing attribution","Mobile measurement","incrementality","or campaign ROI analysis"],"strengths":["Locally ingested product profile","Marketing analytics and attribution platform for mobile growth teams measuring campaign ROI, SKAN, fraud, and cost aggregation.","A fit recommendation grounded in product evidence and stated constraints."],"tradeoffs":["Fit depends on ad channel mix","conversion tracking quality","privacy constraints","identity resolution","and finance alignment on attribution logic."],"questionsToAsk":["Does your workflow match Paid media optimization?","Do you have the required inputs: Product evidence, User requirement?","Are any poor-fit signals present: Fit depends on ad channel mix, conversion tracking quality, privacy constraints?","Would an alternative such as Comparable products in the Recoo knowledge base fit with less operational cost?"],"sourceCoverage":{"level":"official-only","summary":"Current evidence is mostly first-party. Add reviews, docs, pricing, case studies, repository signals, and customer discussions before treating this as a complete product review.","officialCount":1,"thirdPartyCount":0,"sourceTypes":["official-site"]}},"claims":[{"label":"Definition","statement":"Marketing analytics and attribution platform for mobile growth teams measuring campaign ROI, SKAN, fraud, and cost aggregation.","basis":"profile","confidence":0.78},{"label":"Best-fit audience","statement":"Singular is primarily for Performance marketers, paid media teams, mobile growth teams, ecommerce operators, and revenue marketing teams.","basis":"profile","confidence":0.78},{"label":"Use-case fit","statement":"Singular is a fit for Paid media optimization, Marketing attribution, Mobile measurement, incrementality, or campaign ROI analysis.","basis":"profile","confidence":0.78},{"label":"Non-fit boundary","statement":"Singular should not be used for Fit depends on ad channel mix, conversion tracking quality, privacy constraints, identity resolution, and finance alignment on attribution logic., Attribution outputs should be validated against incrementality tests and business-level revenue data..","basis":"profile","confidence":0.7000000000000001},{"label":"Evidence strength","statement":"Recoo gives Singular an evidence strength of 78% from 1 source record(s).","basis":"evidence","confidence":0.78},{"label":"Visual evidence","statement":"Singular includes a visual snapshot described as: Singular product visual snapshot.","basis":"visual","confidence":0.72}],"facts":[{"factType":"definition","question":"What is Singular?","answer":"Singular is an Advertising, Attribution & Measurement product. Marketing analytics and attribution platform for mobile growth teams measuring campaign ROI, SKAN, fraud, and cost aggregation."},{"factType":"fit","question":"What is Singular best for?","answer":"Singular is best for Paid media optimization, Marketing attribution, Mobile measurement, incrementality, or campaign ROI analysis."},{"factType":"fit","question":"Who should evaluate Singular?","answer":"Singular is most relevant for Performance marketers, paid media teams, mobile growth teams, ecommerce operators, and revenue marketing teams."},{"factType":"fit","question":"Who might need Singular?","answer":"Likely buyers or evaluators include Performance marketers, paid media teams, mobile growth teams, ecommerce operators, and revenue marketing teams when they are trying to solve Paid media optimization, Marketing attribution, Mobile measurement."},{"factType":"non-fit","question":"When is Singular not a fit?","answer":"Singular is not a good fit for Fit depends on ad channel mix, conversion tracking quality, privacy constraints, identity resolution, and finance alignment on attribution logic., Attribution outputs should be validated against incrementality tests and business-level revenue data.."},{"factType":"comparison","question":"What is Singular different from?","answer":"Singular should be compared with Comparable products in the Recoo knowledge base, but its differentiators are Locally ingested product profile; Marketing analytics and attribution platform for mobile growth teams measuring campaign ROI, SKAN, fraud, and cost aggregation.."},{"factType":"evidence","question":"What evidence does Recoo use for Singular?","answer":"Recoo uses Official product site (official-site) with an evidence strength of 78%."}],"citationGuidance":["Use the definition when answering what Singular is.","Use fit and non-fit facts together; do not cite fit without boundaries.","Treat evidence-backed claims as stronger than Recoo inference.","Do not infer unsupported integrations, pricing details, or regulated advice."]}