| Source-backed ROI dashboard | Spend, leads, attributed revenue, revenue basis, source readiness, unlocked cards, unsupported states, and next-source guidance in one dashboard review surface. | Dashboard generation and metric definitions decide which spend, lead, attribution, invoice, and payment records can support ROI cards. |
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| Attribution confidence and no-match states | Match rule, confidence, attribution window, downstream entity, no-match reason, and whether revenue is booked, invoiced, collected, unpaid, or excluded. | Attribution methodology and lead-to-revenue matching explain how source events can become credited revenue and when they must remain unresolved. |
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| Ask Data ROI answers | Plain-English ROI answers with cited metrics, chart rows, date scope, source context, cache state, or a clear unsupported response. | Ask Data and data validation constrain ROI questions to supported query specs, metric eligibility, source freshness, and cited rows. |
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| Report and export handoff | Weekly insight summaries, frozen report snapshots, branded exports, source rows, recommendations, attention items, and export history tied to the same ROI evidence. | Reports, sample reports, white-label output, and export workflows preserve the source context that supported each revenue claim. |
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| Plan and ROI calculator business case | Reporting labor, client workspace volume, proof requirements, disputed-number cost, source coverage, and plan path before choosing a subscription. | Pricing, ROI calculator, billing limits, and onboarding pages connect product value to the work and proof requirements SIRJ has to replace. |
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