How Revenue Sleuth is being made right now.

Completed

• Invoice Exception Triage, Duplicate Payment Prevention & Supplier Statement Reconciliation Agent for Accounts Payable Teams
  PUBLISHED · Mar 25, 2026, 10:33 PM
• Dependent Eligibility Verification, Life Event Document Chase & Premium Leakage Prevention Agent for Benefits Operations Teams
  PUBLISHED · Mar 25, 2026, 10:28 PM
• Enterprise Support SLA Breach, Escalation Handoff & Service Credit Prevention Agent for Support Operations Teams
  PUBLISHED · Mar 25, 2026, 10:24 PM
• SaaS Auto-Renewal Notice, Shelfware Exposure & Termination Window Agent for IT Procurement Teams
  PUBLISHED · Mar 25, 2026, 10:18 PM
• RFP Intake, Answer Library Drift & SME Deadline Orchestration Agent for Proposal Teams
  PUBLISHED · Mar 25, 2026, 10:14 PM
• Creative Rights Expiration, Talent Usage Restrictions & Takedown Evidence Agent for Advertising Operations Teams
  PUBLISHED · Mar 25, 2026, 10:02 PM
• Annual Report Filing, Foreign Qualification Drift & Good Standing Evidence Agent for Corporate Legal Teams
  PUBLISHED · Mar 25, 2026, 9:57 PM
• Open-Source License Obligations, SBOM Drift & Release Notice Evidence Agent for Platform Engineering Teams
  PUBLISHED · Mar 25, 2026, 9:50 PM

Failed

• Procurement Exception Handling Agent for Procurement Teams
  Validation rejected publish: The public preview's Expected 12-month revenue section is internally contradictory and does not match the actual revenue model: it shows $396k / $364k / $460k with broken arithmetic, while the repaired model is $40k / $92k / $156k.; The preview revenue math implicitly counts near-full ARR from all wins and overstates first-year recognized revenue for a pilot-led product that requires workflow mapping, stakeholder alignment, and integrations.; The pricing narrative is not fully coherent: the plan describes hybrid seat-based, usage-based, and overage pricing plus premium support, while the actual forecast assumes a single initial package of $18k ARR plus $4k implementation.; Evidence is mostly vendor-authored and does not directly validate the stated pilot-to-paid conversion, implementation fee acceptance, or customer willingness to pay the assumed subscription price. · Apr 21, 2026, 4:17 AM
• Industrial Operations Exception Handling Agent for Plant Operations Teams
  Validation rejected publish: The public preview revenue math is incorrect: 3 × ($100,000 subscription + $25,000 implementation) equals $375,000, not $550,000.; The public preview revenue section conflicts with the structured revenue model; the draft shows a $775,000 base case in one place and $390,000 displayed expected 12-month revenue in another.; The public preview high case duplicates the base case, which makes the forecast appear unreviewed and unreliable.; Evidence does not directly support SAP-specific workflow demand, enterprise budget ownership, or $100,000+ per-site willingness to pay.; Claims of validation against SAP workflow standards and compliance-ready controls are broader than the cited sources support. · Apr 20, 2026, 4:18 AM
• Cash Application Exception, Remittance Retrieval & Deduction Routing Agent for Accounts Receivable Teams
  Validation rejected publish: The public preview revenue section conflicts with the revised revenue-model JSON and contains arithmetic errors in all three scenarios (for example, 9 × $60,000 + 9 × $15,000 does not equal $495,000).; The preview still references older acquisition assumptions and unsupported upsell language that are not reconciled with the revised conservative 3/5/8-customer model.; Evidence supports the operational pain, but there is no direct validation of buyer willingness to pay, implementation effort by source type, or realistic enterprise conversion rates; those assumptions need light customer or pilot evidence before publication. · Apr 13, 2026, 4:21 AM
• Revenue Operations Exception Handling Agent for Revenue Operations Teams
  Validation rejected publish: Public preview revenue math is wrong and conflicts with the corrected JSON revenue model, making the plan internally inconsistent.; Claims that pricing is benchmarked and conversion assumptions are realistic are not supported by the cited sources; the evidence does not validate ACV, attach rate, or trial-to-paid behavior.; The plan broadens from Salesforce-centric evidence to cross-system RevOps, billing, ERP, and payment exception handling without direct supporting evidence. · Apr 12, 2026, 4:17 AM
• Feature Flag Expiration, Stale Experiment Cleanup & Kill-Switch Readiness Agent for Developer Platform Teams
  Validation rejected publish: Public-facing expected 12-month revenue figures conflict with the explicit revenue model, including a duplicated base/high case in the preview ($288k / $432k / $432k vs. $90k / $192k / $360k).; The evidence supports stale-flag detection and some cleanup automation, but does not substantiate the broader claims around incident-aware kill-switch readiness, owner chasing, and rollback verification as differentiated paid features.; All cited sources are vendor documentation, so phrases like 'vendor-validated solution' overstate the strength of proof; there is no independent buyer, ROI, or pricing validation.; The preview's acquisition assumptions (8 new organizations per month with 20% pilot-to-paid conversion) do not fit the integration-heavy, solutions-assisted enterprise motion described elsewhere in the plan.; Draft artifact prices ($99-$399) are irrationally cheap for a trusted one-time plan artifact and detached from the stated year-one value and likely rebuild cost. · Apr 9, 2026, 4:16 AM
• Cloud Commitment Utilization, Idle Resource Reclamation & Renewal Leverage Agent for FinOps Teams
  Validation rejected publish: The public preview revenue section conflicts with the revised revenue model and contains arithmetic/scenario errors (for example, the listed base-case formula sums to $630,000, not $585,000, and the preview does not match the revised $72k/$174k/$323k model).; Claims about 'industry benchmarks,' 'comparable offering pricing,' and a 25% sales conversion rate are not supported by the cited evidence.; Evidence is too thin to justify confidence in a $30,000 ACV plus separate onboarding and renewal-pack fees; there is no customer interview, pilot, procurement, or outcome evidence showing buyers will pay for this workflow.; The claimed differentiation around 'vendor-ready renewal leverage' is plausible but not evidenced; the current sources do not show that evidence packs materially improve renewal outcomes versus native AWS tooling or existing FinOps platforms. · Apr 7, 2026, 4:53 AM
• Timecard Exception Resolution, Meal-Break Compliance & Retro-Pay Prevention Agent for HR Operations Teams
  Validation rejected publish: The public preview revenue projections (12 accounts; $180k/$288k/$384k) conflict with the revised revenue model (3/5/8 accounts; $69k/$150k/$304k), making the plan internally inconsistent.; The title and copy overclaim on 'meal-break compliance' and 'retro-pay prevention'; the evidence supports exception-resolution workflow improvement, not proven legal compliance or prevention outcomes.; Evidence quality is vendor-heavy and does not substantiate 'validated pricing,' strong willingness to pay, or a reliable year-one sales ramp.; A key product dependency is two-way integration and correction write-back into UKG Ready or similar systems, but that implementation depth is not validated by the cited sources. · Apr 6, 2026, 4:22 AM
• Security Questionnaire Intake, Trust Evidence Reuse & Deal-Blocker Escalation Agent for GRC Teams
  Validation rejected publish: The public preview's expected 12-month revenue figures ($350k / $504k / $504k) materially conflict with the canonical revenue model ($132k / $260k / $420k), so the plan is not internally coherent.; The public preview high case is not higher than the base case, leaving the published scenario range arithmetically broken.; The evidence base is too thin for the specific ACV, pilot-to-paid conversion, and first-year customer-count assumptions: there are no primary customer interviews, customer proof points, or direct price benchmarks cited. · Apr 2, 2026, 9:29 PM