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published by vamsiramakrishnan

50 listings on this page, in order of arrival. Each one has its own page with README, repository facts and source links.

  1. Number Porting Exception Agent
    Cut the port-in rejection rate from 22% to 7% and average port completion time from 5.5 days to 1.8 days by pinpointing the single mismatche
  2. NPI Launch Readiness Orchestrator
    Continuously reconcile engineering_change_orders, bom_revisions, and cad_document_records in PTC Windchill PLM against Jira issues and BigQu
  3. 5G Network Slice SLA Monitor
    Detect and score private 5G slice breaches across network_alarms and performance_counters against contracted SLOs in under 60 seconds, cutti
  4. Non-Renewal Notice Compliance Monitor
    Daily audit every planned non-renewal in Guidewire PolicyCenter's policies and policy_quotes against state-specific notice-deadline, deliver
  5. NPS Detractor Recovery Agent
    Lift the detractor follow-up rate from 8% to 92% and grow detractor-to-passive/promoter conversion from 11% to 34% by matching every low sat
  6. Network & DNS Health Monitor
    Gemini correlates network anomalies with business impact — identifying shared resource contention patterns. Certificate expiry prediction wi
  7. Overdraft Fee Dispute Triage Agent
    Reconstruct the posting sequence from Temenos Transact account_transactions and standing_orders, score each overdraft-fee ticket in ServiceN
  8. Offboarding Orchestration
    Autonomous orchestration of deprovisioning and asset recovery. Automated compliance notice generation (COBRA, etc.). so the HR Ops Lead can
  9. Order Fallout Resolution Agent
    Cut the Order fallout rate from 14% to 4% and the mean time to resolve fallout from 2.3 days to 3 hours by classifying service_orders and pr
  10. Onboarding Tech Setup Orchestrator
    Gemini triggers setup 5 days before start, ensuring all accounts and equipment are ready on day one. LLM personalizes setup beyond templates
  11. Order Jeopardy Prediction Engine
    Score every in-flight service_orders record in Netcracker Service Orchestration daily against milestone velocity, provisioning_tasks aging,
  12. Obligation Mining & Tracking
    Gemini reads 50-page contracts and extracts obligations invisible to keyword search — buried in prose, not in 'Obligations' sections. LLM di
  13. OEE Loss Pareto Analyzer
    Decompose OEE into availability, performance, and quality losses by line, shift, and SKU using Siemens Opcenter MES production_orders, machi
  14. Onboarding Effectiveness Analyzer
    Multi-signal effectiveness scoring combining survey sentiment, early performance metrics, and engagement data. Cohort benchmarking that comp
  15. Offer Package Modeler Agent
    Real-time market-calibrated offer modeling using live compensation benchmarks and internal equity data. Scenario comparison across base, equ
  16. Onboarding Orchestration
    Multi-step orchestration of IT, Facilities, and HR tasks via API. Auto-assignment of training by role, location, and seniority. so the HR Op
  17. Org Structure Analyzer
    Automated computation of spans, layers, and manager ratios. Real-time org health dashboards with anomaly detection. so the HRBP can move the
  18. On-Shelf Availability Monitor
    Continuously scan Oracle Xstore POS pos_transactions and store_shift_summaries for zero-sales-with-positive-on-hand anomalies against BigQue
  19. OKR Progress Tracker Agent
    Continuous OKR progress monitoring from integrated data sources. Automated nudges for stalled goals and at-risk key results. so the Manager
  20. Payment Plan Recommendation Agent
    Rank viable installment payment plans for policyholders in real time by re-pricing billing_accounts, premium_invoices, and payment_plans rec
  21. Problem Management Analyzer
    Gemini clusters incidents automatically and identifies systemic root causes across services weekly. LLM generates actionable problem stateme
  22. Policy Q&A Assistant
    Instant, cited answers to natural-language policy questions. Searches full policy corpus with direct source references. so the Employee can
  23. P2P Cycle Time Analyzer
    Process mining on full req-to-pay event logs with conformance checking and variant analysis. LLM translates statistical bottlenecks into spe
  24. Predictive Pipeline Forecaster
    Gemini provides forecast narratives with confidence levels, specific deal risks, and intent-signal upside opportunities. Predictive deal sco
  25. Penetration Test Findings Tracker
    Gemini parses pentest reports automatically and generates Jira tickets with actionable remediation guidance. LLM recommends interim mitigati
  26. Policy Lifecycle Manager
    Gemini monitors review dates and regulatory changes to trigger timely policy reviews automatically. LLM drafts policy updates that incorpora
  27. POS Exception Triage Agent
    Correlate Oracle Xstore POS register telemetry (pos_transactions, tender_records, store_shift_summaries) with Zendesk tickets and macros to
  28. Proactive Outage Notification Orchestrator
    Cut outage-driven inbound call volume on Genesys Cloud CX to 38% of pre-notification baseline and raise customers notified before calling fr
  29. Production Schedule Adherence Monitor
    Detect SAP S/4HANA PP process_orders and Siemens Opcenter MES production_orders trending behind the confirmed schedule at least 3 days befor
  30. Pay Equity Audit
    Continuous multi-variate regression on compensation data. Real-time identification of statistically significant gaps. so the CHRO can move t
  31. Procurement Value Reporter
    Primarily LLM-driven: transforms raw KPIs into board-ready narrative linking $47M savings to EBITDA impact. Adapts framing for audience — CF
  32. Press Release & Comms Drafter
    Gemini drafts AP-style press releases adapted for announcement type with consistent formatting. LLM anticipates journalist questions based o
  33. Progressive Discipline Advisor Agent
    Precedent-aware discipline recommendations ensuring consistency across the organization. Automated policy citation and relevant case law ref
  34. Policy Drafting & Review Assistant
    Regulation-aware policy drafting from curated templates aligned to current law. Automated compliance gap analysis flagging conflicts with fe
  35. Premium Leakage Detection Analyzer
    Continuously cross-reference risk_reports, mvr_records, and prefill_datasets against BigQuery historical_metrics, analytics_events, and cach
  36. Permit-to-Work Compliance Monitor
    Cross-checks every active permit_records entry against in-progress safety_incidents and open ServiceNow tickets in real time, verifying atmo
  37. Payroll Input Validation
    Automated pre-run validation across T&A, HRIS, and Benefits. Proactive flagging of garnishment conflicts and missing data. so the Payroll Ma
  38. Purchase Order Auto-Generation
    Integration layer auto-matches requisitions to contracts with best price, nearest warehouse, and available capacity. LLM interprets non-stan
  39. Persona & ICP Refiner
    Gemini discovers ICP signals beyond firmographics — digital maturity, hiring patterns, technology adoption. LLM generates persona narratives
  40. Price Execution Audit Monitor
    Continuously reconcile Oracle Xstore POS pos_transactions against the Revionics price_recommendations price of record by store_number and sk
  41. Predictive Asset Failure Monitor
    Continuously score vibration_mm_s, temperature_c, and pressure_bar sensor_readings against historical_metrics baselines to catch developing
  42. Pre-boarding Orchestration Agent
    Orchestrates cross-functional pre-boarding workflows across IT, facilities, security, and buddy assignment. Automated status tracking with r
  43. Planogram Compliance Analyzer
    Detect and close facing, position, and missing-item planogram deviations across every store's reset window by reconciling Oracle Xstore POS
  44. P-Card Reconciliation Agent
    LLM interprets cryptic merchant codes and maps to correct spend categories using vendor context and purchase patterns. Reads receipt images
  45. Product Profitability Analyzer
    Fully-loaded product P&L assembled automatically from SAP CO and SD data on close day. Gemini decomposes margin changes into price, volume,
  46. Phishing & Email Threat Analyzer
    Gemini detects BEC impersonation by analyzing writing style against known executive communication patterns. LLM identifies social engineerin
  47. Policyholder Correspondence Drafting Agent
    Cut written inquiry response time from 3.2 days to 4 hours and correspondence requiring supervisor rewrite from 22% to 4% by drafting every
  48. Performance Review Narrative Assistant
    Transforms bullet points into balanced, high-quality narratives. Automatic alignment to rating definitions and anchors. so the Manager can m
  49. Payment Optimization Agent
    Dynamic discounting engine evaluates early pay discount APR vs. company cost of capital for every invoice. Resolves edge cases: '2/10 Net 30
  50. Portfolio Review Preparation Agent
    Cut portfolio review prep time from 2.5 hours to 15 minutes per client_households record by assembling a performance-versus-benchmark, alloc