OKF bundles · Government & public data

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

1. AR Aging & DSO Analyzer
   Automated segment-level DSO analysis reveals that a 5-day DSO increase is driven entirely by 2 government contracts, not a systemic issue. G
2. Approval Workflow Optimizer
   Pattern analysis detects rubber-stamping (<30s approval times), bottleneck approvers, and delegation gaps. LLM reasons about the why: 'Manag
3. Business Review Prep Agent
   LLM synthesizes scorecard data, 3 prior QBR action items, contract performance, and market conditions into a compelling presentation narrati
4. Brand Health Monitor
   Gemini synthesizes mentions, search trends, sentiment, and competitive data into a unified brand health score. LLM interprets why sentiment
5. Clause Risk Analyzer
   Gemini understands that uncapped 'consequential damages' combined with broad indemnification creates compounding liability exposure. LLM det
6. Commodity Price Forecaster
   Time-series forecasting across 40+ commodity indices with volatility modeling and hedging window identification. Gemini interprets market-mo
7. Capability Assessment Agent
   Weighted scoring against 40+ technical and commercial criteria applied consistently across all respondents. LLM evaluates narrative claims i
8. Concentration Risk Analyzer
   HHI calculation across all categories with what-if simulation — single supplier failure impact modeled against revenue and production. LLM t
9. Catalog Curation & Recommendation
   LLM interprets natural-language searches — 'something to organize cables under my standing desk' returns cable management trays even though
10. Demand Pattern Analyzer
    Time-series decomposition with Holt-Winters/Prophet isolates trend, seasonality, and cyclical demand patterns. LLM cross-references demand a
11. Demand Forecasting & Aggregation
    Prophet/ARIMA time-series forecasting with automated seasonality decomposition. LLM parses unstructured emails from stakeholders — 'project
12. Delivery Performance Monitor
    Predictive late-delivery alerting using ASN data + transit time models — flags delays before they arrive at the dock. LLM reads carrier noti
13. Data Pipeline Health Monitor
    Gemini diagnoses pipeline failures automatically — tracing through dependency graphs and schema changes. LLM generates concrete fix proposal
14. Expedite Request Triage Agent
    Triage every ServiceNow expedite ticket by reconciling the requested_date against the Kinaxis RapidResponse supply_plans and demand_signals,
15. Financial Health Assessor
    Altman Z-score augmented with ML detects deteriorating financial ratios before credit downgrades. LLM reads 10-K filings and flags 'explorin
16. Goods Receipt & Service Entry Validator
    IoT/RFID data automatically cross-referenced against PO quantities with anomaly detection on variances. LLM validates service entry sheets a
17. Insurance & Liability Monitor
    OCR/NLP via Document AI reads COIs in non-standard formats and extracts policy type, limits, deductibles, named insured, and endorsements. L
18. Innovation & Value Engineering Tracker
    LLM evaluates technical proposals with domain understanding: 'Inconel 718 has adequate tensile strength for this application but lower fatig
19. Leave & Accommodation Intake Agent
    Conversational leave and accommodation intake with automated eligibility pre-screening. Intelligent routing based on request type, jurisdict
20. Market Conduct Exam Prep Orchestrator
    Compile NAIC-mapped exam-ready data marts from Guidewire PolicyCenter policies, policy_quotes, and underwriting_submissions, cross-audit the
21. MRO & Facilities Optimization
    Time-series demand forecasting on MRO consumables (filters, bearings, lubricants, safety gloves) with automated min/max optimization based o
22. MarTech Stack Health Monitor
    Gemini diagnoses complex integration failures by reading field mappings, API logs, and data schemas. LLM explains root causes in plain langu
23. Medical Bill Review Engine
    Cut medical bill review turnaround from 12 days to 1 day and lift duplicate/unbundled-charge catch rate from 62% to 96% by validating every
24. Maverick Spend Detector & Nudge
    Real-time detection at PO creation with root cause classification — catalog gap vs. policy confusion vs. deliberate bypass. LLM generates pe
25. Make-vs-Buy Analyzer
    Monte Carlo simulation on 25+ cost variables with sensitivity analysis. LLM interprets engineering specs to assess external supplier capabil
26. Network & DNS Health Monitor
    Gemini correlates network anomalies with business impact — identifying shared resource contention patterns. Certificate expiry prediction wi
27. 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
28. 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
29. Procurement Value Reporter
    Primarily LLM-driven: transforms raw KPIs into board-ready narrative linking $47M savings to EBITDA impact. Adapts framing for audience — CF
30. Progressive Discipline Advisor Agent
    Precedent-aware discipline recommendations ensuring consistency across the organization. Automated policy citation and relevant case law ref
31. Policy Drafting & Review Assistant
    Regulation-aware policy drafting from curated templates aligned to current law. Automated compliance gap analysis flagging conflicts with fe
32. P-Card Reconciliation Agent
    LLM interprets cryptic merchant codes and maps to correct spend categories using vendor context and purchase patterns. Reads receipt images
33. Price Variance Analyzer
    Statistical process control on price trends detects drift and off-contract pricing weekly. LLM investigates variances by correlating with EC
34. PIP Documentation Assistant
    Legally-reviewed PIP template generation with SMART milestones and clear expectations. Automated progress tracking with structured evidence
35. Procurement Maturity Assessor
    NLP analyzes free-text survey responses to extract qualitative pain points alongside quantitative scoring. Benchmarks against Hackett/CAPS f
36. Procurement Policy Assistant
    RAG over procurement policies with conversational Q&A and direct citations. LLM navigates complex delegation of authority rules — 'software
37. Procurement KPI Dashboard
    Automated daily KPI calculation with threshold-based alerting on significant changes. LLM generates narrative digests explaining root causes
38. Relationship Health Analyzer
    LLM interprets qualitative signals: supplier account manager response times shifted from same-day to 3-4 days, and their VP of Sales attende
39. Reserve Development Early Warning Monitor
    Cut the share of claims with late reserve strengthening from 23% to 7% of open inventory by detecting reserve-adequacy gaps within 5 days of
40. Regulatory Complaint Response Agent
    Assemble the complete DOI complaint file from Guidewire PolicyCenter policies, policy_quotes, and underwriting_submissions plus Zendesk corr
41. Regulatory Compliance Tracker
    RAG pipeline over regulatory corpus retrieves relevant rules and maps them to affected supplier categories automatically. LLM interprets new
42. Regulatory Change Monitor
    Continuous monitoring across Bloomberg Tax, CCH, and regulatory feeds ensures zero regulatory surprises. Gemini reads new regulations and as
43. Regulatory Emissions Reporting Agent
    Aggregate emissions_readings and permit_records from Sphera EHS with sensor_readings from the OSIsoft PI System daily so the Environmental C
44. Regulatory Change Monitor
    Gemini scans regulatory feeds weekly and filters for changes relevant to the organization's IT operations. LLM maps new requirements to exis
45. Requisition Intake & Smart Routing
    LLM interprets colloquial requisition descriptions and resolves to specific materials, suppliers, and contracts. NLP classification detects
46. Regulatory Filing Orchestrator
    Parallel data collection and automated validation cuts filing preparation from 4-6 weeks to 1-2 weeks. Gemini reviews disclosures against AS
47. Services Procurement & SOW Manager
    Rate card compliance engine validates every timesheet against contracted rates, roles, and budget caps in real time. LLM detects scope creep
48. Supplier Diversity Tracker
    Spend attribution engine maps every dollar to certified diverse suppliers with MBE/WBE/SDVOB/HUBZone classification. Tier-2 reporting aggreg
49. Stakeholder Satisfaction Analyzer
    Sentiment analysis on survey free-text, ServiceNow ticket patterns, and email communication tone. LLM identifies root causes — 'I don't unde
50. Spend Cube Builder & Enrichment
    ML taxonomy classifies 80% of transactions; LLM handles the remaining ambiguous 20% by reading vendor context and purchase history. Gemini r