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AO Examples

Autonomous factory that generates AO workflow examples across 30+ verticals. Runs fully on autopilot — an Opus conductor ideates, researches, builds, and ships example repos every 30 minutes.

How It Works

┌─────────────────────────────────────────────────────┐
│                 CONDUCTOR (Opus)                     │
│              runs every 30 minutes                   │
│                                                      │
│  1. Check progress on running tasks                  │
│  2. Ideate new examples (tools, APIs, verticals)     │
│  3. Research integrations (MCP servers, APIs)         │
│  4. Queue new tasks → generate-example workflow       │
│  5. Update registry + README                         │
└──────────┬──────────────────────────────┬────────────┘
           │                              │
           ▼                              ▼
┌─────────────────────┐    ┌─────────────────────────┐
│  generate-example   │    │    research workflow     │
│                     │    │                          │
│  plan → scaffold    │    │  deep-dive on tools,     │
│  → build → review   │    │  APIs, MCP servers       │
│  → init repo        │    │                          │
│  → update registry  │    │  writes to research/     │
│                     │    │                          │
│  (rework loop if    │    └─────────────────────────┘
│   review fails)     │
└─────────────────────┘

Examples

This table is updated automatically by the conductor as examples are generated.

Example Vertical What It Does Status Repo
blog-generator Content SEO research → outline → draft → edit → publish generated repo
story-writer Creative World-building → characters → plot → chapters → review generated repo
stock-trader Finance Market data → bull/bear debate → risk → rebalancing generated repo
legal-reviewer Legal Clause extraction → risk flagging → compliance → redlines generated repo
data-pipeline Data Source discovery → schema → transforms → validation generated repo
podcast-producer Media Research → script → show notes → social posts generated repo
threat-intel Cybersecurity IOC collection → enrichment → correlation → analyst briefs generated repo
supply-chain-monitor Manufacturing Supplier monitoring → disruption detection → response generated repo
grant-writer Nonprofit Opportunity scan → proposal draft → budget → review generated repo
researcher Research Question → sources → analysis → synthesis → report generated repo
product-catalog E-Commerce Product data → SEO descriptions → translation → QA generated repo
curriculum-builder Education Learning objectives → modules → content → quizzes → review generated repo
research-analyst Business Market research → competitive analysis → trend reports generated repo
biology-lab Science Literature → hypothesis → experiment design → paper generated repo
devops-automator Infrastructure Audit → IaC generation → security review → apply generated repo
property-analyzer Real Estate Listing analysis → market comps → investment reports generated repo
patient-intake Healthcare Form processing → triage → provider matching → scheduling generated repo
hiring-pipeline Business Ops Job desc → screen → interview → feedback → offer generated repo
event-producer Entertainment Concept → venue → talent → marketing → runsheet generated repo
invoice-processor Finance Ops Extract → match PO → validate → approve → reconcile generated repo
fleet-dispatcher Logistics Orders → route optimization → dispatch → exceptions → report generated repo
energy-auditor Energy Consumption analysis → benchmarking → savings → audit report generated repo
travel-planner Travel Destinations → itinerary → budget → packing list generated repo
claims-processor Insurance Intake → coverage check → fraud detection → settlement generated repo
ad-campaign Advertising Audience research → creative brief → copy → A/B test → launch generated repo
crop-monitor Agriculture Field data → disease detection → treatment → dispatch generated repo
foia-processor Government Records request → search → redact → legal review → release generated repo
vehicle-recall Automotive Defect pattern → VIN scope → notification → repair tracking generated repo
network-fault-manager Telecom Alarm correlation → diagnosis → dispatch → RCA report generated repo
pharmacovigilance Pharma Adverse event monitoring → causality → signal detection → regulatory generated repo
athlete-tracker Sports Biometrics → workload trends → injury risk → load management generated repo
satellite-ops Aerospace Telemetry monitoring → orbit maintenance → anomaly response generated repo
personal-finance Consumer Transaction analysis → budgeting → investment recommendations generated repo
game-narrative Gaming World-building → dialogue trees → branching logic → continuity generated repo
support-triage Customer Ops Ticket classification → routing → response drafts → analytics generated repo
recipe-developer Food Nutritional targets → recipe generation → cost analysis → publish generated repo
construction-tracker Construction Schedule tracking → delay detection → resource reallocation generated repo
content-moderator Trust & Safety AI classification → human review → appeals → analytics generated repo
immigration-tracker Immigration Eligibility → documents → filing → status tracking → RFEs generated repo
clinical-trial Biotech Protocol design → recruitment → monitoring → analysis → submission generated repo
incident-responder SRE Alert detection → diagnosis → mitigation → RCA → postmortem generated repo
esg-reporter Sustainability ESG metrics → benchmarking → GRI/SASB reports → assurance generated repo
tax-preparer Finance Document gathering → deductions → tax calculation → filing generated repo
compliance-auditor Customs & Trade HS classification → duty rates → customs declarations → filing generated repo
donor-prospector Nonprofit Prospect research → scoring → outreach → stewardship → analytics generated repo
brand-monitor Marketing Intelligence Social monitoring → sentiment analysis → crisis detection → response drafts → brand health reports generated repo
loan-originator Banking Application → credit check → underwriting → approval → closing docs generated repo
college-advisor Education School research → essay writing → deadline tracking → financial aid → offers generated repo
permit-tracker Government Requirements → application → submission → corrections → inspections generated repo
fraud-detector Finance / Compliance Transaction monitoring → anomaly scoring → investigation → SARs generated repo
warehouse-optimizer Warehouse Ops Pick pattern analysis → slotting optimization → move plans → efficiency dashboards generated repo
ma-due-diligence Corporate Finance Document collection → financial/tech/legal analysis → investment memo generated repo
drug-discovery Pharma R&D Target ID → compound screening → lead optimization → IND filing generated repo
hotel-revenue Hospitality Demand forecast → rate optimization → competitor monitoring → revenue report generated repo
wedding-planner Consumer Events Vision → venues → vendors → budget → invitations → day-of timeline generated repo
video-factory Media Production Trend research → script → creative review → thumbnails → SEO generated repo
estate-planner Personal Legal Asset inventory → trust/will drafting → tax optimization → legal review generated repo
home-renovation Consumer / Home Contractor vetting → permit tracking → construction management → inspections generated repo
restaurant-ops Food & Hospitality Menu planning → food costing → prep scheduling → waste tracking → daily P&L generated repo

| fitness-coach | Consumer Health | Baseline assessment → periodized programming → daily workouts → progress tracking | generated | repo | | aml-monitor | Banking Compliance | Transaction screening → pattern detection → SAR filing → case management | generated | repo | | dynamic-pricer | E-Commerce Analytics | Competitor monitoring → demand elasticity → A/B testing → price optimization | generated | repo | | emergency-manager | Government / Crisis | Disaster detection → alerts → resource mobilization → situation reports → recovery | generated | repo | | influencer-campaign | Marketing / Social | Talent discovery → vetting → creative briefs → content review → ROI analysis | generated | repo | | accreditation-tracker | Education Compliance | Standards mapping → evidence collection → gap analysis → self-study report | generated | repo | | water-quality-monitor | Environmental | Sensor ingestion → trend analysis → EPA compliance → remediation → regulatory filing | generated | repo | | freight-broker | Logistics / Freight | Carrier matching → rate negotiation → BOL generation → tracking → settlement | generated | repo | | insurance-onboarding | Insurance Ops | License verification → background checks → training → provisioning → certification | generated | repo | | parts-catalog | Automotive Manufacturing | ECO processing → fitment updates → diagram generation → translation → publishing | generated | repo | | meal-planner | Consumer Food | Dietary preferences → recipe matching → grocery lists → batch cooking → cost tracking | generated | repo | | aircraft-maintenance | Aviation | Flight hour tracking → inspection scheduling → work orders → airworthiness certification | generated | repo | | esports-tournament | Esports | Registration → bracket seeding → match scheduling → disputes → prize distribution | generated | repo | | music-producer | Media / Music | Album concept → lyrics → composition → mastering → artwork → distribution | generated | repo | | home-buyer | Consumer Real Estate | Financial readiness → mortgage → house hunting → offers → closing | generated | repo | | subtitle-pipeline | Media / Localization | Transcription → translation → timing sync → dubbed voiceover → SRT/VTT | generated | repo | | pet-care | Consumer Pet Care | Vaccination tracking → weight monitoring → medication → vet appointments → wellness | generated | repo | | changelog-generator | Developer Tools | Git history → commit categorization → release notes → migration guides → GitHub release | generated | repo | | repo-health-checker | Developer Tools | Org-wide repo audit → stale PRs → missing CI → security advisories → scorecards | generated | repo | | slack-digest | Business Ops | Channel monitoring → topic clustering → daily digest → action items → archive | generated | repo | | notion-wiki-sync | Knowledge Mgmt | Notion page scanning → staleness detection → code cross-ref → markdown export | generated | repo | | api-docs-generator | Developer Tools | Route parsing → schema extraction → example generation → validation → OpenAPI | generated | repo | | food-safety-auditor | Food Safety | HACCP checklists → facility inspections → corrective actions → compliance reports | generated | repo | | food-waste-tracker | Sustainability | Inventory tracking → spoilage prediction → donations → impact reports | generated | repo | | guest-experience | Hospitality | Guest profiling → room personalization → service coordination → satisfaction | generated | repo | | dependency-updater | Developer Tools / CI-CD | Dependency scanning → risk assessment → update PRs → test validation | generated | repo | | seo-auditor | Marketing / SEO | Site crawling → on-page analysis → Core Web Vitals → competitor comparison | generated | repo | | meeting-summarizer | Business Productivity | Transcript processing → topic extraction → action items → Linear tasks | generated | repo | | license-compliance | Legal / DevTools | Dependency license scanning → conflict detection → remediation → compliance reports | generated | repo | | board-deck-generator | Business Executive | Metrics collection → narrative writing → slide design → executive review | generated | repo | | tenant-screening | Real Estate | Application processing → credit/background checks → scoring → lease generation | generated | repo | | code-review-bot | Developer Tools | PR analysis → code quality → security scan → review comments → approval | generated | repo | | inventory-forecaster | Retail | Demand modeling → safety stock → reorder triggers → purchase orders | generated | repo | | social-media-scheduler | Marketing / Social | Content strategy → copy writing → image gen → scheduling → analytics | generated | repo | | newsletter-factory | Content Marketing | Topic curation → writing → design → audience segmentation → send | generated | repo | | vulnerability-scanner | Cybersecurity / DevTools | Dependency scan → CVE enrichment → severity ranking → remediation PRs | generated | repo | | vendor-evaluator | Business Ops | Requirements → RFI → score responses → negotiate → contract → onboard | generated | repo | | runbook-generator | DevOps / SRE | Incident analysis → procedure docs → test runbook → publish → train | generated | repo | | assignment-grader | Education | Submission collection → auto-grade → plagiarism check → feedback → record | generated | repo | | data-quality-monitor | Data Analytics | Data profiling → anomaly detection → auto-fix → alerting → reports | generated | repo | | price-tracker | E-Commerce / Consumer | Product scraping → price comparison → trend analysis → deal alerts | generated | repo | | customer-segmentation | Data Analytics / Marketing | Behavioral clustering → segment profiling → persona generation → strategy recommendations | generated | repo | | volunteer-coordinator | Nonprofit Ops | Application screening → opportunity matching → onboarding → shift scheduling → impact reports | generated | repo | | telecom-billing-resolver | Telecom | Billing dispute resolution → CDR parsing → credit eligibility → resolution letters | generated | repo | | campaign-bid-optimizer | Advertising | Performance data → metrics → segment analysis → bid adjustments → budget reallocation | generated | repo | | ev-charging-planner | Automotive Infrastructure | Geographic coverage gaps → site evaluation → scoring → assessment reports → permitting | generated | repo | | budget-planner | Finance Planning | Budget consolidation → variance analysis → threshold flagging → executive summaries → forecast adjustments | generated | repo | | lease-manager | Real Estate | Lease tracking → renewal proposals → rent escalations → compliance reporting | generated | repo | | returns-processor | E-Commerce Ops | Return intake → condition inspection → disposition → refund → analytics | generated | repo | | privacy-policy-generator | Legal Compliance | Data collection scanning → data flow mapping → GDPR/CCPA/COPPA policies → version control | generated | repo | | i18n-pipeline | Software Engineering | String scanning → key extraction → locale validation → coverage dashboards → release gating | generated | repo | | cargo-ops | Aviation / Aerospace | Booking intake → DG classification → load planning → weight/balance → departure docs | generated | repo | | nps-followup | Customer Ops | NPS survey analysis → detractor rescue → promoter engagement → response automation | generated | repo | | batch-record | Pharma Manufacturing | Batch initiation → QC checks → deviation handling → yield calculation → QP release | generated | repo | | ticket-pricing | Sports & Entertainment | Demand forecasting → competitor scraping → elasticity modeling → price optimization → revenue simulation | generated | repo | | actuarial-modeler | Insurance | Risk modeling → loss triangles → reserve estimation → rate indications → filing memoranda | generated | repo | | capacity-planner | Telecom Infrastructure | Utilization monitoring → trend analysis → threshold alerts → upgrade planning → cost modeling | generated | repo | | a11y-auditor | Developer Tools | WCAG audit → violation categorization → remediation guide | generated | repo | | access-reviewer | Cybersecurity Compliance | Permission extraction → policy comparison → remediation tickets | generated | repo | | alumni-engagement | Education Advancement | Alumni segmentation → engagement scoring → personalized outreach | generated | repo | | api-health-monitor | DevOps Monitoring | Endpoint probing → latency analysis → incident tickets | generated | repo | | carbon-tracker | Energy Sustainability | Emissions data → scope 1/2/3 calculation → reduction plans | generated | repo | | churn-predictor | Data Analytics | Behavioral data → risk scoring → intervention recommendations | generated | repo | | content-repurposer | Content Marketing | Long-form content → platform-specific variants → publication schedule | generated | repo | | customer-feedback-analyzer | Customer Ops | Review scraping → sentiment analysis → product recommendations | generated | repo | | customer-health-scorer | Customer Success | Signal aggregation → weighted health scoring → CSM playbooks | generated | repo | | dns-cert-manager | DevOps Infrastructure | Certificate audit → renewal management → deployment verification | generated | repo | | documentary-researcher | Media Research | Source gathering → fact-checking → narrative script with citations | generated | repo | | email-campaign | Marketing | Audience segmentation → copy variants → A/B test optimization | generated | repo | | gdpr-request-handler | Privacy Legal | DSR intake → data location → erasure/portability execution | generated | repo | | incident-postmortem | DevOps SRE | Timeline extraction → root cause analysis → action item tracking | generated | repo | | kb-article-generator | Customer Ops | Support tickets → topic clustering → KB article drafting | generated | repo | | last-mile-optimizer | Logistics Delivery | Geographic clustering → route optimization → driver assignment | generated | repo | | legislative-tracker | Government | Bill monitoring → impact analysis → stakeholder briefings | generated | repo | | log-analyzer | DevOps SRE | Log aggregation → anomaly detection → incident issue creation | generated | repo | | loyalty-program-manager | E-Commerce Retention | Transaction data → points/tier calculation → personalized offers | generated | repo | | medical-coding | Healthcare | Clinical notes → ICD-10/CPT mapping → coding worksheets | generated | repo | | okr-tracker | Business Planning | Objective tracking → confidence scoring → quarterly reviews | generated | repo | | portfolio-rebalancer | Finance | Drift calculation → trade generation → compliance validation | generated | repo | | provenance-tracker | Supply Chain | Batch records → chain-of-custody validation → provenance certificates | generated | repo | | rfp-responder | Business Operations | RFP parsing → capability matching → compliance-reviewed response | generated | repo | | rights-royalties | Media Business | Usage tracking → royalty calculation → audit reconciliation | generated | repo | | secret-rotation | DevOps Security | Secret audit → credential rotation → health verification | generated | repo | | soc2-evidence | Compliance Security | Control mapping → evidence collection → auditor-ready reports | generated | repo | | survey-analyzer | Data Analytics | Response ingestion → sentiment/NPS analysis → executive summary | generated | repo | | training-compliance | HR Compliance | Course assignment → completion tracking → regulatory reports | generated | repo | | warranty-analytics | Automotive Aftermarket | Claim ingestion → failure pattern detection → supplier scorecards | generated | repo | | whitepaper-producer | Content Publishing | Research → sectioned draft → peer review → formatted document | generated | repo | | housekeeping-optimizer | Hospitality | PMS data → room priority scoring → optimized cleaning sequences | generated | repo | | medical-affairs | Pharmaceutical | PubMed search → evidence synthesis → KOL engagement briefs | generated | repo | | construction-cost-estimator | Construction | Scope intake → quantity takeoff → line-item bid packages | generated | repo | | livestock-health | Agriculture | Sensor ingestion → anomaly detection → health alerts → treatment protocols | generated | repo | | broadcast-scheduler | Media Production | Show lineup → runtime calculation → crew scheduling → rundowns | generated | repo | | policy-lifecycle | Insurance | New business → underwriting → quoting → endorsements → renewals | generated | repo | | cloud-cost-optimizer | DevOps Cloud | Resource utilization → waste detection → rightsizing → savings reports | generated | repo | | connected-car-telemetry | Automotive IoT | Vehicle data ingestion → anomaly detection → predictive maintenance | generated | repo | | prior-authorization | Healthcare Ops | Auth requests → medical necessity → adjudication → letters | generated | repo | | production-scheduler | Manufacturing | Demand intake → constraint solving → work orders → shift plans | generated | repo | | product-listing | E-Commerce | Feed ingestion → attribute enrichment → SEO → quality scoring | generated | repo | | pest-management | Agriculture | Scouting data → pest ID → threshold evaluation → treatment plans | generated | repo | | load-test-runner | DevOps Performance | Scenario generation → load execution → bottleneck analysis → reports | generated | repo | | children-book-maker | Creative Publishing | Age-appropriate stories → illustrations → layout → publishing | generated | repo | | competitive-intel | Business Strategy | Competitor scraping → change detection → analysis → alerts | generated | repo | | flight-ops | Aviation | Crew scheduling → weather analysis → fuel planning → dispatch decisions | generated | repo | | passenger-rebooking | Aviation Ops | Disruption detection → priority scoring → auto-rebooking → compensation | generated | repo | | policy-impact-analyzer | Government | Draft policy → economic modeling → fiscal estimation → equity analysis | generated | repo | | venue-maintenance | Facilities | Inspections → work orders → priority triage → compliance documentation | generated | repo | | backup-verification | DevOps Reliability | Restore tests → integrity checks → RTO measurement → SOC2 compliance | generated | repo | | tour-package | Travel Tourism | Itinerary design → pricing tiers → marketing copy → PDF catalogs | generated | repo |

179 examples across 30+ verticals — 169 generated, 10 queued (10 enqueued for generation). More added autonomously by the conductor every 30 minutes.

Quick Start

# Clone the repo
git clone https://github.com/launchapp-dev/ao-examples
cd ao-examples

# Start the autopilot factory
ao daemon start

# Or generate a specific example manually
ao task create "blog-generator" --workflow generate-example

Use a Generated Example

# Each example is a standalone AO project
cd examples/blog-generator
ao daemon start

Agents

Agent Model Role
conductor Opus Brain — runs every 30min. Ideates, researches tools, queues tasks, manages everything
master-builder Sonnet Builds complete example repos with .ao/ config, README, supporting files
reviewer Sonnet Validates quality — structure, correctness, showcase value
researcher Haiku Deep-dives into tools, APIs, MCP servers for new example ideas

Source Material

This factory draws from 300 documented pipeline use cases across 30 verticals:

  • Software Engineering, Media Production, Content & Publishing
  • Data & Analytics, DevOps, Legal, Customer Ops, Research, Science
  • E-Commerce, Healthcare, Education, Finance, Real Estate
  • Manufacturing, Government, Energy, Cybersecurity, Nonprofit
  • Logistics, Agriculture, Automotive, Telecom, Aerospace
  • Sports, Travel, Insurance, Advertising, Pharma, Consumer

License

Elastic License 2.0 (ELv2)

About

Example workflow configs and starter YAMLs for AO

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