Forward to: Aviation Team

Aircraft & Propulsion
Workflows

Ten agent workflows for the Aviation Team -- aircraft OEM production monitoring, engine manufacturer intelligence, MRO provider assessment, next-gen propulsion tracking, avionics system analysis, flight test intelligence, airworthiness directive monitoring, military aircraft program tracking, sustainable aviation fuel intelligence, and aviation systems dashboard -- enabling data-driven aviation decisions powered by comprehensive domain intelligence.

These workflows display realistic demo data for demonstration. In production, the agents connect to your real aerospace and defense data via MCP services or CSV import.
Deployment Options
The entire platform is available as a self-hosted solution or managed service
Self-Hosted
RECOMMENDED FOR ENTERPRISE
Deploy the entire platform on your own infrastructure. Your data never leaves your environment. Bring your own LLM API key (OpenAI, Claude, Gemini) or use local LLMs. Full source code delivered.
Complete source code (Python agents, PHP dashboards, MCP services)
Data stays on your servers — no external data transfer
MCP connectors for your existing data sources, APIs, and internal platforms
Custom integration and onboarding support available
$999
2 AI Agents
5 integration hrs
$1,999
5 AI Agents
10 integration hrs
$3,999
10 AI Agents
20 integration hrs
one-time license + (optional) $999/yr updates
Managed Platform
FOR AGENCIES & TEAMS
We host and operate the platform for you. Upload data or connect your platforms via secure MCP services or using API. No infrastructure management needed.
Fully managed — no DevOps required on your side
Secure data upload or API-based MCP integration
Dashboard access with your own branded login
Automatic updates and new agent releases
$999/mo
2 AI Agents
5 integration hrs
$1,999/mo
5 AI Agents
10 integration hrs
$3,999/mo
10 AI Agents
20 integration hrs
includes hosting, updates & support
* price may be higher in cases of very high AI processing volumes/demands
Both options include MCP services with connectors for your existing data sources, APIs, and internal platforms. Data dictionaries define the schema contract between each agent and your data sources.
See example of production dashboards: Programmatic Trading AI Agent Dashboards →

1Aircraft OEM Production Monitoring

AI agent monitors aircraft manufacturer domains to track production rates, delivery schedules, backlog changes, and quality issues across commercial and military platforms.

1
Track OEM Production Signals
/investors/press/productsOpenPageRank
AIRCRAFT OEM PRODUCTION INTELLIGENCE ════════════════════════════════════════════════════════ boeing.com /investors: 737 MAX rate: 38/mo (target 50/mo by Q4 2026) /press: 787 production increased to 7/mo /careers: +850 manufacturing positions Renton/Everett SIGNAL: 737 MAX ramp slower than planned — supply chain constraints airbus.com /investors: A320neo family: 67/mo — targeting 75/mo /press: A321XLR certification complete — deliveries Q2 2026 SIGNAL: Airbus executing production ramp — supplier pressure rising lockheedmartin.com /products: F-35 deliveries: 156 in 2025 — target 180 in 2026 /press: TR-3 software qualification on track SIGNAL: F-35 production stabilizing — sustainment revenue growing

2Engine Manufacturer Intelligence

AI agent monitors jet engine OEM domains to track engine program development, production rates, certification milestones, and aftermarket service offerings.

1
Monitor Engine Program Signals
/products/investors/pressOpenPageRank
ENGINE MANUFACTURER INTELLIGENCE ════════════════════════════════════════════════════════ prattwhitney.com — RTX /products: GTF engine deliveries: 1,100 in 2025 /press: Powder metal inspection program — 600 engines affected /investors: Aftermarket revenue up 22% SIGNAL: GTF durability issues creating AOG events — monitor MRO capacity geaviation.com — GE Aerospace /products: RISE open-fan engine — ground test 2026 /investors: LEAP production: 2,000+ engines/year SIGNAL: RISE technology could disrupt narrowbody market by 2035 rolls-royce.com /products: UltraFan demonstrator 100% SAF tested /investors: Large engine flying hours +18% SIGNAL: Widebody engine demand recovery accelerating

3MRO Provider Assessment

AI agent monitors maintenance, repair, and overhaul provider domains to track capacity, capability development, pricing trends, and turnaround times across the global MRO network.

1
Assess MRO Provider Landscape
/products/press/careersCountries
MRO PROVIDER INTELLIGENCE — 180 FACILITIES TRACKED ════════════════════════════════════════════════════════ sts.aero — ST Engineering /products: CFM56 and LEAP engine MRO — 200+ shop visits/yr /press: New widebody hangar Singapore — 2026 completion SIGNAL: Expanding capacity — competitive pricing for APAC turkishtechnic.com /products: GE90 capability added — widebody engine MRO /careers: +120 technicians hired SIGNAL: Cost-competitive alternative for European operators GLOBAL MRO CAPACITY OUTLOOK: Engine shop visits: Bottleneck — 8-12 month wait Airframe heavy checks: Tight capacity through 2027 Component repair: Adequate capacity available

4Next-Gen Propulsion Technology

AI agent monitors propulsion technology companies to track hybrid-electric, hydrogen, and sustainable fuel developments that will reshape the aviation market over the next decade.

1
Track Propulsion Innovation
/products/press/aboutDomain Ages
NEXT-GEN PROPULSION LANDSCAPE ════════════════════════════════════════════════════════ zeroavia.com — Hydrogen-electric propulsion /products: ZA600 — 600kW hydrogen fuel cell powertrain /press: FAA STC pathway approved for Dash 8 SIGNAL: First hydrogen regional aircraft certification path heartaerospace.com — Electric regional aircraft /products: ES-30 — 30-passenger hybrid-electric /press: 250+ orders from United, Mesa, SAS SIGNAL: Significant airline commitment to electric aviation cfmaeroengines.com — CFM RISE /products: Open fan architecture — 20% fuel savings over LEAP /press: Ground test program advancing SIGNAL: Technology maturation on track for 2035 entry

5Avionics & Mission Systems

AI agent monitors avionics manufacturers to track next-gen cockpit displays, mission computers, sensor fusion systems, and electronic warfare suites across military and commercial platforms.

1
Track Avionics Technology Signals
/products/press/partnersIAB Categories
AVIONICS & MISSION SYSTEMS INTELLIGENCE ════════════════════════════════════════════════════════ collinsaerospace.com — RTX /products: Perigon flight management system for business jets /press: $2.1B avionics modernization contract SIGNAL: Digital cockpit upgrades driving growth l3harris.com /products: WESCAM MX-series targeting pods — Gen 4 /press: VIPER Shield EW suite for fighter aircraft SIGNAL: Sensor fusion capabilities advancing — evaluate for CCA curtisswright.com /products: Rugged mission computers — GPGPU-based /press: Selected for NGAD avionics subsystem SIGNAL: Critical NGAD supplier — monitor capacity allocation

6Flight Test Intelligence

AI agent monitors aircraft manufacturer and test range domains to track flight test campaigns, certification milestones, and performance validation results for new platforms.

1
Monitor Flight Test Campaigns
/press/products/blogOpenPageRank
FLIGHT TEST CAMPAIGN TRACKER ════════════════════════════════════════════════════════ Program Test Phase Flights Status B-21 Raider FT Phase 2 47 On schedule A321XLR Cert. flight 180 Complete T-7A Red Hawk DT&E 92 Deficiency noted Bell V-280 Valor OT&E 145 On track Boom Overture XB-1 FT Phase 1 12 Expanding envelope ALERT — T-7A RED HAWK: boeing.com /press: Ejection seat qualification issue SIGNAL: 6-month delay possible — monitor resolution timeline

7Airworthiness Directive Monitoring

AI agent monitors aviation authority domains for airworthiness directives, service bulletins, and safety mandates that impact fleet operations and MRO planning.

1
Track AD and Safety Mandates
/compliance/docs/pressCountries
AIRWORTHINESS DIRECTIVE INTELLIGENCE ════════════════════════════════════════════════════════ faa.gov /compliance: AD 2026-04-12 — GTF 1st stage fan blade inspection Impact: 1,400 A320neo family aircraft Compliance: Within 600 flight cycles SIGNAL: Fleet-wide GTF disruption — book MRO slots now easa.europa.eu /docs: AD 2026-0089 — 787 horizontal stabilizer bolt torque Impact: 420 in-service 787s SIGNAL: One-time inspection — minimal fleet impact ADs issued this quarter: 47 Emergency ADs: 3 Fleet groundings: 0

8Military Aircraft Program Tracking

AI agent monitors military aircraft programs across allied nations to track procurement decisions, upgrade programs, and retirement schedules that create business opportunities.

1
Track Military Aircraft Programs
/press/products/investorsCountries
MILITARY AIRCRAFT PROGRAM INTELLIGENCE ════════════════════════════════════════════════════════ Program Nations Aircraft Value Phase F-35 18 3,400+ $400B+ Production NGAD USA TBD $30B est EMD GCAP/Tempest UK/IT/JP TBD $50B est Design FCAS FR/DE/ES TBD $100B est Concept CCA USA 1,000+ $30B est Prototype SIGNAL: CCA (Collaborative Combat Aircraft) is largest new opportunity generaldynamics.com: Competing for CCA propulsion anduril.com: Selected as CCA prime contractor

9Sustainable Aviation Fuel Intelligence

AI agent monitors SAF producers, airline commitments, and regulatory mandates to track the transition to sustainable aviation fuels and its impact on the aerospace supply chain.

1
Track SAF Market Development
/products/press/sustainabilityIAB Categories
SUSTAINABLE AVIATION FUEL INTELLIGENCE ════════════════════════════════════════════════════════ neste.com — World's largest SAF producer /products: SAF capacity: 1.5M tons/year by 2026 /sustainability: 80% lifecycle emissions reduction SIGNAL: SAF supply scaling — price premium narrowing to 2x jet fuel lanzajet.com — Alcohol-to-jet pathway /products: First commercial facility — Soperton, GA /press: Production started Q4 2025 SIGNAL: New SAF pathway commercializing — diversifying supply SAF MARKET SUMMARY: 2025 production: 0.5% of total jet fuel EU ReFuelEU mandate: 2% by 2025, 6% by 2030 Price premium: 2-3x conventional jet fuel

10Aviation Systems Dashboard

AI agent synthesizes all aircraft and propulsion intelligence into an executive dashboard providing visibility into OEM production, engine programs, and market trends.

1
Generate Aviation Dashboard
/investors/press/productsOpenPageRank
AVIATION SYSTEMS DASHBOARD — FEBRUARY 2026 ════════════════════════════════════════════════════════ PRODUCTION: Boeing 737 MAX: 38/mo | Airbus A320neo: 67/mo F-35: 13/mo | B-21: Entering LRIP ENGINES: GTF: Durability issues ongoing | LEAP: Stable RISE open-fan: Ground test phase MRO MARKET: Engine shop visits: 8-12 month backlog
2
Generate Aviation Report

Aviation Systems Report — February 2026

EXECUTIVE SUMMARY ──────────────────────────────────────── Aircraft OEMs tracked: 14 domains. Engine manufacturers: 8. MRO providers: 180 facilities. Next-gen propulsion: 25 companies. KEY INSIGHTS Narrowbody production ramp constrained by supply chain. GTF durability issues creating fleet disruptions and MRO bottlenecks. CCA program represents largest new military aircraft opportunity. SAF mandates increasing but supply remains limited at 2-3x premium.

Agent Comparison Table

Overview of all AI agents deployed in Aircraft and Propulsion workflows.

Agent NamePurposeDescriptionKey Outputs
OEM Production MonitorManufacturingTracks aircraft manufacturer production rates, deliveries, and backlog changesProduction dashboards, delivery forecasts, quality alerts
Engine Program TrackerPropulsionMonitors jet engine OEMs for program milestones, certification, and aftermarket trendsProgram status reports, durability alerts, aftermarket analysis
MRO AssessorMaintenanceEvaluates MRO provider capacity, capability, and pricing across the global networkCapacity reports, pricing benchmarks, vendor assessments
Propulsion ScoutInnovationTracks hydrogen, electric, and sustainable propulsion technology developmentTechnology readiness assessments, timeline forecasts, investment signals
Avionics AnalystSystemsMonitors avionics manufacturers for cockpit, mission system, and EW developmentsCapability assessments, technology benchmarks, contract alerts
Flight Test MonitorTestingTracks flight test campaigns and certification milestones for new platformsTest progress reports, certification timelines, deficiency alerts
AD TrackerSafetyMonitors aviation authorities for airworthiness directives and safety mandatesAD alerts, fleet impact assessments, compliance timelines
Military Aircraft AnalystDefenseTracks military aircraft programs and procurement decisions across allied nationsProgram dashboards, procurement alerts, opportunity assessments
SAF Intelligence AgentSustainabilityMonitors SAF producers and regulatory mandates driving sustainable aviationSupply forecasts, pricing trends, regulatory timeline alerts
Aviation DashboardSynthesisAggregates all aviation intelligence into executive-ready dashboardsWeekly briefs, portfolio dashboards, market trend reports

Frequently Asked Questions

Common questions about AI agent workflows for aircraft and propulsion intelligence.

How do agents track aircraft production rates using domain data?
Aircraft OEMs disclose production rates through investor presentations, press releases, and quarterly earnings reports published on their domains. AI agents monitor these pages to detect rate changes, delivery updates, and backlog shifts in real-time, often ahead of industry publications.
Can these workflows detect engine durability issues early?
Yes. By monitoring engine OEM domains, airline operator pages, and aviation authority directives simultaneously, agents can identify emerging durability patterns -- such as increased AD frequency, MRO capacity bookings, and fleet grounding announcements -- before widespread industry awareness.
How many aviation-related domains are covered?
The database covers aircraft OEMs, engine manufacturers, MRO providers, avionics companies, aviation authorities from 50+ countries, airlines, and hundreds of aviation technology startups, providing comprehensive coverage of the global aviation ecosystem.
What signals indicate next-gen propulsion technology readiness?
Key signals include product page updates showing test milestones, press releases about certification pathway approvals, career postings indicating production staffing, investor announcements revealing funding rounds, and partnership announcements with established OEMs or airlines.
How do agents help with MRO planning and procurement?
Agents monitor MRO provider domains for capacity expansions, new capability additions, pricing changes, and workforce signals. This intelligence helps procurement teams identify optimal MRO partners, negotiate favorable terms, and book shop visit slots before capacity becomes constrained.

Top 10 Ways AI Agents Transform Aviation Intelligence

How domain-powered AI agents reshape aircraft operations and propulsion technology assessment.

1

Production Rate Forecasting

Agents analyze OEM investor disclosures, hiring patterns, and supplier signals to forecast production rate changes months before official announcements.

2

Engine Health Early Warning

Multi-source monitoring of engine OEMs, airlines, and regulators detects emerging durability issues before they cascade into fleet-wide disruptions.

3

MRO Capacity Intelligence

Real-time tracking of MRO provider expansions and workforce changes reveals capacity availability windows for optimal shop visit planning.

4

Next-Gen Technology Scouting

Agents scan propulsion startup domains to identify breakthrough hydrogen, electric, and hybrid technologies approaching commercial readiness.

5

Avionics Modernization Tracking

Monitoring avionics manufacturers reveals new cockpit and mission system capabilities for aircraft upgrade planning and competitive assessment.

6

Flight Test Progress Monitoring

Agents track certification campaigns to forecast entry-into-service dates and identify program delays affecting fleet planning decisions.

7

Safety Directive Alerting

Immediate detection of airworthiness directives enables proactive compliance planning and MRO slot booking ahead of fleet-wide mandates.

8

Military Aircraft Opportunity Identification

Tracking allied nation procurement decisions and military aircraft programs reveals partnership, subcontract, and export opportunities worth billions.

9

SAF Market Intelligence

Monitoring SAF producers, regulatory mandates, and airline commitments provides strategic intelligence for the aviation sustainability transition.

10

Automated Aviation Briefs

AI agents synthesize production, engine, MRO, and technology intelligence into executive-ready dashboards replacing manual analyst workflows.

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