Super Engineer — The Agentic Operating Layer for MROs
Multi-tenant, purpose-built for heavy and base maintenance providers. An agentic ecosystem that sits across planning, execution, supply chain, compliance, records, and commercial workflows to protect TAT, margin, and audit readiness.
- Plan, execute, and bill multi-customer work packages without the multi-tool juggle
- Cut NRF processing time and protect scope growth on fixed-price contracts
- Ship quotes in days, not weeks — with ±10–15% accuracy
- Always audit-ready records, back-to-birth traceability, zero scramble
At a glance
What it does
Turns manuals, records, and customer contracts into agentic decisions across the MRO value chain
Where it fits
Planning, Production Control, Execution, Materials, Quality, Records, Commercial / BD
Impact
8–15% of revenue in quantified annual uplift
MROs don’t just run maintenance — they juggle 10–30 customers at once
Each customer brings its own program, contract terms, and OFM list — the same A320 may be maintained for five operators in one hangar.
Multi-customer juggling
Every airline brings a different AMP, MEL, contract, and OFM list. Planners run 10–30 customers in parallel.
NRF scope growth
20–40% of total man-hours come from non-routine findings. On fixed-price contracts, every unbilled hour is margin gone.
Specialist bottlenecks
2–5 structures engineers gate 60–70% of damage dispositions. They become the rate limiter for the whole hangar.
Manual lookup overhead
Engineers run 10–30 manual queries per shift across AMM, SRM, IPC, CMM. 15–45 minutes per query is not unusual.
Records on behalf of customers
MROs manage records for the customer airline, the lessor, and the regulator — not just for themselves. Gaps cost real money.
TAT penalty exposure
$200K–$800K/year in TAT penalties is normal for a mid-size MRO. Every day late on a heavy check eats the margin on the next one.
Every MRO chases the same 5 outcomes
Hangar Throughput
More checks from the same hangar
Do more checks without building more bays.
Material Cost Optimization
Stop paying emergency premiums
Predictable demand should never need 2–5x emergency procurement.
Quotation Accuracy & Margin
Know the true cost before you quote
No more burning margin on bids you should have priced higher.
Workforce Productivity
More wrench time, less search time
Push efficiency factor from 2–3x toward 1.3–1.8x.
Compliance & Audit Readiness
Always audit-ready, never scrambling
Audit prep in days, not weeks. Zero overdue compliance items.
8–15% of revenue, quantified
| Impact Driver | $50M MRO | $100M MRO | $250M MRO | $500M MRO |
|---|---|---|---|---|
1. Hangar Throughput 15% TAT reduction → capacity uplift + TAT penalty avoidance | $1.5M – $2.5M | $3M – $5M | $7.5M – $12.5M | $15M – $25M |
2. Material Optimization Emergency procurement elimination + inventory right-sizing | $0.8M – $1.5M | $1.5M – $3M | $3.5M – $7M | $7M – $14M |
3. Margin Protection Quotation accuracy + NRF capture + scope control | $0.8M – $1.5M | $1.5M – $3M | $4M – $7.5M | $8M – $15M |
4. Workforce Productivity Efficiency factor improvement + overtime reduction | $0.6M – $1.2M | $1.2M – $2.5M | $3M – $6M | $6M – $12M |
5. Compliance & Audit Audit prep time + risk avoidance + penalty prevention | $0.3M – $0.6M | $0.5M – $1.2M | $1.2M – $3M | $2.5M – $6M |
| Total Annual Impact | $4M – $7.3M | $7.7M – $14.7M | $19.2M – $36M | $38.5M – $72M |
| As % of Revenue | 8–15% | 8–15% | 8–14% | 8–14% |
$50M MRO
8–15% of rev- 1. Hangar Throughput$1.5M – $2.5M
- 2. Material Optimization$0.8M – $1.5M
- 3. Margin Protection$0.8M – $1.5M
- 4. Workforce Productivity$0.6M – $1.2M
- 5. Compliance & Audit$0.3M – $0.6M
Impact ranges reflect MRO maturity: lower end assumes some existing digital infrastructure; upper end assumes largely manual or fragmented operations. Throughput uplift assumes demand exists to fill the additional capacity.
~40 purpose-built agents. 7 operational domains. One platform.
Domain 1 of 7 · 7 agents
MRO Planning & Scheduling
MRO planning is harder than airline planning. Multi-tenant aircraft, varying AMPs, contractual TATs, finite hangar capacity, and shared workforce — all running in parallel.
Success factors we move
- TAT adherence rate
- Planning cycle time
- Hangar utilization
Built for every seat on the hangar floor
Work Package Planner
NRF Controller
Structures Engineer
Production / Hangar Manager
Customer Program Manager
Materials Planner
Quality / Records Team
Commercial / BD
What planning teams are saying
Earlier, building a heavy-check work package for one of our customer airlines meant pulling MPD tasks, ADs, deferred defects, and OFM lists from four different systems and waiting on senior engineers for NRF dispositions. With Flynapse, the package comes together in hours instead of days, TAT predictions are realistic, and we can quote new programs with confidence. It has changed how my planning team works.
Related solutions
Part of the wider Flynapse aviation AI suite.
See Super Engineer on your own hangar data
Planning, execution, supply chain, compliance, records, commercial — running on your customers, your contracts, your manuals.