Hole quality prediction
Diameter, roundness, cylindricity and burr formation predicted in process from spindle telemetry, acoustic signature and vision.
The full capability surface of the platform, grouped the way an assembly line actually works — sense, align, drill, fasten, seal, join, move, verify.
| Segment | Share |
|---|---|
| Drilling & fastening | 31% |
| Inspection & FOD | 24% |
| Align & shim | 19% |
| Line & handling | 14% |
| Seal & join | 12% |
Vision and in-process metrology fuse into one as-built state. Nothing is sampled; everything is measured.
Diameter, roundness, cylindricity and burr formation predicted in process from spindle telemetry, acoustic signature and vision.
Depth and flushness measured against the local surface normal, not a nominal plane — the difference that catches a proud fastener.
Interference fit, seating and installed torque verified per fastener code, with the installation trace bound to the hole record.
Every hole checked against edge distance and pitch requirements for its structural zone before the fastener goes in.
Swarf, chips, tooling and debris detected inside closed structures — the class of escape a flashlight sweep is designed to miss.
Gaps between stacked metallic and composite layers sensed during one-up assembly, driving the decision to peel or proceed.
Gap prediction MAE
0.031 mm
Fit-up iterations
1.06
Alignment cycle
22 min
Shim machining first-pass
98.4%
Laser tracker, photogrammetry, iGPS and scanner clouds registered into one coordinate frame with automatic outlier rejection.
The full gap surface across a join predicted before mate, not sampled at a handful of feeler-gauge points.
Machined or liquid shim geometry generated directly from the predicted field and sent to the shim cell.
Stack-up modelled across the whole join sequence, so an in-tolerance part in the wrong order is caught before mate.
Feed and spindle speed modulated through the stack in real time against burr risk, delamination risk and thermal load.
Drill, deburr decision and fasten in one pass where the gap and clamp-up allow it — and a hard stop where they do not.
Depth driven against the sensed local surface, holding flushness through skin thickness variation and curvature.
Rivet and bolt installation controlled to the interference and torque band for that fastener code and structural zone.
| Countersink flushness deviation (mm) | Fasteners | Within spec |
|---|---|---|
| −0.06 mm | 12 | No |
| −0.04 mm | 84 | Yes |
| −0.02 mm | 612 | Yes |
| 0.00 mm | 1840 | Yes |
| +0.02 mm | 1420 | Yes |
| +0.04 mm | 384 | Yes |
| +0.06 mm | 61 | Yes |
| +0.08 mm | 8 | No |
Bead width, height and fillet profile controlled against substrate geometry, with in-line profile inspection.
Application-to-mate windows tracked per sealant batch, with the line held rather than the joint compromised.
Mate, fasten and seal ordered so that tolerance stack-up and cure chemistry both stay inside their envelopes.
Purpose-built sequencing for the highest-consequence joins on the airframe, gated by the twin at every step.
Dispense volume reconciled against joint geometry, cutting both waste and the rework a starved bead causes.
Surface preparation and sealant coverage verified before mate — after mate, nobody can see it again.
Content rebalanced against real cycle times every shift, on both moving and pulse lines.
A position that will miss takt is flagged hours ahead, with the resequencing that avoids it.
Work pushed downstream is the most expensive work in the factory. The agent minimises it explicitly.
Flex-track crawlers, mobile platforms and AGVs positioned and supervised with structural-load awareness.
Large-structure lifts planned and supervised, with fail-safe stop wired into every actuator.
Machine, structure and human envelopes checked continuously against the live as-built model.
Hole diameter, countersink flushness, fastener seating, edge distance, gap and FOD are sensed in process — so a non-conformance is caught at the station that created it.
| Hole diameter (mm) | Holes | Within spec |
|---|---|---|
| 6.32 mm | 3 | No |
| 6.33 mm | 22 | Yes |
| 6.34 mm | 168 | Yes |
| 6.35 mm | 940 | Yes |
| 6.36 mm | 2410 | Yes |
| 6.37 mm | 2280 | Yes |
| 6.38 mm | 810 | Yes |
| 6.39 mm | 132 | Yes |
| 6.40 mm | 19 | Yes |
| 6.41 mm | 2 | No |
| Segment | Share |
|---|---|
| Hole quality / burr | 34.2% |
| Countersink flushness | 21.6% |
| Gap & shim fit | 18.4% |
| Fastener seating / torque | 13.1% |
| Sealant profile | 7.9% |
| FOD | 4.8% |
Station balancing is a continuous optimisation, not a quarterly study. Rivetira predicts the breach and proposes the resequencing that avoids it.
| Station | Shift A | Shift B | Shift C | Weekend |
|---|---|---|---|---|
| FA-01 Section join | 98.4% | 96.2% | 94.1% | 91.8% |
| FA-02 Wing-body | 97.1% | 95.4% | 93.2% | 90.4% |
| FA-03 Empennage | 99.2% | 98.1% | 96.4% | 94.2% |
| FA-04 Systems | 95.8% | 94.2% | 92.6% | 89.9% |
| FA-05 Final | 96.9% | 96.1% | 95.0% | 92.7% |
Sort any column. The same table backs the audit export an airworthiness engineer hands to a regulator.
| FA-01 · Fuselage section join | Section 41/43 | 0.041 mm | 18 h | ||
|---|---|---|---|---|---|
| FA-02 · Wing-body join | Wing box | 0.062 mm | 31 h | ||
| FA-03 · Empennage attach | Vertical/horizontal | 0.028 mm | 9 h | ||
| FA-04 · Systems installation | Hydraulics/electrical | 0.055 mm | 12 h | ||
| FA-05 · Final assembly | Interiors/doors | 0.037 mm | 6 h | ||
| WG-11 · Wing skin-to-spar | Lower skin | 0.033 mm | 22 h | ||
| WG-12 · Wing skin-to-spar | Upper skin | 0.048 mm | 26 h | ||
| FS-21 · Fuselage panel | Barrel section | 0.030 mm | 11 h |
Every airframe diverges from CAD the moment the first hole is drilled. The as-built twin models that divergence — fit, gap, shim, drilling and structural conformance — and simulates the join before a single fastener is installed.
| Structure | Twin prediction | Measured as-built |
|---|---|---|
| Section 41 | 0.31 mm | 0.34 mm |
| Section 43 | 0.44 mm | 0.41 mm |
| Section 44 | 0.28 mm | 0.30 mm |
| Wing box L | 0.52 mm | 0.55 mm |
| Wing box R | 0.49 mm | 0.47 mm |
| Empennage | 0.22 mm | 0.24 mm |
Rivetira is not a rip-and-replace. It connects to the drilling machines, crawlers, trackers, shim cells, sealant robots and MES already on your floor over APIs and OT protocols.
OPC UA, MTConnect, MQTT, ROS 2, REST and file-drop connectors. Read-only shadow mode first; write-back enabled only after twin validation.
Airframe geometry is among the most protected IP in manufacturing, and much of it is export-controlled. Rivetira is architected for that reality from the edge up.
Certified
Annual audit covering security, availability and confidentiality of the control plane.
Supported
US-person access controls, on-prem and air-gapped deployment for controlled programs.
Mapped
Quality records, NCR flow and traceability mapped to aerospace quality requirements.
In progress
Information security management system certification underway. [PLACEHOLDER: target date]
Plant directors, liaison engineers and airworthiness leads on what autonomy did to their numbers.
“We stopped arguing about whether the gap was 0.4 or 0.6 millimetres. The twin predicted it, the shim came off the machine right, and the join closed in one pass.”
−64% shim hours per join
“The rate ramp was going to cost us four more positions. Instead the line rebalanced itself every shift and we found the capacity inside the stations we already had.”
+38% delivered rate
“Every hole is now inspected, not one in four. My airworthiness record writes itself, and I can hand an auditor a complete trace in ninety seconds.”
100% inspection coverage
A line assessment maps one station, quantifies the rework, shim and rate opportunity, and returns a modelled ROI in three weeks. No production disruption.