Engineering intelligence for the next era of flight.
Autonomous flight programmes must connect perception, simulation and test evidence. Reviewing rare conditions and engineering changes by hand can slow learning between test cycles.
The industrial opportunity
Learn more from every test.
Build a scenario-review pipeline that links flight-test logs, requirements and anomalies. Start in simulation and offline analysis; operational flight authority requires a separate safety and certification programme.
A concrete use case
Turn test logs into a scenario review.
One potential application. Welf connects your data and systems, engineering the application with the people who understand the operation.
The input
Time-synchronised sensor logs, simulator runs, anomaly reports and versioned requirements for one defined test campaign.
What we engineer
Group related events, retrieve similar scenarios and trace each finding to its log segment and requirement. Flag missing context and uncertain classifications.
What your team decides
Test engineers validate the finding, reproduce it in simulation and decide what to retest. No model is authorised to issue flight commands.
A closer look
What goes into the work.
Explore the questions that matter for your project.
Connect testing, maintenance and autonomy.
Flight-test engineering · Autonomy teams · Maintenance operations
Turn test logs into a scenario review.
Group related events, retrieve similar scenarios and trace each finding to its log segment and requirement. Flag missing context and uncertain classifications.
Maintenance preparation
Connect approved maintenance instructions, component history and open findings for an engineer-reviewed work package.
Autonomy validation
Compare perception performance across weather, lighting and rare scenarios before widening the operating envelope.
Integrated into your operation.
Test engineers validate the finding, reproduce it in simulation and decide what to retest. No model is authorised to issue flight commands.
System environment
Simulation · Flight-test data · Requirements management · PLM · Maintenance records
Responsibility
Access, permitted actions, approvals and recovery paths are defined before deployment.
Measure review speed and missed events.
Compare similar cases with the existing workflow. Include review effort, integration and operating costs. More throughput counts only when quality holds.
Candidate measures
Review hours per scenario · Missed critical events · Retest preparation time
Start with one offline test campaign.
Agree the operating conditions, event taxonomy and held-out scenarios with the test team. Keep evaluation infrastructure separate from flight-control systems.
How we workWhich operation needs better support?
Bring one concrete case, the systems involved and the outcome your team needs. We can turn that into a first scope with clear evaluation criteria.
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