Has any vehicle on our fleet list been recalled this week, and does the recall say do not drive?

Panbiota checks a fleet's own vehicle list against every new US recall, with do-not-drive warnings and driver-assist software fixes at the top, and an assistant in the fleet team's chat says which vehicles are affected.

When owner complaints about automatic braking jump on a model, does a recall really follow?

Panbiota gives the team the read: how often a jump in braking complaints on a model comes before a recall, and what the current jump likely means.

Which self-driving operators filed crash reports last month, and in what manoeuvres?

A monthly reading splits crash reports by operator, city, road conditions and type of system, flags clusters around one manoeuvre, and states each count's limits, such as duplicate or unverified reports.

Is there a new drone restriction near tomorrow's job site?

The drone airspace radar maps active and scheduled US flight restrictions and can alert when a new one falls within a set distance of a client's site. It is planning information, not permission to fly.

If our makers' recall history repeated next year, how many vans could be off the road?

Panbiota sets each maker's recall pattern against your fleet and repair turnaround, and shows how many vans could be off the road, when, and which models drive it.

Systems

Autonomy & robotics.

Crashes, recalls and complaints for self-driving cars, drones and robots.

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Autonomy & robotics · Vehicle recalls timeline

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Questions it answers

What it answers.

Has any vehicle on our fleet list been recalled this week, and does the recall say do not drive?
When owners report a jump in automatic braking faults on a model, does a recall really follow, and how soon?
Which self-driving operators filed crash reports last month, in which cities, and in what manoeuvres?
Is there a new drone restriction near tomorrow's job site, and what altitude limit applies there?
In a heavy recall year for our makers, how many of our vans could be off the road in the worst week?
When is the newest self-driving or drone rule in the US, the UK or the EU likely to take effect?

Who it is for

Who uses it.

A white test sedan with roof-mounted sensors circles a wet proving-ground track at dawn, mist lying low across the infield, seen from a distance at the edge of the circuit

Safety engineers at carmakers, robotaxi developers and drone makers

Which scenario to test next? Another maker's matching crash report, recall or failsafe fix points to it.

Dusk aerial of a large van depot near Johannesburg with hundreds of white vans parked in neat rows and a single van parked apart near the perimeter fence

Fleet and leasing managers

Which vehicles stay on the road? New US recalls matched to your fleet list daily, do-not-drive first.

A survey crew in hi-vis vests gathered around an open hard case on a gravel pad as a small quadcopter lifts off above a Spanish solar farm at sunrise, seen from behind

Commercial drone operators in the US

Can today's job fly? New restrictions near the site reach the crew before it leaves.

A wood-panelled hearing room in Brussels with rows of empty chairs and microphones on long tables, soft afternoon light slanting through tall windows onto the floor

Regulatory affairs teams and transport lawyers

File before the consultation closes. One countdown across the US, the UK and the EU keeps every deadline in view.

Orange industrial robot arms welding a car body shell in a Michigan plant, shot from outside a safety fence with a shower of sparks, no people in view

Equity analysts covering carmakers, robotaxi developers and robot makers

Which companies are gaining ground? Each one's recalls, crash reports, releases and patents, set against its quarterly claims.

Modelled, tested, simulated, run

What we model, test and run.

Set-up, modelled

Complaints climbing, no recall yet

Driver-assist complaints jump, a crash report names the system, a failsafe fix ships, yet no recall. When it forms: how likely a recall is, how soon, do-not-drive or not.

Arbitrage set-up

One operation, two rulebooks

A driverless trial or beyond-sight drone flight allowed in the US, UK or EU, not yet elsewhere. Weighed against approvals, insurance and time, and how long the gap is likely to last.

Theory, tested

A complaint spike precedes a recall

Does a jump in driver-assist complaints bring a recall within 120 days? How often, and how soon.

Simulation

Recall wave on your fleet

Your fleet list and repair turnaround, run through a heavy recall year: vehicles off the road in the worst weeks, and the models behind them.

Engine

Autonomy tracking engine

Follows every recall, complaint, crash report and drone restriction. Holds matching vehicles on do-not-drive recalls, flags drone jobs, raises hazard tickets. Runs in your systems, on your rules.

What Panbiota can build

What we build for you.

Driver-assist defect model

Model-by-model gauge of US complaints about steering, braking and lane-keeping faults. Alert when weekly counts jump with no recall, with what such a jump likely means.

Monthly crash-report reading

Monthly reading of US crash reports on self-driving and driver-assist vehicles, by operator, city, road and system. Flags one operator's reports clustering on one manoeuvre. Counts are not distance-adjusted.

Drone airspace radar

US map of active and scheduled flight restrictions, by reason, new no-drone zones included. Alert when one lands near your job site. Planning only, not permission.

Rule pipeline clock and estimator

Self-driving and drone rules across the US, UK and EU, tracked from proposal to the day they apply. Comment deadlines count down; start dates estimated as a range.

Company autonomy feed

A feed per carmaker, robotaxi developer, drone and robot maker: recalls, crash reports, papers, software releases and training data. Patent counts by technology. Failsafe repairs in release notes flagged.

Services

Delivered to you.

A van raised on a hydraulic lift in a service garage, a mechanic's arms and hands tightening a bolt beneath it, bright workshop light, close-up

Fleet recall matching

Your vehicle list checked daily against new US recalls, do-not-drive and driver-assist fixes first. An assistant in your fleet chat answers which vehicles are hit.

A lidar sensor taken apart on a clean workbench, lenses and circuit boards laid out in neat rows under a bright lamp, hands holding tweezers

Safety-case field evidence

Monthly pack mapping new crash reports, recalls and failsafe fixes on comparable systems to your hazard log, set out for assessors.

A government department building in London lit at dusk, tall stone facade and lit windows with no signage, wet pavement in front

Consultation deadline alerts

Self-driving and drone consultations in the US, UK and EU. Alerts on opening, a week before closing, and when the rule applies.

A row of small delivery drones on a launch field at dawn, rotors still and parcels slung beneath, a ground crew in hi-vis standing nearby

Technology scans

One technology, such as humanoid robots or delivery drones. Papers, releases, training data and patents side by side: who is active, where, and the trend.

Systems

Cybersecurity Semiconductors Scientific computing Climate & earth systems Bioinformatics Networks Industrial control Seismic & early warning

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