Data-Centric Engineering
Engineering has always been a profession of pragmatic decision-making under uncertainty. What’s changed is the toolkit: scalable probabilistic inference, […]
read_more() →
assurance-focused AI
De-risking
complex models
for the real world.
AQ is an assurance-focused technology company offering verification, validation, and expert guidance to organisations deploying machine learning and AI in safety-critical and high-consequence environments.
# verify and validate your ML workflow
from aq import AssuranceClient
client = AssuranceClient(model=your_ml_pipeline)
report = client.validate(
method='verification',
standard='industry_best_practice'
)
print(report.actionable_guidance)
// TRUSTED BY
// what we do
Assurance for
data-centric engineering.
As the physical world becomes increasingly instrumented, sensors, simulations, and algorithms now inform engineering decisions. AQ verifies they are trustworthy.
01
Assurance
Verifying that models, workflows and software do what they claim to do.
- -> Verification & Validation
- -> Workflow inspection
- -> Software, modelling & data processing
02
Uncertainty-aware engineering
Quantifying what is known, unknown, and unknowable in complex systems.
- -> Probabilistic modelling
- -> WALD decision tool
- -> Decision analysis
03
Best practice
Building the standards and skills that let organisations deploy AI safely.
- -> Guidance & standards
- -> Training & education
- -> Risk-informed policy
// latest thinking
From the blog
// work with us
Ready to de-risk your data-centric engineering tools?
Whether you need a full verification audit or expert training for your team, we'd love to hear about your project.
start_project()