Logistics AI Annotation
Centaur.ai can support logistics teams with clean, reliable training and evaluation data, spanning documents, sensor feeds, images, and routes. Whether assessing delivery failures or parsing complex forms, our human-in-the-loop workflows deliver high-quality signals at scale.
From last-mile delivery to real-time tracking, today’s logistics systems rely on AI to move smarter and faster. Centaur helps these models make better decisions—faster—by delivering accurate, scalable labeling of documents, footage, and edge-case failures. Our collective intelligence approach captures nuance in subjective QA tasks, error classification, and safety analysis, where multiple perspectives are crucial.
Use cases
Reinventing logistics with AI-enabled solutions.
Product damage & delivery QA
Quality assurance tasks—like judging whether a package was delivered safely—often require subjective judgment. Centaur’s consensus workflows reduce bias and surface ambiguous edge cases.
- Assess delivery success/failure in photo or video
- Classify the type and severity of product damage
- Capture scene context: lighting, obstruction, visibility
Document parsing & exception review
AI models require structured data from unstructured documents, such as bills of lading, customs forms, or delivery slips. Centaur helps QA these outputs and supplements with human-reviewed annotations when models fail.
- Parse complex, handwritten, or poorly scanned documents
- Flag exceptions and inconsistencies in OCR output
- Support multi-language forms across regions
Routing optimization & feedback loops
When route planning systems underperform, AI teams need labeled ground truth to learn from real-world results. Centaur.ai helps annotate traffic delays, decision errors, and system blind spots.
- Tag the cause of failure from route logs or dashcam footage
- Classify conditions like congestion, construction, or GPS drift
- Enable training of adaptive routing models
Trusted by AI leaders across all industries
From start-up to scale up, we support your data annotation needs throughout the AI lifecycle.
“We were able to use the disagreement between labelers to convert categorical labels into a continuous metric. That’s ultimately the training data we used and it was only possible because of the 20+ opinions we could gather from Centaur.ai on each piece of our data.”\ \ Dr. Jason Shumake, Dir. of Data Science “Working with Centaur.ai to annotate data is better in every way than our prior system. The annotations are more accurate, more affordable and the system is easier for our team to manage.”\ \ Eric Olson, Founder and CEO
Why Centaur.ai
We deliver unmatched accuracy, speed, and scalability—helping you ship better AI, faster.
Speed and scale
Access millions of annotations weekly from a network of thousands of experts, taking models from exploratory analysis to deployment in weeks, not months.
Quality by design
Experience how label quality is built into the Centaur.ai system, with frequent performance measurement and pay-for-performance incentives.
Advanced dataset insights
Leverage more reliable statistical information to inform your algorithm training plan.
Privacy and security
Worry less with leading privacy and security capabilities.
Quality focused
Lean on Centaur.ai expertise as the premier annotation company leveraging collective intelligence to ensure quality.
All data types
From individual types to multimodal solutions, get all of your annotation needs in one single platform.
Industries building models with Centaur.ai
Powering innovation across the world with superior quality data annotation.
LLMs and Software\ \ From chatbots answering patient questions to expert review of LLM outputs. Hardware Devices\ \ From software as a device to next-generation AI-enabled hardware devices. Life Sciences\ \ From accelerating drug discovery to leveraging real world evidence. Insurance\ \ From accelerating claims processing and reimbursement, to improving customer service. Consumer\ \ From skin matching AI for cosmetics, to AI-enabled wellness applications.
Accurate and scalable data labeling and model evaluation
\nAccelerate your AI development today.