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.

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Trusted by AI leaders from startups to enterprises

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.

Explore

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.

Accelerate your AI development today.

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Accurate and scalable data labeling and model evaluation

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