Logistics

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.

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

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.

Accelerate your AI development today.