Akmon
Akmon provides human-in-the-loop operations as a service, covering data annotation, live output approval, and model auditing for AI production systems. The company guarantees 99%+ accuracy, can process over 100,000 annotations and 1 million outputs per day, and deploys teams within hours of a brief. Clients include Wayfair and AI startups.
- Artificial Intelligence
Funding
Founders
Founder details are not available yet.
Product
Problem
Companies deploying AI models often struggle to maintain high accuracy at production scale, particularly when relying on external vendors or purely automated systems. Insufficient data labeling quality, unverified model outputs, and a lack of ongoing performance audits lead to errors, operational inefficiencies, and increased costs.
Solution
Akmon offers a comprehensive human-in-the-loop (HITL) operations service that covers the full AI lifecycle: data annotation, live output approval, and model auditing. The company deploys dedicated teams to label training data, approve model outputs before they are released, and generate detailed accuracy reports. Akmon handles the entire workflow—staffing, training, and scaling—and delivers results in the client’s preferred format with QA reports. The service is designed for rapid deployment, with teams operational within hours of a brief and onboarding completed in under a month for complex production environments. The company also offers proprietary datasets collected from real business operations for licensing.
Target Audience
The primary customers are computer vision companies, e-commerce and logistics operations (e.g., Wayfair), and AI startups that require high-accuracy training data, production-grade model supervision, and rigorous model auditing.
Features
- Data annotation services covering detection and segmentation, transcription and diarization, preference data with written rationales, golden sets and rubrics, and label verification
- Live operations with approval-before-action workflows, low-confidence routing to human reviewers, and real-time reviewer dashboards with QA and agreement statistics
- Model audit services including baseline evaluation, release scorecards that grade each version against a unified rubric, and red teaming
- Guaranteed 99%+ accuracy with free redo if the standard is not met
- Capacity to handle over 100,000 annotations per day and 1M+ outputs per day for live operations
- Proprietary datasets collected from real business operations, including a sales RL environment, plastic surgery consultations, and short-term rental guest chats, available for licensing
- Ability to replace existing BPO vendors with no gap in coverage or integrate a fine-tuned model with human approval for every output