Past battle · 2025-06-20 UTC
Edge AI Showdown — June 20, 2025
From the Edge AI category. 8 marks placed across 3 fighters. Dopio took the crown.
Final standings
The line-up
The fighters
Profiles of every tool that competed in this battle, ranked by their final score.


Doppio is a cloud-based service that converts HTML and screenshots into structured data for modern software workflows. It uses a modern Chromium engine to render HTML files and generate pixel-perfect PDFs and PNG screenshots. The service offers direct S3 upload, webhook support, and EU-hosted infrastructure for secure and reliable document generation. With Doppio, teams can reduce ops overhead, protect sensitive documents, and ship faster by avoiding the need to build and maintain their own rendering stacks. The developer-first API accepts various input formats, including URLs, raw HTML strings, and saved template IDs, and returns files or URLs that can be used in workflows or stored in S3 buckets. Doppio supports multiple programming languages and offers a free plan with 400 documents per month. Its features and integrations make it an attractive alternative to wkhtmltopdf, self-hosted Puppeteer, and other fragile PDF libraries.
Criteria breakdown
- PDF text and data extraction
- Screenshot parsing with AI
- Structured output for software use
- Automated document processing
- Support for varied document layouts

Spot AI
AI video intelligence that turns security cameras into operational insight tools.

Spot AI is a video intelligence platform that layers artificial intelligence on top of existing or new surveillance cameras, converting raw footage into searchable, actionable data. It helps organizations monitor facilities, investigate incidents, and identify operational issues without manually scrubbing through hours of video. The system combines cloud-managed dashboards with on-site hardware, offering features like smart search, real-time alerts, and analytics across people, vehicles, and activity. Beyond traditional security use cases, teams in manufacturing, retail, logistics, and education use it to improve safety, productivity, and process compliance. With integrations into communication and workflow tools, Spot AI aims to make video a proactive resource rather than a passive recording archive.
Criteria breakdown
- AI-driven smart video search
- Real-time incident alerts
- Cloud dashboard for multi-site monitoring
- People and vehicle detection analytics
- Integrations with Slack, Teams, and more
- Compatible with existing IP camera systems


Aurora is an autonomous driving company developing a unified self-driving system known as the Aurora Driver. The platform combines proprietary sensors, AI-driven perception and planning software, and onboard compute, designed to be integrated into a range of vehicle types from heavy-duty trucks to ride-hail cars. The company's initial commercial focus is autonomous freight on U.S. highways through Aurora Horizon, with Aurora Connect targeted at ride-hail applications. Partnerships with vehicle manufacturers, logistics providers, and fleet operators support deployment at scale across long-haul trucking corridors. Aurora positions its technology as a way to improve road safety, address driver shortages, and increase the efficiency and reliability of moving goods and people.
Criteria breakdown
- Aurora Driver autonomous system
- Custom FirstLight lidar sensing
- Aurora Horizon trucking service
- Aurora Connect ride-hail service
- OEM-integrated vehicle platforms
- Virtual testing and safety case framework


