LumiGap

Website

lumigap.com

Pricing URL

Official LumiGap Pricing

$ Details

freemium €38 / Monthly (LumiGap Pro (Monthly EUR 38.00))

Platforms

Mac MacOS

Release Date

2025 December

Categories

#AI Tools #Computer Vision #Machine Learning #Data Analytics #Big Data Analytics #Machine Data Analytics #Data & Analytics #Data Analytics / AI #AI Developer Tools #Developer Tools #Data Science And Machine Learning #Machine Learning Tools

Startup details

Country

Spain

State

Barcelona

City

Barcelona

Employees

1 - 9

Aha! Develop

Website

aha.io

Pricing URL

-

$ Details

-

Platforms

-

Release Date

-

Categories -

LumiGap features and specs

• AI table recognition
  Detect cards, stacks, bets, names, board, pot, and table regions from screen data
• Screen capture pipeline
  Read visible poker tables on macOS without connecting to poker rooms
• OCR + Core ML
  Combine text recognition and ML models for structured table-state extraction
• Custom datasets
  Collect screenshots, crops, labels, metadata, and manifests for model training
• Card annotation
  Correct player cards, board cards, labels, and regions across frames
• Player token editing
  Edit names, stacks, bets, and player-specific table tokens
• Bring-your-own models
  Connect external detectors and tune recognition thresholds
• Dataset converter
  Build object detection and card classifier datasets for Create ML workflows
• Live table-state export
  Export recognized cards, stacks, bets, board, and pot through an API
• Model performance tracking
  Compare recognition results, sessions, profit, and model performance over time

Aha! Develop features and specs

• Seamless Integration with Aha! Roadmaps
  Aha! Develop integrates tightly with Aha! Roadmaps, allowing product and engineering teams to connect strategy, features, and development work in one unified platform, reducing the need for third-party integrations.
• Flexible Agile Workflow Support
  The tool supports Scrum, Kanban, and custom workflows, giving engineering teams the flexibility to tailor boards, sprints, and processes to fit their specific development methodology.
• Visual Reporting and Dashboards
  Aha! Develop offers robust, customizable reporting features including burndown charts, velocity reports, and dashboards that help teams track progress and identify bottlenecks in real time.
• Strong Customization Options
  Users can customize fields, workflows, statuses, and templates extensively, allowing teams to adapt the tool to their unique processes rather than forcing them into a rigid structure.
• Centralized Product and Engineering Alignment
  By linking epics, features, and development tasks, it helps bridge the gap between product management and engineering teams, improving visibility and alignment on priorities and timelines.

Possible disadvantages of Aha! Develop

• Steep Learning Curve
  New users often find the platform complex and overwhelming initially, especially teams unfamiliar with the broader Aha! suite, requiring significant time investment to fully learn its features.
• Pricing Can Be Expensive
  Aha! Develop's pricing structure, especially when bundled with Aha! Roadmaps for full functionality, can be costly for smaller teams or startups compared to other agile development tools.
• Limited Standalone Value
  The tool is most powerful when used alongside Aha! Roadmaps, meaning teams that only need development tracking without the product management components may find it less compelling on its own.
• Interface Can Feel Cluttered
  Some users report that the user interface, with its many features and options, can feel cluttered and less intuitive compared to simpler, more focused development tools like Jira or Linear.
• Performance Issues with Large Datasets
  Teams managing very large backlogs or numerous projects have reported occasional slowdowns or lag when loading boards, reports, or filtering large volumes of data.

Analysis of LumiGap

Analysis of Aha! Develop