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LumiGap VS Protocol Deviation

Compare LumiGap VS Protocol Deviation and see what are their differences

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LumiGap logo LumiGap

AI vision lab for poker tables. Train AI models to recognize poker tables.

Protocol Deviation logo Protocol Deviation

eClinical platform for clinical trials
  • LumiGap LumiGap | AI Poker Vision Lab | 1
    LumiGap | AI Poker Vision Lab | 1 //
    2026-06-17
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    LumiGap | AI Poker Vision Lab | 2 //
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    LumiGap | AI Poker Vision Lab | 4 //
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    LumiGap | AI Poker Vision Lab | 5 //
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    LumiGap | AI Poker Vision Lab | 6 //
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    LumiGap | AI Poker Vision Lab | 7 //
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    LumiGap | AI Poker Vision Lab | 8 //
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    LumiGap | AI Poker Vision Lab | 9 //
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    LumiGap | AI Poker Vision Lab | 10 //
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    LumiGap | AI Poker Vision Lab | 11 //
    2026-06-17

LumiGap is a macOS AI vision workspace for poker table recognition.

It reads visible online poker tables from your screen, uses OCR and Core ML to recognize names, stacks, bets, cards, board, pot, and table regions, then turns everything into structured data you can review, correct, export, and use for training custom models.

Build your own poker vision datasets, annotate cards and player tokens, tune recognition thresholds, connect external detectors, convert manifests into model-ready datasets, and test how your models perform on real table layouts.

LumiGap is built for poker researchers, ML experimenters, coaches, and advanced players who want to create their own recognition pipeline instead of relying only on generic trackers or manual screenshots.

It is designed for training, research, dataset creation, and post-session analysis. Users are responsible for following the rules of any poker platforms they use.

  • Protocol Deviation Landing page
    Landing page //
    2022-11-18

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

Protocol Deviation features and specs

No features have been listed yet.

Analysis of LumiGap

Overall verdict

  • I don't have verified information about LumiGap (lumigap.com) in my knowledge base, so I can't confirm its legitimacy, quality, or reputation. Before using or purchasing from this site, I'd recommend doing independent research.

Why this product is good

  • I don't have reliable data on this specific product or service to evaluate its features or quality
  • No verified customer reviews or reputation data available to me
  • Unable to confirm business legitimacy or track record

Recommended for

  • Anyone considering this site should first check independent reviews on platforms like Trustpilot or the BBB
  • Verify the company's contact information, return policy, and business registration
  • Check domain age and reviews on scam-detection sites like ScamAdviser before making a purchase
  • Consider using secure payment methods that offer buyer protection if you decide to proceed

Analysis of Protocol Deviation

Overall verdict

  • Protocol Deviation appears to be a niche resource focused on clinical trial and research compliance topics, which can be valuable for those in the industry, though independent verification of its authority, accuracy, and update frequency is recommended before relying on it for critical decisions.

Why this product is good

  • Focuses on a specialized topic (protocol deviations in clinical research) that is often underserved by general resources
  • May offer practical guidance for handling deviations, documentation, and regulatory compliance
  • Can serve as a convenient reference point for clinical research professionals seeking quick information

Recommended for

  • Clinical research coordinators and associates managing trial compliance
  • Regulatory affairs and quality assurance professionals in life sciences
  • Sponsors, CROs, and site staff needing guidance on documenting and reporting protocol deviations
  • Students or newcomers learning about Good Clinical Practice (GCP) and trial management

LumiGap videos

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Add video

Protocol Deviation videos

Protocol Deviations

More videos:

  • Review - What Is A Protocol Deviation?
  • Review - The Differences Between Protocol Deviations and Violations In Clinical Research Both Minor and Major

Category Popularity

0-100% (relative to LumiGap and Protocol Deviation)
Data Analytics
100 100%
0% 0
Clinical Trial Management System
Data Science And Machine Learning
Compliance
0 0%
100% 100

Questions & Answers

As answered by people managing LumiGap and Protocol Deviation.

What makes your product unique?

LumiGap's answer

LumiGap is not just a poker tracker or a note-taking app. It is an AI vision workspace for poker table recognition: capture the table from your screen, recognize cards, stacks, bets, names, board and pot, correct the results, build datasets, train custom models, and export structured table state for research workflows.

Why should a person choose your product over its competitors?

LumiGap's answer

Most poker tools focus on hand histories, solvers, or finished analytics. LumiGap focuses on the recognition pipeline itself: screen capture, OCR, Core ML, table-region mapping, annotation, custom datasets, model testing, and export. It is for users who want to build and improve their own AI-powered poker research workflow.

How would you describe the primary audience of your product?

LumiGap's answer

LumiGap is for advanced poker players, coaches, poker researchers, ML builders, data-driven analysts, and macOS users who want to recognize poker table state visually, create custom datasets, and train models for their own layouts and research needs.

What's the story behind your product?

LumiGap's answer

LumiGap started from a simple gap: serious poker work often depends on screenshots, manual notes, hand histories, and tools that cannot easily be adapted to your own table layouts or model experiments. LumiGap was built to turn visible table states into structured data, datasets, and custom AI recognition workflows.

Which are the primary technologies used for building your product?

LumiGap's answer

Native macOS stack: Swift, SwiftUI, ScreenCaptureKit, Vision OCR, Core ML, local data storage, annotation tools, dataset converters, external detector support, and live export APIs.

Who are some of the biggest customers of your product?

LumiGap's answer

  • Advanced poker players
  • Poker coaches
  • Poker researchers
  • ML dataset builders
  • Computer vision experimenters
  • Strategy analysts
  • macOS users building custom recognition workflows

User comments

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What are some alternatives?

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