Kogvio vs Visiby: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Kogvio and Visiby — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
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Kogvio
Kogvio
Chrome extension that overlays an AI vision agent on any screen to decode diagrams, math, handwriting, and technical docs without leaving your tab.
Key features
- Highlight-to-Understand Overlay: Draw a box over any part of the screen and get an instant explanation without leaving the active tab.
- Keyboard-only Trigger: Global Cmd/Ctrl + Shift + E shortcut keeps users in flow — no mouse or context switch required.
- Messy Handwriting OCR: Vision engine reads bad handwriting, photographed physical notes, and board formulas that generic OCR misses.
- Native LaTeX Rendering: Complex math equations are rendered inline as LaTeX rather than raw ASCII.
- Color-Coded Code Blocks: Programming snippets keep syntax highlighting when rendered in Kogvio's response panel.
- Contextual Chat: Ask follow-up questions about a specific part of the scanned region (e.g., 'what does node 3 represent here?') without re-uploading.
- No API Key Required: Runs on Kogvio's backend — users don't need their own ChatGPT or Gemini account.
- Cross-Platform via Chromium: Works on Mac, Windows, and Linux through Chrome, Brave, or Edge.
Best for
- Studying Dense Material: Students highlight equations or diagrams in PDFs and lecture slides to get inline explanations.
- Decoding Technical Diagrams: Engineers and architects hover Kogvio over system diagrams to identify components and flow.
- Reading Board Photos: Learners scan photos of whiteboard/blackboard formulas and get a clean LaTeX transcription.
- Understanding Code in Docs: Developers highlight code snippets in technical documentation for quick contextual explanation.
- Rapid Research: Analysts working through equations or notation in academic papers ask follow-ups without leaving the page.
- Handwritten Note Digitisation: Users scan photographed personal notes into readable, formatted content.
Visiby
FNA Technology
AI visibility platform that tracks how ChatGPT, Perplexity, Claude, Gemini and AI Overviews cite your brand, and ships fixes.
Key features
- AI Citation Tracking: Continuously samples roughly 50,000 prompts per week across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews to record where and how a brand is cited.
- Per-Engine Visibility Scoring: Reports a composite AI Visibility score plus share of voice and prompts won or lost, broken out engine by engine so declines can be traced to a specific model.
- Prompts & Citations Explorer: Lets teams open any tracked prompt and read the actual model answer to see which competitor was named and why.
- Brand Entity Analysis: Maps the adjectives each engine associates with your brand versus competitors and suggests reframing plays to change that portrait.
- Competitor Intelligence: Tracks rival citation share on comparison and 'alternatives to' prompts, highlighting categories where a competitor dominates.
- Prioritized Action Plan: Converts findings into P0/P1 recommendations such as schema additions or comparison pages, each with a time estimate and projected score gain.
- Site Audit for AI Parseability: Audits pages for missing entity definitions, structured Q&A data and other signals that prevent models from citing the site correctly.
- White-Label Reporting and API: Higher tiers add white-label client reports, SSO/SAML and API access for agencies managing multiple brands.
Best for
- AI Search Monitoring: Marketing teams track whether ChatGPT and Perplexity recommend their product or a competitor on high-intent category prompts.
- Competitive Benchmarking: Brands quantify how much citation share a named rival is capturing on 'alternatives to' and 'best of' queries.
- Content Prioritization: Content teams decide which pages to write or refresh based on which prompts are currently missed rather than on keyword volume alone.
- Technical AEO Audits: SEO specialists find pages lacking FAQ schema or entity markers that keep answer engines from parsing them.
- Agency Client Reporting: Agencies run pooled prompt tracking across multiple client workspaces and deliver white-label AI visibility reports.
- Executive Reporting: Operators present a weekly digest showing search clicks alongside AI citation share to explain traffic shifts leadership sees.
