Annotate vs Visiby: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Annotate and Visiby — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

Annotate

Free

Record your screen, point and speak — turn the session into a video prompt for Cursor, Claude Code, or Codex.

Point-and-Speak Recording: Capture your screen while drawing and narrating so the agent gets both visual and voice context.
Cursor / Claude Code / Codex Handoff: Drop the session directly into your existing agent — no prompt draft to write.
MCP-Based Delivery: Sends frames and speech through MCP so the agent reads structured context instead of a raw video blob.
Multi-Monitor Capture in One Take: Record app on one display and editor on another together in a single session.
UI Markup Tools: Pen, rectangle, and text annotations mark the exact button or region you mean.
Local-Only Processing: Runs entirely on-device on Apple Silicon — no upload, no login, no cloud.
Fewer Tokens per Change: Structured video prompts reduce token load compared to pasting long written briefs.
Free for Mac: No account, no paid tier — full functionality out of the box.

UI Bug Report to Agent: Record a broken flow, circle the problem, and hand it to Cursor to fix.
Design Review with Coding Agent: Show a Figma-to-code diff on-screen and dictate the required visual tweaks.
Cross-App Debugging: Capture logs in one window and the failing UI in another, then let the agent reason across both.
Refactor Requests: Highlight a specific component in the editor and describe the desired API change verbally.
Onboarding a Junior Agent: Walk through a repo layout on video so Codex has context before making changes.
Privacy-Sensitive Codebases: Prompt an on-device agent about sensitive UIs without any recording leaving the Mac.

FNA Technology

Paid

AI visibility platform that tracks how ChatGPT, Perplexity, Claude, Gemini and AI Overviews cite your brand, and ships fixes.

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.

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.