BiBimba vs ZeroSphere: Features, Pricing & Which Is Better (2026)

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

BiBimba

mamama, inc.

Paid

A keyboard-driven Mac clipboard manager that OCRs screenshots and runs on-device AI to translate, summarize or rewrite what you copied.

Unified Clipboard Search: One search covers copied text, images, text recognized inside screenshots, and saved snippets, so you do not need to remember where something came from.
Automatic Screenshot OCR: Text in screenshots and copied images is read automatically, and a detected table can be converted to Markdown, JSON or HTML.
On-Device Text Actions: Translate, summarize, rewrite as a business email, turn into a bullet list, or reformat a table using on-device AI on compatible Macs.
Saved Custom Instructions: Store your own prompts as reusable actions and fire them on the current selection from the keyboard.
Pick and Paste: Choose an item from history and paste it directly back into the app you were using, either formatted or as plain text.
Global Keyboard Shortcuts: Dedicated shortcuts open history, pick-and-paste, snippets, screenshot capture, screen OCR and text actions without touching the mouse.
Local Retention Controls: History lives on your Mac with a configurable item count and age limit, automatic pruning of older entries, and manual deletion at any time.
Ten Interface Languages: Ships in Japanese, English, Simplified and Traditional Chinese, Korean, Spanish, French, German, Portuguese (BR) and Arabic.

Receipt and Invoice Capture: Screenshot a receipt, let OCR read the total, and search for it weeks later by amount or vendor.
Table Extraction: Turn a table captured in a screenshot into Markdown or JSON without retyping it into a spreadsheet.
Cross-Language Correspondence: Copy an incoming message, translate it on-device, and paste the reply back into the same app.
Email Polishing: Rewrite a rough draft into a business-email tone from the keyboard while staying inside the mail client.
Research Collection: Build a searchable archive of copied quotes, links and screenshots from a browsing session and retrieve any of them by keyword.
Confidential Work: Keep clipboard history and AI processing on-device so sensitive copied material never leaves the Mac.

Freemium

Gives an AI agent its own isolated virtual display on your Windows machine, so it can drive real desktop apps while you keep using your desktop.

Isolated Virtual Display: Creates a dedicated second display for AI inside your existing Windows session, so the machine is shared but the workspace is not and the agent never competes for your cursor.
Scoped Application Access: You choose which applications and resources the AI can reach and what it may interact with, replacing uncontained desktop access with a boundary you draw.
Automatic Prompt Blocking: UAC prompts and desktop notifications are blocked from entering the AI's workspace, keeping system dialogs and interruptions out of the agent's reach.
Real-Time Observability: The agent's display can be watched live as it works, so you see what it is doing rather than reconstructing it from logs afterwards.
Interactive Takeover: You can take control of the virtual display yourself at any moment and let the AI resume from where you left off when you are ready.
Parallel Workspaces: Multiple tasks run simultaneously, each with its own virtual display and its own resolution, so several AI processes work at once without colliding.
GUI Application Support: Agents open and operate existing desktop software — CAD, simulation, creative and specialized research tools — with no need to rebuild the applications for AI.
Bring Your Own Keys: You supply your own model provider credentials and pay Anthropic, OpenAI, Google or your preferred provider directly rather than buying tokens through ZeroSphere.

GUI Test Automation: A developer has an agent launch the application being built, interact with its interface, inspect what happens and iterate — work a terminal-only agent cannot do.
Bug Reproduction: An engineer sends an agent to reproduce a reported defect in a real running app and observe the failure, while continuing to work on their own desktop.
CAD and Simulation Workflows: An engineer delegates repetitive operations in specialized engineering software that has no API surface for automation.
Safe Agent Experimentation: A team trials computer-use agents without giving them access to personal files, system settings or financial applications on the primary desktop.
Creative Tool Operation: A designer lets an agent perform routine steps inside visual and creative applications on the same machine where the source files live.
Parallel Task Execution: A developer runs several agent tasks at once, each in its own display, instead of serializing them through one shared screen.