Juggler vs Prized: Features, Pricing & Which Is Better (2026)

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

Juggler

Julian Storer

Free

A native desktop workbench for AI coding agents with branching conversation trees, inspectable tool calls and editable context.

Branching Conversation Trees: Fork the session at any point, recursively, so competing approaches and tangents run side by side without polluting the main context.
Miller Column Navigation: A Finder-style column layout lays out tool calls, item properties and nested sub-threads for long reading and editing sessions.
Transaction Inspector: Open any model transaction to see the assembled system prompt, messages, tool definitions, output, token use, timing and stop reason.
The Context Surgeon: Fold history into a new thread, move or copy items between branches, expand a branch back into its parent, and undo structural changes.
Local or Remote Sessions: Run the desktop app locally or the headless binary on the machine holding the code, then attach from the app, a browser or a phone.
Durable Sessions: Sessions are stored on disk as live-synced Yjs documents, so quits, relaunches and dropped connections do not lose the conversation.
Automatic Context Sizing: Juggler measures the full request before each call, reserves room for the answer and compacts older history before limits become an error.
Inspectable MCP Tools: Follow an MCP handoff end to end - schema offered, arguments generated, approval, result and errors - with server status, logs and per-tool filtering.
JavaScript Extension SDK: Context items, LLM loop strategies, slash commands, viewers and Pinboard tabs are extensions you can fork or replace, under a permissive Apache-2.0 SDK.

Exploring Competing Fixes: Branch a thread into two sub-threads to try different approaches to the same bug and compare results before committing.
Auditing Agent Behavior: Inspect exactly what the model received and returned when an agent makes a surprising edit to the codebase.
Remote Development: Run the server on a dev box or GPU machine where the repository lives and drive the same live session from a laptop or browser.
Long Refactors: Keep a multi-hour session alive across quits and reconnects, with the agent paused awaiting approval for its next step.
Provider Comparison: Drive Claude Code, Codex, Copilot, Gemini and local Ollama models through one interface to compare behavior on the same task.
Custom Tooling: Write JavaScript extensions that add slash commands, file viewers or new LLM loop strategies to the workbench.

Freemium

Prized lets ops, support, and finance teams build secure internal tools with AI, using admin-approved company data connectors.

Natural-Language Tool Building: Describe an internal tool in a sentence and the agent writes the files, runs checks, and ships a working app connected to your live systems.
Admin-Approved Connectors: Administrators approve each data connector once and scope exactly what it can see, so every tool built afterward reuses that vetted connection instead of requesting fresh credentials.
Role-Scoped Access: Each deployed tool runs with its own role and grant list rather than blanket database access, limiting blast radius if a tool or user is compromised.
Workspace Audit Log: Every access is recorded — who ran which tool and what data it touched — giving compliance teams a full trail across all internal tooling.
Live Preview Sandboxes: Iterate on a tool in a sandboxed preview before publishing a new version to the team, so in-progress edits never touch production users.
Custom Domains for Every Tool: Deployed tools get their own address on your workspace subdomain, making them shareable internally like any other company app.
Credit-Based Usage Metering: Build and edit sessions draw from a monthly credit allowance shown live in the UI, while using an already-deployed tool never consumes credits.

Support Customer Lookup: Build a single view that searches by name, email, or order number and shows orders alongside open tickets so agents stop tab-hopping.
Finance Refund Approvals: Route refunds over a threshold into an approval queue with risk flags and an audit trail of every decision.
Rev Ops Billing Dashboard: Track MRR, subscriptions, churn, and revenue per user with 30-day, 90-day, and 12-month trend views.
Inventory and Stockroom Tracking: Monitor stock across multiple warehouses, flag SKUs below reorder point, and let ops staff update counts inline.
Renewal Risk Desk: Combine Salesforce, Postgres, and Zendesk data into a renewal dashboard that surfaces at-risk ARR and drafts follow-ups.
Replacing Shadow AI Tooling: Give teams already pasting company data into general AI chatbots a governed, audited place to build the same tools.