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Shortcut vs BBM-Atlas

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Shortcut compared with BBM-Atlas
DetailShortcut logo ShortcutBBM-Atlas logo BBM-Atlas
What it doesAI agent for Excel automation and financial modeling Structural code intelligence for AI assistants
StageStartup Not given
Founded2024 Not given
Based inNot given Not given
Pricing modelFreemium Freemium
PricingFree plan with 20 weekly credits. Pro plan: $100/month (billed annually; credits refresh monthly, save $300/year). Teams: $320/month + $100 per seat/month (billed annually). Enterprise: Custom pricing. Individual credits: 1,000 monthly plan credits with Pro. Teams pooled credits: 1,000 monthly team Not given
Key features
  • Natural language Excel commands
  • Automatic formula generation
  • LBO model building
  • DCF and 3-statement model creation
  • Excel add-in integration
  • Existing file automation
  • CLI interface for workflows
  • Data tracing to source files
  • Error checking and validation
  • 12-language parsing with tree-sitter
  • Impact analysis showing callers and dependencies
  • Knowledge graph with confidence-tagged edges
  • Four-source retrieval fusing structure, memory, graph and semantic search
  • MCP server with 35 tools for AI assistants
  • REST API with 46 routes and CLI with 51 commands
  • VS Code extension with impact analysis and hover information
  • Web console for indexing, searching and exploring code graph
  • Syntax-aware reversible compression
  • Repository memory with hierarchical summaries
What makes it different
  • Saves 10-15 hours per week on financial reporting tasks
  • Reduces manual work by up to 70%
  • Costs 38% less than Claude for Excel
  • 76% accuracy on real-world finance tasks
  • Structural understanding of code relationships, not just text similarity
  • Local-first architecture with no code leaving your machines
  • Unified engine across multiple interfaces: MCP, REST, CLI, VS Code and browser
  • LLM-agnostic and works with any AI assistant
  • Community Edition free for teams with no key or time limit
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)43 −3 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)130
Citation Flow (Majestic)370
Referring domains (Majestic)4130

4 details filled in for both companies.

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