Software Alternatives, Accelerators & Startups

Cutlist Evolution VS Bernstein

Compare Cutlist Evolution VS Bernstein and see what are their differences

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Cutlist Evolution logo Cutlist Evolution

Our cutlist optimizer generates efficient layouts for both linear and sheet material. It's a professional tool that saves money and reduces waste, making it ideal for commercial workshops.

Bernstein logo Bernstein

Open-source Python orchestrator for AI coding agents. Spawns agents in isolated git worktrees, verifies output with tests and lint. Supports Claude Code, Codex, Gemini CLI, Aider, and 14 more. Free.
  • Cutlist Evolution Landing page
    Landing page //
    2023-05-09
  • Cutlist Evolution Inputs
    Inputs //
    2026-08-11
  • Cutlist Evolution Workbench
    Workbench //
    2026-08-11

Cutlist Evolution works out how to cut your parts from the stock you have with the least waste, then gives you a plan your workshop can actually follow.

It handles sheet goods (plywood, MDF, melamine, glass), linear stock (timber, tube, extrusion) and roll materials, with both guillotine cutting for panel saws and true-shape nesting for CNC. The constraints that matter on a real job are built in: grain direction and orientation locks, edge banding and face finishes, blade kerf, and per-edge trim.

Parts can be typed in, pasted from a spreadsheet, or imported as CSV or DXF. It also reads 3D models directly from Fusion 360, Shapr3D, Onshape, SketchUp and Blender, taking the model apart into measured panels with duplicates merged. A free SketchUp extension sends parts across with no export step at all.

Cutting plans export to PDF, CSV, DXF and SVG, plus saw formats including PTX, Biesse XML and Mayer.

It runs entirely in the browser with nothing to install, works on any device, and is available in 30 languages. The free tier covers up to 40 parts per cut list and 3 saved projects; paid plans raise those limits and add the CNC and saw-file exports. There is also a native iPhone and iPad app.

  • Bernstein
    Image date //
    2026-04-08
  • Bernstein
    Image date //
    2026-04-08
  • Bernstein
    Image date //
    2026-04-08

Bernstein is an open-source alternative to commercial agent platforms. It orchestrates multiple AI coding agents working on the same repo in parallel - each isolated in its own git worktree so they never step on each other. The scheduler is pure deterministic Python (zero LLM tokens spent on coordination). A built-in janitor runs tests, linting, and type checks on every agent's work before it merges. Supports 18+ CLI agents including Claude Code, Codex, Gemini CLI, and Aider. Apache 2.0 licensed.

Cutlist Evolution

$ Details
freemium ยฃ5.0 / Monthly (Starter)
Platforms
Web iOS
Release Date
2020 January
Startup details
Country
United Kingdom
Founder(s)
J Gibson
Employees
1 - 9

Bernstein

Pricing URL
-
$ Details
Platforms
MacOS Mac OSX Mac Linux
Release Date
2026 April
Startup details
Country
Israel
Founder(s)
Alex Chernysh
Employees
1 - 9

Cutlist Evolution features and specs

  • Sheet & linear materials
    Y
  • Adjustable blade width / kerf
    Y
  • Grain direction / part orientation
    Y
  • Trim stock and parts
    Y
  • Edge banding
    Y
  • Offcuts
    Y
  • Stock management
    Y
  • Export in various formats
    Y
  • Import from speadsheet
    Y
  • Labels
    Y
  • Beam / panel saw support
    Y

Bernstein features and specs

  • Supported Agents
    18+ (Claude Code, Codex, Gemini CLI, Aider, Cursor, Amp, Roo Code, Goose, Kilo, Kiro, OpenCode, Tabby, and more)
  • Orchestration Model
    Deterministic Python (zero LLM tokens on scheduling)
  • Git Isolation
    Per-agent worktrees โ€” main branch stays clean
  • Verification
    Automated janitor: tests, lint, types, PII scan
  • Model Routing
    Contextual bandit (LinUCB) learns optimal model per task type
  • Cost Tracking
    Built-in per-model, per-task cost reporting
  • Plan Execution
    Declarative YAML plans with stage dependencies
  • CLI Interface
    TUI dashboard, headless mode for CI, web dashboard
  • Self-Evolution
    --evolve mode analyzes own metrics and improves routing
  • Crash Recovery
    WAL-based โ€” no silent data loss
  • Observability
    Prometheus metrics, OpenTelemetry, Grafana dashboards
  • MCP Support
    MCP 1.0 & 1.1 server mode
  • A2A Protocol
    A2A 0.2 & 0.3 compatible
  • License
    Apache 2.0
  • Install Methods
    pip, pipx, uv, Homebrew, dnf copr, npm wrapper
  • Platform
    macOS, Linux (Windows via WSL)
  • State Storage
    File-based (.sdd/ directory) โ€” no database required

Analysis of Bernstein

Overall verdict

  • Bernstein (bernstein.run) appears to be a useful tool, but as with any service, its suitability depends on your specific needs and the accuracy of its features for your workflow. Independent reviews and hands-on testing are recommended before committing.

Why this product is good

  • It aims to streamline workflows and improve productivity for its target users
  • It may offer automation or integration features that save time
  • Purpose-built tools often provide a more focused experience than general-purpose alternatives

Recommended for

  • Users seeking a specialized tool for their particular workflow
  • Teams looking to automate repetitive tasks
  • Individuals wanting to evaluate niche productivity solutions before adopting them broadly

Cutlist Evolution videos

Best free cutlist optimizer

Bernstein videos

Music Chat: My First Bernstein Review (Preview to The 10 Best Recordings)

More videos:

  • Review - Review: Bernstein: The Symphony Edition (60 Sony CDs)
  • Review - Review: DG's Complete Bernstein Recordings (2)

Category Popularity

0-100% (relative to Cutlist Evolution and Bernstein)
Productivity
100 100%
0% 0
Developer Tools
0 0%
100% 100
Cutting Optimisers
100 100%
0% 0
AI
0 0%
100% 100

Questions & Answers

As answered by people managing Cutlist Evolution and Bernstein.

What makes your product unique?

Bernstein's answer:

Bernstein is the only orchestrator that uses deterministic code for scheduling instead of an LLM. Every other multi-agent framework (CrewAI, AutoGen, LangGraph) burns tokens deciding what to assign where. Bernstein spends zero tokens on coordination - the Python scheduler makes auditable, reproducible decisions. It also isolates every agent in its own git worktree, so agents never stomp on each other's files.

Why should a person choose your product over its competitors?

Bernstein's answer:

  • No SDK to learn โ€” works with CLI agents you already have (Claude Code, Codex, Gemini CLI)
  • No vendor lock-in โ€” mix models in the same run
  • Verified output โ€” janitor checks tests, lint, and types before merging
  • Cost savings โ€” contextual bandit router cuts costs ~23% by learning which cheap model handles which task type
  • Reproducible โ€” same inputs produce same scheduling decisions

How would you describe the primary audience of your product?

Bernstein's answer:

  • Solo devs who want to run 6+ agents in parallel on a 10-ticket backlog
  • Tech leads evaluating multi-agent workflows without committing to a vendor
  • Teams that already use AI coding agents daily and want to parallelize their workflow

What's the story behind your product?

Bernstein's answer:

Named after Leonard Bernstein, the conductor. The idea came from trying to coordinate three AI coding agents on the same codebase and watching them destroy each other's work. The first version used an LLM to schedule the other LLMs - it was slow, expensive, and hallucinated priorities. Replacing it with deterministic Python was the breakthrough.

Which are the primary technologies used for building your product?

Bernstein's answer:

  • Python 3.12+ with asyncio
  • Git worktrees for agent isolation
  • LinUCB contextual bandits for model routing
  • Textual for the TUI dashboard
  • Hatchling for packaging

Who are some of the biggest customers of your product?

Bernstein's answer:

  • Individual developers using it for personal projects
  • Open-source maintainers orchestrating codebase-wide refactors
  • Early-stage startups using it for overnight CI-fix automation

User comments

Share your experience with using Cutlist Evolution and Bernstein. For example, how are they different and which one is better?
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Reviews

These are some of the external sources and on-site user reviews we've used to compare Cutlist Evolution and Bernstein

Cutlist Evolution Reviews

Cutlist Optimizer Review โ€” What are the Best Options This 2023?
Since Cutlist Evolution runs on a web-based program, woodworkers donโ€™t need to install the application on their devices. This specification allows users to save and load cutlist files on different devices.

Bernstein Reviews

  1. Rachel Rottenberg
    ยท Software Engineer ยท
    Finally, parallel agents that actually work

    I set up Bernstein on a mid-size Python project to see if multi-agent orchestration lives up to the hype. It does. One command, multiple Claude Code agents running in parallel, each in its own git worktree so they don't step on each other. The janitor verifies tests pass
    before anything merges. What impressed me most: zero LLM tokens wasted on coordination โ€” the scheduler is pure Python. Went from running one agent at a time to having 5 working simultaneously on different tasks. The TUI dashboard is a nice touch for monitoring what's
    happening in real time.

    ๐Ÿ Competitors: agor, fastn.ai, Phinite AI, TeamHero
    ๐Ÿ‘ Pros:    Parallel agents in isolated git worktrees โ€” no merge conflicts during work|Deterministic python scheduler, no llm overhead on coordination|Supports multiple cli agents (claude code, codex, gemini cli)|Built-in test verification before merge|Easy setup โ€” pip install bernstein and one command to start
    ๐Ÿ‘Ž Cons:    Python 3.12+ required, won't work on older setups|Documentation could be more beginner-friendly

Social recommendations and mentions

Based on our record, Cutlist Evolution should be more popular than Bernstein. It has been mentiond 2 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Cutlist Evolution mentions (2)

  • Online / AI assisting tools for cut list and dimensions ?
    Https://cutlistevo.com/ to my knowledge is the most efficient and feature rich online optimiser. Source: about 3 years ago
  • Need help laying out pieces on one MDF board
    Https://cutlistevo.com also worth a look - more professional features. Source: about 3 years ago

Bernstein mentions (1)

  • Orchestration primitive or desktop ADE? Choosing your multi-agent coding layer in 2026
    Orchestration primitives. A library or CLI you import into your own workflow. You don't see a window; you see a process you can pipe into other things. Examples: Bernstein (the project this blog belongs to โ€” 18 CLI adapters, Python-importable), Workz, certain configurations of Plandex. LangGraph and CrewAI are adjacent but different โ€” they orchestrate LLM calls, not CLI coding agents. - Source: dev.to / 4 months ago

What are some alternatives?

When comparing Cutlist Evolution and Bernstein, you can also consider the following products

CutList Optimizer - A free cutlist optimizer

TeamHero - Open-source multi-agent orchestration platform powered by Claude CLI. Build and manage a team of AI agents from a single dashboard. - sagiyaacoby/TeamHero

MaxCut - The Complete Cut List Optimization & Costing Solution for Woodworkers, Joiners and Cabinetry Professionals.

agor - Orchestrate multiple AI coding agents with your team

Cutlist Plus - Cutlist Plus is an excellent layout management platform that allows to create highly optimized shape-based content for websites or applications with cutting diagrams like rectangular, triangular, square, or multiple dimensional interfaces.

fastn.ai - The no-code AI orchestration platform developers love