fiveonefour

Managed infra, agents, and data for experimenting with agents as users

Run unbiased simulations at scale to understand how coding agents use and discover products

  • MongoDB
  • ImageGoldsky
  • Image
  • taubyte

Infra and tools to run simulations on your laptop or scale to the cloud

Define your experiment, lay out your tests, pick your agent, then let us do the work of managing infra and data.

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  • Remote or local runs

    Run locally for free, or automatically parallelize runs at massive scale on managed infrastructure with AX Cloud.

  • Unbiased simulations

    Every run starts from a clean, isolated sandbox, with your custom setup. No bias. No context pollution. No cheating.

  • Any agent, any model

    Test with Claude, Codex, Cursor, and more. Bring your own LLM keys, or use our managed agents at market prices.

Understand every journey agents take through your product

Agent transcripts, sandbox data, timelines and comparisons turn every simulated session into evidence you can inspect and share.

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  • Full data capture

    Agent transcripts, OTEL logs, errors, commands: everything in the system recorded, versioned, and warehoused for analysis.

  • Compare variants side by side

    See how success rate, cost, and wall-clock time shift between versions of your product.

  • Sandbox snapshots

    Retain the full sandbox end state (file system and memory) and resume for further analysis at any time.

Turn evidence into product and marketing decisions

Ship code, docs, and content that are proven to make your product more discoverable and usable by agents.

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  • Results in your pull requests

    Experiment summaries land on the PR, so the evidence arrives before you merge.

  • Gate releases on agent tests

    Treat agent task success like CI: block regressions before they ship.

  • Track improvement over time

    Watch success rates climb as you remove the friction agents hit.

Get started

Start your first experiment in minutes, and uncover how coding agents interact with your product

Use anywhere. Embed into your workflows, go-to-market pipeline or products

Actionable GEO

Learn if your tool is mentioned or selected by agents, and why. Test in realistic contexts, with code, MCPs, skills, tools and running applications.

Built for humans. Rebuilt for agents.

  1. Sep 2023

    Founded on developer experience

    514 starts out building data infra and tooling for human engineers.

  2. Jan 2025

    Agents as primary users

    Coding agents become the majority users of our dev tools.

  3. Oct 2025

    Optimizing our AX

    Internal platform to systematically measure and improve our agent experience.

  4. Jul 2026

    Launch AX Cloud

    The tools we built to help serve agentic users, available for all

Agents are your new users. Learn from them.

Read our Manifesto

“The very first experiment we did with 514 turned up gaps in our CLI that were tripping up agents as they tried to build with Mux. After an immediate fix, we were able to reduce tool call failure by 34%.”

Dylan Jhaveri — Director of Self Service
MongoDBImagetaubyte

Honored to help those building incredible dev tools and honing them for agents