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Hybrid AI + human content

The computational content platform

Built for high-quality journalism, marketing and information distribution. Connect any source, chain agents and editorial review, deliver everywhere.

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How it works

One pipeline. Source to surface.

  1. 01

    Connect

    WordPress, DatoCMS, Slack, Airtable, and many more, plus custom sources you build yourself.

  2. 02

    Transform

    Chain AI agents and processors — translate, illustrate, review, narrate, more.

  3. 03

    Deliver

    Next.js sites, CMSs, APIs, the cloud edge — plus URL redirects.

computational.media
{
  "name": "blog-publishing",
  "lake": "newsroom",
  "inputs": [
    { "id": "wp",    "type": "wordpress" },
    { "id": "slack", "type": "slack"     }
  ],
  "transformations": [    // AI agents, in order
    { "agent": "AutoTranslate", "to": ["es", "de"] },
    { "agent": "Illustrator",
      "prompt": "inspiring thumbnail from the reference image" },
    { "agent": "LegalEagle",
      "config": { "riskAppetite": "low", "flagRisks": true } },
    { "agent": "ManualReview" }   // human in the loop
  ],
  "outputs": [
    { "id": "site", "type": "nextjs"     },
    { "id": "edge", "type": "cloudflare" }
  ]
}

Inside the platform

Everything you need, built in.

Content Lakes
Stores for content items as they flow through the system.
Dashboard
Live volume, errors and replay for every transformation.
Marketplace
Sell, share, buy or import content across the platform.
Webhooks
Subscribe to flow events from any external system.
API Security
Token-scoped endpoints for inputs and outputs.
Redirects
Import and manage URL redirects alongside your content.

What you can build

The possibilities are endless.

Here are just a few:

  • Realistic staging & dev environments

    Maintain one or many development and staging environments, each driven from its own dynamically configured content lake and populated with realistic, production-like content — no code changes required.

  • Agents that refine & review

    Put AI agents to work refining your content and reviewing it before it ever ships.

  • De-risk your CMS migration

    Build a content lake that blends your old and new CMS, then gradually — and safely — reduce your dependency on the legacy system.

  • Rewrite for every channel

    Use AI agents and frontier-class models to rewrite your content to fit multiple distribution targets at once.

  • Author expertise, AI production

    Pair your authors’ expert opinions with the latest generative models to illustrate visuals and produce video and audio.

  • Automated research

    Automatically generate the research that backs up your stories.

  • Built-in fact-checking

    Fact-check content automatically as it flows through the pipeline.

  • Audience-aware safety

    Check the safety of content for different audiences, with sentiment and censorship options.

  • Real editorial review

    Drop genuine human review into a near-agentic pipeline with the manual review step transformation.

  • Live blog, straight from Slack

    Turn a Slack channel into a live blog on your existing CMS: ingest the channel, output a CMS content item, and let an AI agent review live entries to add detail or flag high-risk content.

  • …and whatever you can imagine.

    If you can describe the workflow, you can build it. Sign up for updates and we'll help you get started.