<-Back to All Articles
Ditto: From draft to deploy.
Ditto for Agents: Building for product workflows of the future

The rest of the team has moved closer to the code in the new world of AI workflows. So we've built the same capability for product copy.

Something interesting is happening to how product teams work.

Designers are building directly in the product. Engineers are prototyping at the speed of thought. Product managers are iterating in real interfaces, not slide decks. The distance between an idea and a working, shippable thing has collapsed — and the whole team is moving closer to the actual code as a result.

This is a genuinely exciting shift. Fewer handoffs. Faster feedback loops. Less translation between representations of a product and the product itself. The people who care most about the outcome are now the ones building it, directly.

But one discipline hasn't quite made that move yet: product copy.

Band-aid processes can’t keep up anymore

For plenty of teams, product text still lives at arm's length from where the work happens. Style guides sit in Notion. Approved strings live in spreadsheets. Copy review is a step in a process, not a presence in the workflow.

That worked when the pace was slower; when we could try to be everywhere and catch the mistakes before they went out the door. It's harder to sustain when a feature can go from idea to production in an afternoon.

And the stakes are real. Your product text is the core driver of user understanding and usability outcomes. It's what carries your brand voice, your compliance requirements, your hard-won consistency across dozens of surfaces. The layout might evolve, the design system might get an overhaul — but the words need to be right every time. That hasn't changed. If anything, with more shipping happening faster, it matters more.

The rest of the team has found their way closer to the code. Product copy deserves the same.

What a text system looks like when it's actually in the room

The teams that’ll be ready for these workflow shifts aren’t slowing down — they're building a system that travels with the work.

A content system that works in this new world isn't a static document. It's a live layer that's present wherever your team is building: in Figma, in your codebase, in your agentic workflows. Content designers continuously architect the rules and curate the library; the rest of the team — and the AI tools they're using — execute within it, naturally.

That means thinking about two things together:

Generation — New copy gets created quickly, at scale, and in accordance with the standards you've set. Agents and teammates aren't starting from scratch; they're building from your system.

Governance — You review and control what's shipping. Not as a bottleneck, but as the source of truth everyone is working from.

Both depend on the same foundation: your product text, centralized and accessible, wherever the work is happening.

Ditto MCP: bringing product copy into your agentic workflow

Ditto has always been built around one idea — a single source of truth for product text that works everywhere your team works. Today, we're extending that to the agentic tools your team is already building with (or the ones you’re starting to test out).

Ditto MCP is now available for Claude Code, Cursor, or any MCP-compatible agentic environment.

Connecting Ditto to your AI workflow means the copy system you've built works with you. When an agent drafts new text, it's not generating from scratch — it's generating from your system:

  • Using your approved terminology and voice
  • Following the style guide rules your content team has defined
  • Surfacing existing strings to reuse when they're relevant
  • Flagging things that don't align before they ship

The same source of truth across every tool in your stack. The same rules, whether you're in Claude Code at 11pm or Figma on a Monday morning.

We're also building toward a system that does more than hold your content — one that learns from it. Surfaces gaps as your product evolves. Suggests improvements. Continuously gets better the more it's used.

Content designers have always been the connective tissue of a great product. Ditto is how that function stays connected as everything else accelerates.

What's next

We're building in public – so we've published our roadmap. See what's coming, vote on the features you want to see first, and be on the cutting edge of AI content systems on Ditto's roadmap page.

Get started: Connect Ditto to your agentic tool

Talk to us: Book a demo