Websites and Translation in the Agent Era

Every website platform now charges for AI and lets AI agents in, while a small group of technical companies skip the platform altogether. Which road fits you depends on three things: who edits the site, how many languages you publish in, and how much review your content needs before it goes live.

I have come full circle on this myself. When I joined wxrks five years ago, our site ran on Forestry.io. I keep up with CMS news, so my first thought was: what is this? I had never heard of it. It felt too technical for me. You committed a change, pushed it with Git, and it went live. I asked us to move to WordPress, which I have used for 18 years. Later we moved to Webflow, and it has served us well. Now I want to go back to commit-and-push, this time with Astro.

Now I am excited about the next step: talking to our site in plain language and having it commit and publish the change for me. Back then, commit-and-push felt awkward. Today AI handles that part behind the scenes, so the same model just works. My pick for it is Astro, my favorite stack so far. The tools changed; what changed most is who does the work.

What follows is the data I have been using in my own research. Use it, check it, and push back on it. It changes almost daily, so treat every number as a snapshot from September 30, 2026.

The map

The visual builders and content platforms are moving up, toward team and enterprise contracts. The small, technical end is going to AI app builders and to code edited by agents.

Five moves every platform made

In 18 months, website platforms changed how they charge, what they include and who they let in. Five moves show up almost everywhere.

Acquisitions, credit pricing and built-in translation all landed within 18 months.

1. AI is now sold by the credit. Your bill moves with how much the AI works, not only with how many people log in.

• Webflow started enforcing AI credits on June 29, 2026, with extra packs of 2,000 credits at $20 to $25 a month.
• Sanity charges $0.05 per credit.
• Strapi, Storyblok, Framer, Builder.io, Contentstack and Optimizely meter AI the same way.

2. Translation is becoming a built-in AI feature. Most platforms now sell it, often limited to their top plans.

• Webflow launched automatic AI translation on September 29, 2026.
• Framer charges $20 per language plus credits.
• Sanity, Storyblok, Hygraph, Contentful and Optimizely all sell AI translation.
• Some pitch it against agencies. In a case study, Sanity says loveholidays went from paying an agency £200K to £300K a year to about £10,000 for DeepL's machine translation, and that "new market translations that took half a year now take a weekend."

3. Every platform opened its doors to AI agents. Agent access is free on most platforms; AI and governance cost extra.

• All the platforms we checked offer an MCP server, the standard way for tools like Claude, Cursor or ChatGPT to read and edit their content.
• Webflow went further with Source, which "makes code the foundation for everything that ships on your site".

4. Prices split in two. Entry plans held or got cheaper, while team and enterprise plans got pricier.

• Webflow folded its Business plan into a cheaper Premium plan and added a Team plan at $2,500 a month on an annual contract.
• Hygraph dropped its $799 plan and quotes enterprise deals at $32,000 to $300,000 a year.
• Builder.io made its CMS sales-only, and Strapi removed its free cloud plan.
• Salesforce bought Contentful to feed content to its Agentforce AI agents, closing the deal on September 1, 2026.

5. Some technical teams left the platform altogether. Their content now lives as plain files in code, edited by coding agents.

• Cursor moved its website off its headless CMS in December 2025, in three days and for $260 of AI usage.
• StackOne, ZenML and Opine left Webflow the same way in 2026.

Not every move points one way. Contentstack added plans at $0, $29 and $299 a month, and Framer halved its editor seat from $40 to $20. Cloudflare went the other way and assembled a whole stack. In January it bought the team behind Astro, the open-source framework that Unilever, Visa and NBC News use for fast content sites. Then it built EmDash, a CMS made to work with Astro, and moved its own blog onto it in August.

Astro also routes each language to its own URL, and can show a fallback page while a translation is missing. It does not translate anything itself: the words still come from a CMS or a translation platform.

Astro, EmDash and Workers cover building, editing and serving the site. The words in each language still come from a translation platform.

How the work changes

The goal many teams are working toward: change the whole site, in every language, just by asking.

It sounds utopian, but some teams already work this way. Cursor and StackOne change their sites by asking coding agents. At scale, translation and review are what keep it safe.

Most teams sit somewhere on the way there. The same small change looks very different in each of three setups:

These are not separate camps. Panels and headless platforms are adding agents too, and even Cloudflare built a CMS, EmDash, so people keep an editor. What changes is who does the work: clicking, filling in fields, or describing and approving.

Road by road

Each group is heading somewhere different, and each fits a different kind of team. The hype and the installed base also differ: W3Techs finds WordPress on 40.2% of all websites, Wix on 4.2% and Webflow on 0.8%, while Lovable and v0 each run 0.1%.

Every tool, side by side

Ordered from the tools a developer runs every day, on the left, to the ones anyone can run by prompting, on the right. They sit in different categories, so read it as a map, not a scorecard; scroll sideways to see them all. Every cell comes from the vendor's own docs or pricing, and we left out claims we could not confirm.

The new roads: AI app builders and code edited by agents

AI app builders are the fastest-growing part of this market, and they are moving from apps into company websites. They are quick to start with and still weak where marketing teams live: many editors, many languages and review.

What they do well is speed. Vercel pitches v0 so that "marketers turn ideas into site updates immediately … all without opening a ticket." Non-engineers are using coding agents too: Anthropic's data shows business, design and management roles among the largest groups using Claude Code, and Figma reports designers taking part in development doubled to 41%.

What they lack is what a marketing team needs once the site is live:

• A place for many people to edit. Most connect to a CMS for that; Sanity now offers connectors for Lovable, v0, Bolt and Replit.
• Languages. None of the five builders documents a translation or localization workflow of its own.
• Guard rails. Vercel itself warns that "vibe coding is now the world's largest shadow IT problem."
• Predictable cost. Every one of them bills by credits or tokens.

The teams that moved their site into code say the same. StackOne found that "performance took longer than the entire migration" and asks "Is this right for everyone? Probably not." Even inside Wix's own AI builder, 90% of users "still choose to edit the most brand-sensitive details by hand."

Languages: where the new costs hide

Translation is where the new pricing bites hardest. AI translation is now sold per language, per word or per credit, every month, and the best parts often sit on the top plan.

Three costs are easy to miss:

All three grow with every language you add.

• Edits are paid again. Every change to a translated page is translated again, so a busy site pays for the same page many times a year.
• Allowances reset. A launch month can blow through a monthly word allowance and spill into credits, while quiet months waste it.
• Translation memory stays inside one platform. A platform's memory covers that one site. If you also translate your app, help center or sales material, you pay to translate the same sentences again elsewhere, and your product names drift.

Platforms also struggle to fit an existing translation setup. Cursor said that with its CMS, "we actually had to hire contractors to help build a plugin system for the CMS to work with our localization tool."

When a person should still review: pages that sell, legal and pricing pages, regulated claims, and anything carrying your brand voice. AI alone is fine for long-tail blog posts, archives and support content. If you publish in Europe, know which pages were translated by AI alone: the EU AI Act's transparency rules began applying on August 2, 2026.

Choose by scenario

Start from who edits your site and how many languages you run, not from the tool. Most companies fit one of four situations.

Read it top down: the first question is who edits, the second is how many languages you run and how much review they need.

The small company CEO: one marketer, no developer, one to three languages

Stay on a visual site builder such as Webflow or Framer. You get hosting, forms, search basics and a visual editor; Webflow's Premium plan is $25 a month per site on yearly billing. Built-in AI translation covers a small site: Webflow's Essential plan gives 10,000 AI words per language a month for $9 per language.

Use AI app builders for campaign pages and prototypes, not for the main site, unless someone can look after the code they produce. Watch for credits once you pass the allowance, and for features that only exist on the top plan.

The startup with a technical marketer

Consider content kept in code and edited by agents, as Cursor did. Pages live as files next to the product code; a marketer asks an agent for a change and checks a preview link before it goes live. Running costs are low: Cursor's move took three days and $260 of AI usage.

The real cost is people. Opine, which left Webflow in August 2026, said "the hardest part was helping the team get used to working with Git." Translation then happens during the build, so decide up front who reviews it. Walk away from this road if non-technical editors, legal or brand reviewers need to change pages every day.

The marketing director at a growing company: four to ten languages, brand and search matter

Keep a platform your team can edit, and add a review step for languages. That means a site builder's team plan, such as Webflow Team at $2,500 a month on an annual contract, or a headless CMS if you have developers.

Let AI translate the long tail. Send the pages that sell to a human reviewer, with one translation memory and glossary shared by the site, the product and the sales material. Check the plan first: glossaries and approvals often sit on enterprise tiers, and Webflow's custom glossary is Enterprise only.

The enterprise: many sites, more than ten languages, compliance

Buy governance, and let agents work inside it. Enterprise content platforms such as Contentful under Salesforce, Contentstack, Optimizely, Sanity and Webflow Enterprise sell approvals, audit logs, single sign-on and metered AI. Public reports put Webflow Enterprise contracts at about $40,000 to $50,000 a year to start, and Hygraph quotes $32,000 to $300,000.

Negotiate credit prices and overage before you sign, not after the first invoice. Keep translation in a system your reviewers, agencies and legal team already use and that connects to every platform, so a future CMS switch never means redoing your languages.

Before you sign

The list price is no longer the bill. Ask every vendor these questions in writing, and keep the answers with the contract.

• ☐ What does one credit buy, in words translated or pages generated? Webflow, for one, does not publish its rate.
• ☐ What happens when credits run out mid-month: does work stop, go into overage, or top up automatically?
• ☐ Which features sit on the enterprise plan only: glossary, approvals, audit log, single sign-on, translation agents?
• ☐ Does letting AI agents in cost extra or use up credits? Webflow's ChatGPT app is free today but "may require AI credits in the future".
• ☐ Can an agent publish on its own, or does a person approve first? Who is accountable when it gets something wrong?
• ☐ Can we export all content and translations in a standard format, and what does leaving cost?
• ☐ How are AI-translated pages marked, and can we route key pages to a human reviewer?
• ☐ What can change at renewal: price, allowances, which features sit on which plan?

On translation, ask the same vendors:

• ☐ Can we choose the AI model for each task, and keep our quality when the vendor switches models?
• ☐ Does the AI build on our approved translations, glossary and style, or translate each text from scratch?
• ☐ When a page needs a person, can the system price the review and assign a linguist, or do we find and manage reviewers ourselves?
• ☐ Does the AI check its own work for meaning and terminology, and flag what a person should look at?
• ☐ Does one memory and glossary serve every channel we translate (site, app, help center, documents), on every plan?
• ☐ Which other platforms does it connect to: other CMSs, support tools, design files, code, AI assistants?
• ☐ How fast does the team ship? Ask for six months of release notes, and how long customer requests took to land.

What a marketing analyst should track. Agents and credits make costs move month to month, so measure the site like a channel:

Sources

Pages read between September 23 and September 30, 2026. Prices are list prices on those dates and change often.

Website builders

• Webflow: simplified plans and pricing, AI credits, automatic AI translation, Source, Webflow Localize
• Framer: AI credits, simpler plans and lower prices
• Wix: State of Websites
• Shadow Digital: Webflow Enterprise pricing explained

Content platforms and open-source CMS

• Salesforce to acquire Contentful
• Sanity: how AI credits work, You should never build a CMS, AI app builder connectors, loveholidays case study
• Contentstack pricing
• Storyblok pricing plans
• Hygraph pricing
• Prismic localization
• Builder.io pricing
• Strapi: removing the free Cloud plan
• Figma: Payload joins Figma
• Cloudflare: our blog now runs on EmDash
• Cloudflare acquires Astro (January 16, 2026)
• Astro: internationalization routing

AI app builders and coding agents

• Lovable: revenue, plans, security incident
• v0: introducing the new v0, pricing
• Replit: Design Mode, pricing, $9B valuation, database incident
• Bolt pricing
• Base44: pricing, Wix second-quarter 2026 results
• GitHub: Copilot plans, Spark
• Anthropic: Claude Code across professions
• Figma: 2026 AI report

Teams that left their CMS

• Lee Robinson, Cursor: Coding Agents & Complexity Budgets
• StackOne: rebuilding our marketing site with Claude Code
• Opine: we switched from Webflow to Claude

Market data and regulation

• W3Techs: content management systems
• EU AI Act implementation timeline

Side-by-side table

• TinaCMS: Forestry.io and TinaCMS, internationalization
• Cloudflare: Introducing EmDash
• Strapi: internationalization and AI translation
• Wix: Wix Multilingual
• Builder.io: localization
• Contentstack: localization without the translation tax