Margus approvedHead of Web, PipedriveUsed on his own sites and at work.Reviewed as the industry moves, kept only while it is the best call for AI-era web work.Who is Margus03 Sept
Anthropic's coding assistant. It reads the whole project, makes the change and runs the checks, from your terminal or inside your editor.
Terminal and IDE agent, MCP client, takes skills and plugins
FitsTakes the same slot as Codex, Cursor and Copilot, so pick one. It works on a site you hold the code for, which means it has nothing to do on a Webflow or Framer site.
OpenAI's coding assistant. The same job as Claude Code, reached from the terminal, your editor, or handed off to run in the cloud.
CLI, IDE extension and cloud agent, MCP client, on a ChatGPT plan
FitsSame slot as Claude Code, Cursor and Copilot. The reason to pick it is usually that the team is already on ChatGPT, since that is where the plan lives.
An editor with the assistant built into it. You watch the change land next to the code instead of reading about it in a terminal.
VS Code-based editor with an in-editor agent, MCP client
FitsSame slot as Claude Code, Codex and Copilot. It suits someone who wants to see the code while it changes, rather than approve work a terminal reports back.
The assistant inside the editor your team already uses, and inside the pull requests where changes get reviewed.
In-editor completion and agent, pull request review, MCP client
FitsSame slot as Claude Code, Codex and Cursor. It is the one that changes least about how a team already works, because it arrives in the editor and the review they have.
Content3
Where the words and images live, so the same content can appear on a site, in an app and in an email.
Where your content lives when the same words have to appear on a site, in an app and in an email. Editors get a clean interface, developers get an API.
Headless CMS, structured content, GROQ queries, real-time studio
FitsSits behind a framework like Astro or Next.js and needs a host such as Vercel. Redundant if you are on Webflow or Framer.
AI reachWrite not checkedIt connects. Whether an assistant can change anything through it has not been checked.MCP serverClaudeconnector
Margus approvedHead of Web, PipedriveUsed on his own sites and at work.Reviewed as the industry moves, kept only while it is the best call for AI-era web work.Who is Margus09 Aug
Where the site actually runs. Push a change, get a preview link to share, publish when it looks right.
Hosting and CI for Next.js and friends, edge network, previews
FitsRuns sites built with Astro, Next.js or Payload, straight from GitHub. Not needed with Webflow, Framer or Ploy, which host for you.
AI reachWrite not checkedIt connects. Whether an assistant can change anything through it has not been checked.MCP serverClaudeconnector, pluginChatGPTadd by URL
Conversion optimisation4
You show a change to a share of your visitors, keep it if more of them buy or sign up, and drop it if they do not.
Show a change to part of your traffic and keep it only if more people buy. It also records what visitors do on the page, so you know what to test next.
A/B testing, heatmaps, session recordings and surveys in one platform
FitsThe all-in-one of this row: you do not add a separate heatmap or survey tool beside it. Same owner as AB Tasty since the two joined forces in 2026, so pick one of them, not both.
AI reachWritesAn assistant can change things here, not only read them.MCP serverClaudeadd by URLChatGPTadd by URL
Testing plus personalisation: show a different page to a different audience, not just variant A and variant B, and release changes behind a switch.
Web and feature experimentation, personalisation, e-merchandising
FitsSame owner as VWO since the two joined forces in 2026, and the slots overlap. AB Tasty leans personalisation and merchandising, VWO leans research into why a page loses people.
AI reachReads onlyAn assistant can connect and read from this, but it cannot change anything.MCP server
You describe the experiment in a sentence and it builds it. The most AI-native option in this row, and a European company if that matters to you.
Prompt-built web and feature experiments, French company
FitsTakes the same slot as VWO, AB Tasty or Optimizely. The reason to pick it is the prompt-based setup and how much of the product an assistant can reach, not the feature list. Kai, the assistant built into the product, carries the same tool set as the MCP server without a connection step, so the AI route works before you have wired anything up.
AI reachWritesAn assistant can change things here, not only read them.MCP serverClaudeadd by URL
The enterprise name in testing. Pick it when experiments have to run across a large site, several teams, and the code as well as the page.
Web and feature experimentation inside a larger marketing platform
FitsHeavier than the other three and priced for large teams. It sits next to your analytics rather than replacing it, and it is the one here whose assistant connection this library has checked end to end.
AI reachWritesAn assistant can change things here, not only read them.MCP serverClaudeadd by URLChatGPTadd by URL
Visitor feedback1
Ask visitors one short question on the page itself and read the answers, so you know why they leave before you spend a test on a guess.
A small survey that appears on your own page and asks visitors one question, such as why they are leaving the pricing page. You pick one of 12 ready-made surveys, paste one script tag, and read the answers as they come in.
On-site micro-survey widget: one script tag, 7 question types, 4 widget styles, URL, time, scroll and exit-intent targeting, REST API and MCP server
FitsAnalytics show where visitors leave, not why. Selge asks them on the page, so you fix the real problem instead of testing a guess. Sits beside your analytics and testing tool.
AI reachWritesAn assistant can change things here, not only read them.MCP server
AI search visibility1
Whether ChatGPT, Perplexity and Google's AI answers mention you when someone asks about your kind of product, and who they name instead. The trade calls it AEO, answer engine optimisation.
Margus approvedHead of Web, PipedriveUsed on his own sites and at work.Reviewed as the industry moves, kept only while it is the best call for AI-era web work.Who is Margus25 Sept
Shows whether ChatGPT, Perplexity, Gemini and Google's AI answers mention your brand when someone asks about your kind of product, which competitors they name instead, and which pages they got it from.
AI search analytics: visibility, share of voice, sentiment, sources and prompts across ChatGPT, Perplexity, Gemini, Google AI Overviews and AI Mode, Claude, Copilot and Grok
FitsTakes the slot the Google rank tracker used to hold, and measures a different thing: AI answers rather than positions. It sits beside your analytics, not instead of them, and it does not change your site, so the fixes it points at still happen in your content and your stack. Paid plans only.
AI reachWritesAn assistant can change things here, not only read them.MCP serverClaudeconnectorChatGPTapp
Code and collaboration1
Where every change is recorded and reviewed before a visitor sees it.
Margus approvedHead of Web, PipedriveUsed on his own sites and at work.Reviewed as the industry moves, kept only while it is the best call for AI-era web work.Who is Margus09 Aug
The record of every change to the site, and the place AI tools do their work before anything reaches visitors.
Version control, pull request previews, Actions for automation
FitsSits under everything you code, and is what Vercel deploys from. Webflow and Framer sites never touch it.
AI reachWrite not checkedIt connects. Whether an assistant can change anything through it has not been checked.MCP serverClaudeconnector
Assistant add-ons1
Things you install into your coding assistant so it does the job better: design vocabulary, checks, rules. They sit on top of the assistant above, not instead of it.
A design vocabulary your coding assistant installs, so the pages it builds stop looking like AI defaults. Twenty-four commands such as /polish, /audit and /typeset. Free and open source.
Skill pack for Claude Code, Cursor, Codex, Copilot and Gemini, Apache 2.0, by Paul Bakaus
FitsSits on top of whichever assistant you picked, never instead of it. It teaches the assistant taste, not your brand, so pair it with your own design system once you have one.