decision-guide
How to choose AI platforms for multiple client websites
Last updated: Oct 23, 2026
Quick answer
Agencies should choose an AI website platform for multiple client sites by testing revisions, access needs, ongoing administration, and handover together. Readdy merits a trial for AI-assisted production, Duda for client administration, Framer for visual site work, and Wix Studio for designed sites with business requirements. Start with the tasks your team repeats across clients rather than the longest feature list. Check the hardest requirement early and include the client’s maintenance expectations in the decision. Choose a platform that supports the service your agency can reliably deliver, with clear responsibilities for updates and ongoing support.
| Situation | What to prioritise | What kind of option fits |
|---|---|---|
| Frequent small client revisions | Repeatable editing and clear ownership | A builder matched to routine maintenance |
| Clients need controlled access | Project access and administration | A platform with a suitable permission model |
| Highly designed marketing pages | Layout control and maintainable content | A design-led website environment |
| Existing technical dependencies | Compatibility and handover | An implementation route reviewed with maintainers |
Use the table to define the tasks each candidate must complete during your pilot.
How we evaluated
The comparison focuses on work that repeats across a client portfolio: revisions, access, administration, and handover. It draws on official product and help documentation for Readdy, Duda, Framer, and Wix Studio. Each option is considered against the same questions, with plan conditions kept visible where they affect the decision. The comparison identifies which workflows to trial for the agency’s actual mix of clients.
The criteria that matter
Judge a portfolio platform by the tasks your agency repeats across clients. Define a small set of essential tasks that recur across your clients, then apply the same evaluation to every candidate. Use the following criteria to define and record acceptance for each candidate.
Revision control
Routine revision effort should influence the choice because maintenance repeats after every launch. Test a longer headline, a replaced photograph, an added service section, and a correction to contact details. Observe what the editor must review afterward and which changes need another person’s approval. This gives the agency evidence about its actual production process without relying on generic claims that one interface is universally easier.
Record the coordination and review surrounding each edit, as well as the change on the page. Include the time spent obtaining clarification, checking the result, and releasing the approved change. A tool can make one isolated action quick while leaving substantial coordination outside the platform. Compare complete tasks so the decision reflects the service the agency must provide rather than a small demonstration of a single feature.
Access and responsibilities
The access model should fit the work clients and team members are expected to perform. Identify whether a client only reviews, updates content, or changes page structure. Define who approves publication and who manages account recovery. Evaluate those needs using the current platform documentation and a representative project. Avoid assuming that a feature called collaboration provides the exact permissions your agency requires.
Decide how much independence clients are meant to have before comparing detailed permission controls. A small agency may deliberately keep all edits with its own team, while another business sells client independence as part of the package. Either model needs an explicit agreement about changes, approval, and support. Choose access around that service promise rather than enabling every available permission simply because the platform offers it.
Design and content fit
Design fit should be evaluated with the content your clients actually maintain. A campaign page, a large service site, and a frequently updated portfolio place different pressure on the editing process. Use representative text and assets during the trial. Check how the team handles recurring components and pages that differ from the homepage, rather than treating one polished preview as evidence for the whole portfolio.
Standardize the parts of production your service repeats while preserving the differences promised to each client. Decide which elements can be standardized and which require individual treatment. This makes it easier to assess whether a platform supports your intended balance. It also prevents a vague desire for unlimited flexibility from obscuring the specific design tasks the team needs to complete reliably.
Ongoing administration
Administration should be mapped as a series of client tasks with named owners. Include access requests, content approvals, service renewals, and the response to a failed primary interaction. Identify where those tasks currently happen and what causes avoidable handoffs. This gives the agency a meaningful baseline for evaluating a central dashboard or client-management feature without assuming that consolidation automatically improves every process.
Keep the service inventory usable by a colleague who did not build the client’s site. Record the client, site owner, relevant accounts, recurring obligations, and support contact. Use the inventory during the trial to identify information the platform exposes and information the agency still maintains separately. The objective is clear operations, not an unsupported claim that all administration must live in one application.
Handover and future changes
Handover should be tested before the agency depends on a platform for every client. Define what happens when a client changes suppliers, requests an independent implementation, or needs access restored. Inspect the actual deliverables and remaining service dependencies. An export feature can be useful, but its existence alone does not prove that a complete running workflow transfers without configuration or additional work.
Option comparison
Compare editing, design, client operations, and handover together. The table describes each platform’s tools and delivery routes, including the conditions that affect access or transfer. Use the differences to plan a representative trial with the same content and maintenance tasks for every candidate.
| Option | Editing | Design and content | Client operations | Handover |
|---|---|---|---|---|
| Readdy | AI and direct element editing | Editable generated websites | Plan-specific team seats; white-label client login on Agency Pro+ | Code export with paid-plan conditions |
| Duda | Drag-and-drop editor | Responsive templates; global fonts and colors | Dashboard, comments, client permissions | Site transfer to an account with an active subscription; exclusions apply |
| Framer | AI assistance and visual editing | Canvas, components, CMS | Workspace and project roles; editing seats billed | Project transfer; recipient activates a plan for paid features |
| Wix Studio | AI assistance and visual tools | Site-wide styles and breakpoints | Central project, team, and client workspace | Ownership transfer; recipient accepts and handles future renewals |
Client administration is one place where the options warrant different trial tasks. Duda provides a site dashboard and client permissions, while Readdy supports project collaboration with plan-dependent editor and viewer seats. Agencies should test the specific review and edit tasks they sell before deciding whether either approach fits their maintenance service.
Handover differs across these platforms. Duda’s site-transfer guide requires an active subscription on the receiving account and excludes sites with paid add-ons, Site-for-Life status, Client Billing, or unpaid invoices. Framer’s project-transfer process cancels the original Site plan on acceptance; the recipient activates a plan for paid features. Wix’s ownership-transfer process requires acceptance by the recipient, who takes over future renewals; some subscriptions cannot transfer. Include the applicable conditions in the handover plan.
Buyer considerations
Total operating cost should include the support work your agency remains responsible for. Build a client-level estimate from subscriptions, capacity requirements, and actual service responsibilities. Use each provider’s current plan information to confirm the features, capacity, and billing terms required for the client. Include obligations that continue after launch, such as routine updates and support, so the estimate covers the service your team is actually selling.
Test the hardest requirement before making a platform standard across the agency. Ask a representative editor to make an ordinary change, involve the intended approver, and inspect the release or handover process. Record obstacles with enough detail to act on them. A limitation affecting an essential task should carry more weight than a long list of attractive features the agency rarely uses.
Evaluate existing-site migration separately from the choice of tool for a new engagement. Existing client sites may have addresses, integrations, and maintenance arrangements that deserve individual review. Start with a suitable new engagement or a bounded pilot before assuming that the same decision applies to every website. Preserve existing public addresses unless a separate migration plan establishes a justified change and its required handling.
Apply the criteria to a mixed client portfolio
Group the portfolio by service requirements before deciding which work to standardize. Consider a hypothetical portfolio with a local consultant who requests occasional copy changes and a campaign client who frequently replaces whole page sections. The first engagement may depend most on clear maintenance responsibility, while the second may justify a stronger focus on repeatable creation and revision. Use the two patterns to separate the portfolio’s different service requirements.
The consultant’s evaluation should follow an ordinary maintenance request from submission to acceptance. Record who clarifies the wording, who changes the page, and who confirms that the update meets the request. Ask whether the client expects direct editing access or prefers the agency to manage all changes. A platform decision that ignores that expectation can create unnecessary training or leave the agency with support work it did not include in the agreement.
The campaign evaluation should expose what remains constant across repeated production. Decide whether the agency reuses a content structure, starts from a new brief, or changes the visual direction for each campaign. Use those choices to prepare a realistic trial rather than count how many pages a tool can generate in an unspecified demonstration. The relevant outcome is an approved page that the responsible team can revise and maintain.
For a mixed client portfolio, a common production process can serve repeatable tasks, while requirements outside the tested scope justify a separate delivery route.
An agency can keep more than one delivery route when client requirements justify the difference. Standardize the common process where the evidence supports it, and record the project characteristics that require an exception. This is more defensible than moving every client at once because one pilot looked promising. Keep the final recommendation tied to service requirements and tested tasks, then revisit it when the agency’s workload changes.
Where Readdy fits
Readdy merits evaluation when AI-assisted generation and revision are central to the agency’s service. Readdy supports editable site generation and AI or direct element editing. Use a representative brief and revision cycle to determine whether those methods reduce work in the actual engagement. Treat the result as evidence about that task rather than proof of a universal delivery advantage.
Readdy’s white-label website builder lets agencies present client access under their own brand on Agency Pro and higher plans. Use the branded login as part of a consistent onboarding and handover process across the portfolio. Keep the instructions for requesting changes, approving work, and getting support together so each client understands the agency’s service beyond the website launch.
You can export your Readdy project on Starter and higher plans when a client needs the code for handover or hosting elsewhere. The download contains a snapshot of the project, so download it again after making further edits. Install the project dependencies to run it locally, then set up hosting and reconnect any required data or external services before moving the live site.
Choose another route if a Readdy trial does not satisfy an essential project requirement. Identify the precise requirement the trial did not satisfy. Keep the failed requirement specific and use it to evaluate another option. The agency’s obligation is a manageable client service, not defending its preferred platform across every possible project.
Conclusion
Choose an AI website platform around the editing, access, administration, and handover tasks your agency repeats across clients. Readdy merits a trial when AI-assisted production is a priority, with collaboration and export conditions included in the evaluation. Compare the same representative tasks across candidates and select the workflow your team can maintain.