White label AI services let an agency sell AI software or managed services under its own brand while a provider supplies the underlying technology. Options include website support, WhatsApp agents, inbound voice, lead capture, booking, content production, ad creative, and reporting. Choose a first offer around a client problem you can demonstrate and measure.
Key takeaways
- Start with a task an existing client wants help with. Test one offer before expanding your service menu.
- Check the provider’s branding, client management, billing, and data arrangements before calling a product white label.
- Include onboarding and maintenance in your price. Access to AI software is only part of what you deliver.
- Robofy supports conversational AI services. Content production, ad creative, and cross-platform marketing reporting belong to other service categories.
What does white label AI mean?
With white label AI software, the provider builds and maintains the platform. Your agency configures it, adds its branding where supported, and sells the service to clients. You manage the relationship and decide what your offer includes, subject to the provider’s reseller agreement.
For example, a web agency could add a support agent to a restaurant’s website, train it on the menu and opening hours, and charge for setup and monthly maintenance. The restaurant buys the agency’s service. The provider runs the underlying AI system.
White label AI services can also mean a managed deliverable. A marketing agency might use licensed AI tools to help prepare articles or campaign concepts, then review and deliver the work under its brand. That arrangement needs different capabilities from a client-facing software platform.
Check what you are buying. A tool you use internally, a branded client portal, and a supplier who completes work for you are three different arrangements. Having permission to use AI in your own work does not establish permission to resell access to someone else’s software.
Why would an agency add AI services?
An AI service can extend work you already do for a client. If you build its website, you know where enquiries arrive and who answers them. If you manage its ads, you can ask what happens after someone clicks. Those conversations help you identify a task worth improving.
A salon might need help answering questions while staff are with customers. An ecommerce store might receive repeated questions about returns. A dealership might need a more consistent way to collect details from people asking about vehicles. Each task gives you something specific to discuss and test.
The ongoing work can support a recurring service: reviewing answers, updating content, checking usage, and helping the client handle enquiries. Recurring revenue depends on clients continuing to find that work useful. Include a review process so your monthly invoice pays for a defined service.
Providers cover different parts of this market. Vendasta’s partner programme, for example, describes both branded AI software and managed service delivery. That breadth is a reason to check each provider’s actual scope before choosing one. Source checked 5 October 2026.
Which white label AI services can you resell?
Some categories describe a channel, such as WhatsApp or phone. Others describe a job, such as qualifying leads or handling appointment requests. One agent may do several jobs across several channels, depending on its setup. You can combine those capabilities into a client offer without presenting them as separate software purchases.
| Service category | What the client gets | Example buyer | Available through Robofy? |
|---|---|---|---|
| Website support agents | Answers based on approved business content, with a route to staff | Restaurant, retailer, service business | Yes |
| WhatsApp agents | AI handling enquiries on the client’s connected WhatsApp Business account | Salon, clinic, local retailer | Yes |
| Inbound voice agents | An agent answering calls or providing voice in the website widget | Clinic, salon, dealership | Yes; phone calls use the client’s Twilio number |
| Lead capture and qualification | Enquiry details collected for the client’s follow-up process | Dealership, agency, professional service | Yes |
| Appointment booking agents | Booking enquiries and configured appointment workflows | Restaurant, salon, clinic | Yes; check the intended workflow and connection |
| AI-assisted content and SEO services | Reviewed articles, page drafts, briefs, or content updates | Ecommerce or content-led business | No dedicated content/SEO service |
| AI-assisted ad creative | Reviewed copy and creative concepts for campaigns | Retailer or paid-media client | No dedicated ad creative service |
| AI-assisted marketing reporting | Branded dashboards or reports using connected marketing data | Agency client with several marketing channels | No cross-platform marketing reporting service |
Robofy has agent activity and lead reporting. The last row refers to a separate service that combines marketing data from sources such as ads and analytics. Keep those two meanings of reporting clear when describing a package.
Website support agents
A website agent answers questions using the content you provide. For a restaurant, that could include opening hours, menu information, location, and booking policies. For a store, it might include delivery areas and the returns process.
Your agency gathers the approved answers, configures the agent, tests it, and maintains the content. Agree which questions should go to staff through human handoff. Review questions it failed to answer and use them to identify missing information.
WhatsApp agents
WhatsApp can be part of the same support or lead service when the client uses it for customer enquiries. The client needs the relevant account and connection; your onboarding should explain what it must supply and approve.
Quote the channel setup, ongoing maintenance, and usage. Explain who pays any Meta messaging charges. Robofy’s WhatsApp AI agents page describes the channel, but each client’s setup still needs checking.
Inbound voice agents
A voice offer can help a client handle incoming calls about its services, collect enquiry details, or manage a configured booking flow. On Robofy, inbound phone calls connect through the client’s Twilio number. Voice is also available inside the website widget.
Test real caller situations: background noise, a changed request, an unclear name, and a question outside the agent’s knowledge. Include phone provider costs and the maintenance of call instructions in your scope. The voice agent guide explains the supported setup.
Lead capture and qualification
A dealership enquiry could ask which vehicle the visitor wants, how to contact them, and when they would like someone to respond. A service business could collect the job type and location. Choose fields the client’s staff will use when following up.
Agree what counts as a usable lead and who receives it. Check any connection to another system before promising automatic delivery there. Robofy’s lead capture features support this kind of offer; closing the enquiry remains part of the client’s sales process.
Appointment booking
A booking service needs a clear definition of completion. Collecting a preferred appointment time, checking availability, and confirming a slot are separate actions. Ask the client which one it needs and verify the workflow before quoting.
For a clinic, the agent could answer practical questions and collect appointment requests, with clinical questions routed to staff. For a salon, the flow might also need treatment duration and staff availability. Use the appointment booking guide to assess the supported approach, then test the client’s actual process.
Content, ad creative, and reporting services
Content and SEO services require editorial work: choosing topics, checking claims, matching the client’s voice, and approving the finished copy. Define the deliverables and review rounds. An AI draft still needs someone accountable for what gets published.
For ad creative, agree how many concepts and revisions you will deliver, which assets the client can use, and who approves the campaign. A creative-production fee covers a different job from managing advertising spend or tracking campaign performance.
Reporting needs usable source data and an analyst who can check the explanation. AgencyAnalytics describes branded reporting with agency logos and domains alongside AI analysis features. It is an example of this separate category, rather than a feature included in Robofy. Source checked 5 October 2026.
How do you choose your first service?
Start with a client you can speak to and a process you can inspect. Ask what customers keep asking, where staff lose time, and what happens to enquiries outside working hours. Then select a task with clear inputs, a defined result, and someone responsible for reviewing it.
The following are hypothetical starting points. Use them to frame a discovery conversation, rather than assume every business in that industry has the same problem.
| Client | First offer to assess | Content or access needed | Outcome to review |
|---|---|---|---|
| Restaurant | Website questions and booking enquiries | Menu, hours, policies, booking process | Useful answers and booking requests handled |
| Clinic | Practical FAQs and appointment enquiries | Approved administrative answers and staff routing | Requests reaching the right team |
| Salon | Website and WhatsApp service enquiries | Treatments, prices, availability rules | Enquiries progressing to a booking |
| Ecommerce store | Product and policy questions | Approved product details and returns/delivery policies | Correct answers and issues routed to staff |
| Car dealership | Vehicle enquiry qualification | Current vehicle content and agreed lead fields | Relevant enquiries followed up by sales |
A car dealership’s stock can change quickly. Decide who updates the agent’s information or how it gets current data. A store’s order-specific support may require authenticated access to its systems. Both can add work beyond a basic agent trained on website pages.
For a first pilot, limit the offer to what you can test with the client’s approved information. Add another job or channel after you have reviewed actual usage and maintenance demands. Existing agencies can use the same process when adding AI to a current retainer.
How much control does a white label provider give you?
Ask to see the client experience, then inspect the commercial arrangements. A branded widget may cover what visitors see while leaving the client portal, emails, or billing under the provider’s name. Decide which parts need your branding for the service you intend to sell.
| Area | What to check before signing |
|---|---|
| Visible branding | Logo, colours, widget, portal, and any required provider attribution |
| Domain | Which plan supports your domain or subdomain, how it connects, and who maintains it |
| Client management | Creating client workspaces, assigning access, and keeping permissions separate |
| Billing control | Whether you set client prices, who issues invoices, and how extra usage is billed |
| Support | Who handles client requests, what the provider helps with, and how incidents are escalated |
| Data | What is stored, who can access it, retention, exports, and deletion when a client leaves |
| Contract | Resale rights, branding restrictions, termination, and responsibilities for client content |
| Exit process | What you can export and how clients can move to another arrangement |
Robofy’s reseller programme describes agency branding, a custom CNAME domain, and central client management. Confirm the plan-specific details before including them in your client contract. The current pages have inconsistent wording about custom-domain availability, so ask for confirmation of the entitlement you will purchase.
Check data and security questions against the provider’s documentation and your client’s needs. A product badge alone does not tell you how a particular account is configured or what your agency must do. Robofy’s trust centre provides a starting point for that discussion.
How should you price an AI service?
Separate launch work from recurring delivery. Setup can include preparing content, connecting channels, configuring handoff, testing, and training staff. Monthly work can include content changes, conversation reviews, reporting, and support.
A package can include website chat, WhatsApp, and inbound voice with stated usage and maintenance allowances. Larger packages can buy more of your time or more usage. Be specific about third-party charges and custom integration work so the client knows what the fee covers.
Your cost sheet needs the platform allocation at your actual paying-client count, extra usage, delivery labour, and any other expenses you cover. A subscription divided by all available licenses can understate the cost when several licenses are empty. Annual billing also requires upfront cash.
Use the guide to charging clients for AI chatbot services for sample packages and worked calculations. Check the current reseller prices when building a quote. Example prices help you plan; test whether a client will buy the defined service before relying on them in a revenue forecast.
How do you launch your first offer in five steps?
1. Define one client’s problem
Write down the task, the channel, and the result you want to review. “Answer questions about delivery and send unresolved issues to staff” is a scope you can test. Collect examples from the client’s recent enquiries and agree who will judge the answers.
2. Check the provider against that workflow
Build a demonstration using approved sample content. Test the expected questions and the cases that need a person. Check the required accounts, usage limits, and any connection to another system. Record what worked and what still needs configuration.
3. Agree the package and responsibilities
State the setup deliverables, usage allowance, update process, and monthly support scope. Name the person who supplies content and the staff who receive handoffs. Agree what happens when usage or requested work exceeds the package.
4. Train, test, and launch the pilot
Use current prices, opening hours, policies, and approved answers. Test ambiguous requests, missing information, and escalations. Ask the client to sign off on the intended behaviour, then launch the agreed workflow. A booking pilot should distinguish a request from a confirmed appointment in its records.
5. Review before expanding
Inspect useful answers, unresolved questions, relevant leads, and completed actions. Track your maintenance hours as well as activity. Use those records to change the training, scope, or price. Expand to another channel or client after you understand the delivery work.
The agency launch guide covers the wider process of choosing a niche and finding clients. Keep your pilot’s actual costs beside that plan as you grow.
Frequently asked questions
What is white label AI?
It is AI software or a service you can offer under your own brand through an authorised provider arrangement. The provider supplies the technology or delivery capacity; your agency handles the client offer and the responsibilities set out in the agreement.
What AI services can an agency resell?
Options include support agents, WhatsApp agents, inbound voice, lead capture, booking, content production, ad creative, and reporting. Providers cover different categories. Check both the supported features and permission to sell the intended service.
Is white label AI legal?
Reselling depends on the provider’s licence and the applicable rules for your service. Confirm permission to resell and rebrand, and check rights to the content and data you use. For Robofy, review the reseller programme and terms, and obtain any reseller-specific agreement before committing to a client.
How much can an agency earn reselling AI?
That depends on paying clients, prices, usage, and delivery costs. Subtract the platform, extra usage, labour, and other expenses from revenue. The pricing guide linked above includes hypothetical calculations; they are not customer earnings or guaranteed results.
Do I need technical skills to resell AI agents?
Basic configuration and website deployment are different from custom integrations. You need someone who can prepare accurate content, test the workflow, and resolve setup problems. API connections, authenticated actions, and phone routing may need additional technical help.
Does one platform cover every white label AI service?
Check each category separately. Robofy covers conversational AI jobs and channels, with agent reporting. Content production, ad creative, and cross-platform marketing dashboards require a different tool or delivery service. Combine suppliers only when you can manage the added cost and work.
Choose one offer to test
Pick a client, collect the questions or enquiries it needs help handling, and build a demonstration around that task. Use the pilot to check the service’s usefulness and the work your agency will need to maintain it.
If your offer centres on support, leads, or booking across website chat, WhatsApp, or inbound voice, explore Robofy’s reseller programme. To assess a specific client’s workflow, book a demo.