Build agents once, resell them under your own brand, and bill clients through your own Stripe account. This is the operational playbook, including the margin math.
Free plan, no credit card. Paid plans from $19/mo to $349.99/mo.[*] 15+ channels and integrations to resell.[*]
An AI chatbot agency builds, deploys, and maintains conversational AI agents for client businesses in exchange for a setup fee and a monthly retainer. You do not build models or infrastructure. You license a platform, put your own brand on it, configure one agent per client, deploy it to the channels that client already uses, and invoice the client yourself.
The difference between an agency that survives and a freelancer who churns out one-off bots is ownership: who the client logs in to, who sends the invoice, and who can prove the agent is working. On Chat Data those three things map to three named features — white-labeling with SSO login, usage metering through your own Stripe account, and shareable public metrics dashboards.
Everything a client touches is configured without code, which is why no-code tooling has become the standard delivery route for this category.[*] If you want the underlying builder first, start with the no-code AI agent builder and the white label chatbot overview, then come back here for the agency operations.
Do these in order. Step 2 and step 3 are what turn a freelance build into a business you can sell.
Choose a single vertical you can describe in one sentence, then build one agent you can demo live. Train it on that industry, write a reusable base prompt, and add the AI Actions the niche needs — collect leads, send files, call a custom API endpoint, or generate a PDF quote from a template. This agent becomes the template you clone for every client.
Enable white-labeling so the dashboard carries your agency brand, then enable SSO login so your clients sign in from your own product and manage their agent without ever registering with Chat Data. The client sees your company, your domain, and your support address — never the underlying platform.
Attach your own Stripe account and switch on usage metering so message credits consumed by each client agent are billed by you, at your own prices, on your own invoices. You keep the customer relationship, the payment method, and the margin between what you charge and what the platform plan costs.
Launch each client on their website widget first, then upsell WhatsApp, Instagram, Messenger, Shopify, or Zendesk as separate paid deployments. Share a public metrics dashboard so the client can watch conversation volume in real time, and use the activity log plus the conversation analytics dashboard in your monthly report.
Every line on your invoice should trace back to something a client can see. These are the features that make that possible.
Your brand on the dashboard, and clients sign in from your own product without ever registering with Chat Data. They never learn who the underlying vendor is, so they cannot go direct.
Message credits consumed by each client agent are metered and charged through your Stripe account, at your prices, on your invoices. You own the payment relationship and the margin.
Link several agents into one super agent. A client with sales, support, and billing knowledge gets one entry point while you maintain three separate, independently trained agents.
Share a live metrics page per client so they can watch conversation volume between reports. This alone kills most renewal objections before the call happens.
Every configuration change is recorded, so your monthly report can show exactly what you did for the retainer instead of asking the client to take your word for it.
Website widget, search-bar widget, WhatsApp, Messenger, Instagram, Telegram, Discord, Slack, LINE, WordPress, Shopify, WooCommerce, PrestaShop, Zendesk, Zapier, Make — each one is a separate deployment you can price.
This is the configuration that decides whether you are an agency or a reseller of someone else's login screen.
Full feature detail lives on the white label chatbot page.
Chat Data charges message credits per reply. Your job is to turn that into a client-facing price list that is predictable for them and protected for you.
| Invoice line item | How it is measured | How you price it |
|---|---|---|
| Managed agent hosting | One agent, one channel, monthly knowledge refresh | Flat retainer. Never itemize the platform plan. |
| Included message allowance | Message credits consumed by that client agent | Bundle a fixed allowance into the retainer |
| Metered overage | Usage metering reports credits above the allowance | Your per-message rate, charged automatically via Stripe |
| Additional channel | Each new deployment target you connect | Setup fee plus a monthly add-on per channel |
| Integration engineering | Custom API endpoint actions, custom backend endpoint, JS SDK personalization | Project fee, billed once, then folded into support hours |
| Voice mode | Real-time voice with a customized ElevenLabs voice | Premium add-on; price it above text because clients value the demo |
Why metering through your own Stripe matters. If the client pays the platform directly, you are a consultant and your revenue stops the moment they learn the platform name. If the client pays you, the agent is your product, the renewal is yours, and the account has resale value. Usage metering makes the second model workable without you reconciling credit consumption by hand every month.
Assume one Chat Data plan at $349.99/mo hosting ten client agents, an allocated platform cost of about $35 per client per month, and your own support time valued at $75/hour. Verify plan limits and credit allowances against current pricing before you quote.[*]
| Package | What the client gets | Setup fee | Monthly retainer | Allocated platform cost | Your support time | Monthly gross margin |
|---|---|---|---|---|---|---|
| Starter | One agent, website floating widget, monthly knowledge refresh | $750 | $299 | $35 | $75 (1 hr) | $189 / 63% |
| Growth | Super agent via nested chatbots, website + WhatsApp + Instagram, lead capture, AI re-engagement | $2,500 | $899 | $35 | $225 (3 hrs) | $639 / 71% |
| Managed multi-brand | Three agents, six channels, custom API action, voice mode, public metrics dashboard per brand | $6,000 | $2,400 | $105 | $600 (8 hrs) | $1,695 / 71% |
modeled platform cost per client agent when one top-tier plan is shared across ten clients
cost to build and demo your first reference agent on the free plan, no credit card
Growth-package clients needed to clear roughly $6,400 in monthly gross margin
Setup fees and retainers above are illustrative agency rates, not Chat Data pricing. Chat Data pricing is the free plan plus paid tiers from $19/mo to $349.99/mo.[*]
Land the website widget, then sell channels one at a time. Each new channel is a fresh setup fee and a permanent bump to the retainer, with no new agent to train.[*]
| Channel | How to sell it | Suggested agency price |
|---|---|---|
| Website floating widget | The launch deployment. Script tag or iframe on the client site. | Included in every package |
| AI search-bar widget | Replaces a broken site search on documentation and catalog sites. | $400 setup |
| WhatsApp (official Cloud API) | For clients that already hold a Meta business account. | $600 setup + $150/mo |
| WhatsApp Web (unofficial) | For small clients with no business account. Fastest yes in the deck. | $300 setup + $100/mo |
| Messenger and Instagram | Sold together with AI re-engagement follow-ups for dormant chats. | $500 setup + $150/mo |
| Shopify, WooCommerce, PrestaShop | Store-aware product answers. Shopify adds real-time product webhook sync so stock and price answers stay current. | $750 setup + $200/mo |
| WordPress | Plugin install for agencies with an existing web-design book. | $250 setup |
| Zendesk | Ticket deflection in front of an existing helpdesk. | $900 setup + $250/mo |
| Telegram, Discord, Slack, LINE | Community and internal-team agents; LINE for Japan and Taiwan clients. | $350 setup each |
| Zapier and Make | Back-office automation between the agent and the client CRM. | $500 setup + $150/mo |
Nested chatbots let you link several agents into one super agent. For an agency this solves the problem that kills mid-size deals: a client whose sales, support, and billing knowledge contradict each other when stuffed into a single knowledge base.
One agent per department, each trained only on that department's documents and each with its own base prompt and tone.
The parent agent routes each question to the right child, so the customer sees a single assistant and you keep clean separation behind it.
Each department is a scoped deliverable with its own knowledge refresh, which makes the retainer easy to expand when a new department wants in.
The same pattern works for franchise and multi-location clients: one child agent per location with local hours and pricing, one parent agent on the corporate site. When location twelve opens, you add one child agent instead of retraining everything.
Build this once, keep the placeholders, and each new client becomes a fifteen-minute clone instead of a fresh project. Pair it with the visual workflow builder for anything conditional.
You are the front desk assistant for {{CLIENT_NAME}}, a {{INDUSTRY}} business in {{CITY}}.
SCOPE
- Answer questions using only the trained knowledge base. If the answer is not there, say so plainly and offer to pass the question to the team.
- Never invent prices, availability, policies, or delivery dates.
STYLE
- Two to four sentences. Plain language, no bullet lists unless the visitor asks for steps.
- Match the visitor's language automatically.
ACTIONS
- When a visitor asks for a quote, run the "Generate Quote PDF" action and attach the document.
- When a visitor gives a name plus an email or phone number, run the "Collect Lead" action with fields: name, contact, service_interest, urgency.
- When a visitor asks for something outside scope twice, or types "human", escalate to live chat.
ESCALATION
- Business hours are {{HOURS}}. Outside those hours, capture the lead and tell the visitor when a person will reply.Churn in this business is almost never about performance. It is about a client who cannot see what they are paying for. Four built-in surfaces solve that.
Share a live metrics link per client. They check volume whenever they want, which removes the "is it even being used?" question from the renewal call.
Pull month-over-month trends, common questions, and where conversations end. This is the source of your improvement recommendations for next month.
A record of every configuration change you made. Paste it into the report so the retainer maps to visible work rather than trust.
Integration health. When a client CRM stops receiving leads, you find it here before the client does — which is the whole job.
| Agency requirement | Building it yourself | Reselling on Chat Data |
|---|---|---|
| Client-facing dashboard | Months of front-end work, then permanent maintenance | White-labeling with SSO login, configured once |
| Client billing | Build metering, invoicing, and dunning yourself | Usage metering through your own Stripe account |
| Channel coverage | One integration at a time, each with its own review process | 15+ channels and integrations already shipped |
| Model choice | Separate contract and integration per provider | Model selector across GPT, Claude, Gemini, DeepSeek, and an uncensored option |
| Human takeover for clients | A second product to build and staff | Live chat escalation on the website and third-party platforms |
| Time to first paying client | Quarters | Days, starting on the free plan |
Competing on "AI chatbots for small business" is a price race. These niches have real demand and a much shorter list of agencies able to take the work.
Most agencies must decline this work because their platform refuses the content. Chat Data offers Uncensored DeepSeek V4 Flash at 1 credit per message, with a 1,048,576-token context window and roughly one-second replies.
With 95+ languages supported, you can serve a market where the incumbent agencies only ship English. LINE deployment makes Japan and Taiwan clients reachable.
Unofficial WhatsApp Web deployment means clients without a Meta business account can go live, which removes the single most common blocker in WhatsApp projects.
PrestaShop and WooCommerce merchants are ignored by enterprise vendors, and Shopify clients get real-time product webhook sync that keeps stock and price answers current.
Real-time voice mode with customized ElevenLabs voices demos extremely well and justifies a premium retainer that text-only competitors cannot match.
AI re-engagement and automated follow-ups on WhatsApp, Messenger, and Instagram let you sell an outcome — recovered conversations — instead of a chatbot.
If you take 18+ clients, restrict access to adults 18 and over with an age confirmation before the conversation starts, follow the rules of every platform you deploy to, and comply with local law. Any use involving minors or non-consenting individuals is strictly prohibited. Model availability is documented in the provider catalog.[*]
Create a free account. Build one reference agent for your chosen niche, train it on a real public website in that vertical, and add two AI Actions. Record a two-minute screen demo.
Enable white-labeling and SSO login. Connect your Stripe account and switch on usage metering. Write your three-package price list using the margin table above.
Sell the first client at a discount in exchange for a testimonial and permission to share a public metrics dashboard as a case study. Deploy on the website widget only.
Deliver the first monthly report from conversation analytics and the activity log. Pitch one channel upsell — usually WhatsApp or Instagram with AI re-engagement — and clone the reference agent for client two.
Reviewed for Accuracy
Samuel Su
Founder & CEO
Feature descriptions are verified against Chat Data product documentation; plan prices are verified against the current pricing sheet.[*] Agency setup fees, retainers, and margin figures on this page are illustrative planning models, not quoted rates.[*]
Last reviewed on September 5, 2026.
An AI chatbot agency builds, deploys, and maintains conversational AI agents for client businesses in exchange for a setup fee and a monthly retainer. The agency does not build the underlying model or infrastructure; it licenses a platform, white-labels it, configures agents per client, deploys them to the channels the client already uses, and bills the client directly. On Chat Data the reseller pieces are white-labeling with SSO login, usage metering through your own Stripe account, nested chatbots, shareable public metrics dashboards, and an activity log for change reporting.
You can build and demo an agent on the Chat Data free plan with no credit card, so your only start-up cost is time. Paid plans start at $19 per month and run to $349.99 per month for the highest tier, and one plan hosts multiple client agents, so the platform cost per client falls as you add clients. Budget for a domain, a Stripe account, and your own time; there is no per-seat license, minimum commitment, or partner fee.
Connect your own Stripe account and enable usage metering. Chat Data meters the message credits each client agent consumes, and your Stripe account charges the client at whatever rate you set, on invoices carrying your agency name. Most agencies bundle an included message allowance into a flat monthly retainer and meter only the overage, which keeps the invoice predictable while protecting you from a client whose volume triples after a campaign.
Yes. White-labeling with SSO login lets a client sign in through your own application and manage their agent without ever registering with Chat Data. They can update the knowledge base, read conversations, and take over a live chat, all inside an interface branded as yours. This is what makes the agency the vendor of record rather than a middleman who forwards support tickets.
Agency pricing is set by the outcome, not the platform cost. A common structure is a one-time setup fee of $750 to $6,000 depending on channel count and integration work, plus a monthly retainer of $299 to $2,400 that covers hosting, an included message allowance, monthly knowledge refreshes, and reporting. Because a single Chat Data plan hosts multiple agents, allocated platform cost is a small fraction of the retainer, and the real cost driver is your own support time.
Share a public metrics dashboard so the client can watch conversation volume and resolution live between reports, then build the monthly document from the conversation analytics dashboard for trends, the activity log for every configuration change you made on their behalf, and the webhook event log for integration health. Add captured leads from the lead-collection AI Action and live chat escalation counts to show what the agent handled versus what needed a human.
No. Agent training, the visual workflow builder, AI Actions, and every channel integration are configured without code, which is why no-code platforms are now the default route to production for this category of software. Coding skills only become relevant for premium work such as wiring a custom backend endpoint, personalizing replies for logged-in users through the JS SDK, or building a client-specific API action.
The least competitive niches are the ones mainstream platforms cannot serve. Adult and 18+ creator businesses are the clearest example: most agencies cannot take that work because their platform refuses the content, while Chat Data offers Uncensored DeepSeek V4 Flash at 1 credit per message. Other under-served niches include non-English regional markets across 95+ languages, WhatsApp-first businesses without a Meta business account that need unofficial WhatsApp Web, and PrestaShop or WooCommerce merchants that enterprise vendors ignore.
Start free, white-label it, connect your Stripe account, and send the first invoice under your own name.
No credit card required. Paid plans from $19/mo.
List of supported deployment channels and integrations.
Public pricing pages reviewed for feature and price tables.
Gartner research on low-code and no-code platform adoption trends in enterprise software.
Uncensored model hosting catalog listing context limits, throughput, and per-token credit pricing.