White Label AI Agents: What You Are Reselling and Where the Label Slips

An agency signs three clients onto a rebranded AI agent at the same monthly price. Two are quiet and profitable. The third turns the agent on across their whole support inbox, and by week three the usage bill is larger than the retainer. Nothing broke. The agency priced a variable cost as if it were a fixed one.

That is the difference between reselling an AI agent and reselling ordinary software, and it is worth understanding before the logo goes on. The licensing, support and exit questions common to all software resale are covered in white label SaaS reseller, and the program shapes across every category are in white label reseller programs. This piece is about the parts specific to agents: what is in the box, what the meter counts, and where your branding stops.

Three products share the name

"White label AI agent" is used for at least three things, and the reseller carries different obligations in each.

Embedded chat or voice agentLives on the client's site or phone line

• Your brand is visible to the client's customers
• You inherit tone, accuracy and escalation behaviour
• Failures are public and immediate
• Metered by conversation, resolution or minute
• Widget and caller ID branding are the leak points

Outbound agentDrafts and sends on the client's behalf

• Your brand is on the sending domain and the footer
• You inherit deliverability and compliance exposure
• Sending cadence is a config decision you now own
• Metered by message, contact or seat
• Header and unsubscribe paths are the leak points

Agent builder platformYou resell the tooling as your product

• Your client builds, so your brand is on their mistakes
• You own onboarding, enablement and tier one support
• Usage is unpredictable by design
• Metered by workspace, seat or consumption pool
• The login page and docs are the leak points

The buyer-side question of what these tools actually replace is a separate one, and we cover it in AI SDR and in SDR versus AI SDR versus GTM engineer. What matters when you are the reseller is narrower: which of the three you are selling determines who sees a failure first, and whether you can even see it happen.

The metered unit is the whole commercial question

Vendors in this category do publish pricing, and the striking thing when you read several pages side by side is that they are not counting the same thing. Four vendors, four units.

$0.05per minute

Vapi platform hosting for calls, with model provider costs charged at cost on top

$0.99per outcome

Intercom Fin, charged once per conversation against a published definition of an outcome

$0.65per conversation

Botpress overage on the Plus plan, sold in packs of 100 for $65 beyond the included allowance

$97per sub-account

HighLevel AI Employee Unlimited plan, billed monthly for each client sub-account

Read those units carefully, because two of them hide a second bill.

Vapi prices its Build plan on usage and states on the pricing page that model costs are passed on to the customer. Its comparison table separates Vapi hosting cost, listed at $0.05 per minute for calls and $0.005 per message for SMS and chat, from model provider cost for speech to text, the language model and text to speech, listed as charged at cost and $0 if you bring your own API key. Call concurrency comes with ten lines included and $10 per line per month beyond that. So the per minute figure is the platform's cut rather than the price of a minute.

Retell publishes a range instead of a single number, $0.07 to $0.31 per minute for voice agents and $0.002 and up per message for chat agents, and its own cost calculator breaks its default configuration down to $0.115 a minute: $0.045 of language model, $0.055 of Retell voice infrastructure and $0.015 of text to speech, with telephony at zero. A range is honest, and it is also a range you cannot quote to a client as a fixed rate.

Intercom meters Fin at $0.99 per outcome and, unusually, publishes what an outcome is: the customer confirms their issue is resolved, or they do not ask for more help after Fin responds, or Fin completes a workflow including handoffs, charged once per conversation however many questions were answered. Seats are billed separately from outcomes on top of that, so the metered rate is not the whole cost. The per-seat figure is worth reading off the page yourself, because Intercom renders it as an animated counter rather than as text, and it moves with the annual and monthly toggle.

Botpress meters conversations rather than resolutions, and argues the case for it on its own pricing page: resolution pricing "creates disputes over what 'resolved' means and, perversely, raises your bill when your bot gets smarter." Its Plus plan is $150 a month billed annually with 250 conversations included and overage sold in packs of 100 for $65, and it bundles model spend into the conversation, stating that every conversation includes $0.10 of AI usage.

HighLevel sells the agency-facing version of the same thing, listing an AI Employee Growth plan at $50 per month per sub-account and an AI Employee Unlimited plan at $97 per month per sub-account, on top of agency platform plans at $97, $297 and $497 a month.

What to ask before you set a price

Four questions, and none of them is answered by the headline rate.

What exactly does the meter count, and what resets it? A conversation, an outcome, a minute and a message are four different denominators, and a heavy client will find whichever one you priced loosely.

Is model inference included or passed through? Vapi says passed through at cost, Botpress says bundled with an allowance per conversation. Those are opposite exposures and the same category.

What is the overage rate, and is it worse than the included rate? Botpress publishes both sides of that, at $150 for 250 included conversations against packs of 100 for $65, which is the arithmetic to run before quoting an unlimited plan to a client.

Can the provider change the model or the price mid-term, and with what notice? Model swaps change cost and behaviour at once, which makes this both a commercial and a quality question.

Run the answers through your own client list before you publish a price. A flat monthly rate over a consumption meter means your margin is set by your client's behaviour rather than by your price list, and the same rate that is comfortable on a quiet account is loss making on a busy one. Two defences work. Publish tiers with a stated included allowance and a stated overage, mirroring how the vendors themselves price, so a heavy client pays for being heavy. Or hold a monthly rate and cap it, with an explicit threshold at which the conversation reopens. What does not work is a flat unlimited price set from the average, because averages in usage-based products are dragged upward by exactly the accounts you cannot afford to lose.

One more that only bites resellers: are you permitted to mark up the usage you pass through? HighLevel makes this explicit and tiered. Its Unlimited plan at $297 a month lists "Rebill Phone & Email (no markup)" while the Agency Pro plan at $497 a month lists "Rebill Phone & Email with Markup". The right to profit on pass-through consumption is itself a paid feature, and its absence quietly caps your margin at whatever you charge for the platform.

Where the label slips

White labelling is rarely all or nothing. It is a list of surfaces, each of which is either yours, theirs, or an upgrade away from being yours.

Surfaces to check yourself on a live account, not on the feature grid

• ✓Yes: The chat widget itself. Botpress lists whitelabel webchat, described as removing Botpress branding, as a paid plan feature
• ✓Yes: The login page and the mobile app. HighLevel white labels the desktop web app and sells a white label mobile app as a $497 per month add-on
• ✓Yes: Sending domain, email headers, and the unsubscribe or footer link on anything the agent sends
• ✓Yes: Telephony caller ID, voicemail greeting, and the number's registration details
• ~Depends: What the agent says when a customer asks who or what it is
• ✓Yes: Exported reports, PDF footers, notification emails and support reply addresses
• ✕No: Assume the marketing page's white label tick covers all of the above

The fifth item is the one with no technical fix. A customer eventually asks the agent whether it is a person, or which model it runs on, and the answer comes from a system prompt rather than from your branding settings. Find out whether you can set that answer, whether the provider's terms require a particular one, and test it yourself with the exact question a suspicious customer would ask.

Adjacent to that is a legal question this article deliberately will not answer. Whether you are obliged to tell a person they are speaking with an automated system, and in what words, varies by jurisdiction and by channel, and it has been moving. Treat it as a question for your counsel and your client's counsel, get the answer in writing before launch, and ask the provider what their platform can enforce, since a disclosure obligation you cannot configure is one you cannot meet.

If you are reselling an outbound agent specifically, add one more configuration question: what does it do when nobody replies. Some send a sequence by default. We run one message per campaign with no bumps and no thread replies, on the view that a second unanswered message costs more in reputation than it returns, so if the agent's default is a five touch cadence you are inheriting a policy rather than a tool. Find the setting before the first send rather than after the first complaint.

Accountability when the agent is wrong

The agent will say something wrong to a customer. Your client will call you, not the vendor, because your name is on it.

Three things decide how that call goes, and all three are contractual rather than technical.

What the contract says about output. Find the clause covering generated content in your provider's terms and read it as the customer, because in a resale arrangement you are the customer. Any obligation it places on the customer to review or supervise output lands on you, and it only reaches your client if you pass it through explicitly in your own paper. The public signal is usually visible before you get to the contract: HighLevel prints a disclaimer on its pricing page stating that its AI features are software functionality that requires setup, configuration and ongoing human oversight, and that results vary by use case, configuration and business practices. Assume a similar position exists in the terms and go looking for it.

What logging you get, and for how long. This is where an evidence window becomes a plan feature. Vapi's pricing comparison lists call history retention of 14 days and chat history of 30 days on the Build plan, with custom retention on the Scale plan. If a complaint reaches you five weeks after the conversation, the record deciding who was right may already be gone. Ask what is retained, for how long, whether you can export it on a schedule, and whether you can see the prompt as well as the transcript.

Who can see what during an incident. Decide in advance whether your client can be put on a call with the provider, since an undisclosed arrangement makes that impossible and turns every technical explanation into a relay. This is the same escalation problem every resale arrangement has, and the AI version is worse only because the failure is harder to explain and easier to screenshot.

For the wider question of which agent categories are actually working as businesses, what actually scales in AI agent revenue is the sober read, and AI appointment setter covers the booking-specific version of the same product.

The short version

Decide which of the three products you are reselling, because it determines who sees a failure first. Price against the meter rather than the headline, since a minute, an outcome, a conversation and a sub-account are four different denominators and two of them hide a second bill for model usage. Check every branded surface yourself on a live account. Get the disclosure question answered by counsel rather than by a vendor's marketing page. And find out how long the logs live before you need them.

We run outbound ourselves rather than licensing an agent to resell, one message per campaign, and we are paid on attended meetings against criteria agreed in writing before launch. If you want to see what that looks like for your market, you can see what a campaign would look like.

Vendor pricing and terms verified against the vendors' own pages in August 2026. All are subject to change; confirm current terms directly before contracting.

Sources: Vapi pricing, Retell AI pricing, Intercom pricing, Botpress pricing, HighLevel pricing