We never appear in client deliverables, invoices, or communications. The agency’s brand stays in front. Always.
The quiet operator behind your agency's, AI work.
Founder-led AI build partner for digital agencies. We design and ship custom AI workflows under the agency’s brand — agents, automations, plugins, and SaaS MVPs — across the US, UK, EU, and Australia.
Founder
Anmol Rathore
Founder-led · India + remote team
“Every initial call is with me — not a sales team. The discovery is the engagement.”
150+
Engagements
14
Builds
4
Partners
— The record
2024 → 2026
01
Agency engagements
Conversations with agency owners across discovery and scoping calls.
Since 2024
150+
02
Production builds shipped
Conversations with agency owners across discovery and scoping calls.
Last 12 months
14
03
Active partnerships
Multi-build engagements running concurrently. Selective intake — a chosen cohort onboarded each quarter to protect delivery quality.
Current
4
04
Client value delivered
Annualised across the 14 production builds — hours recovered, revenue lifted, costs avoided.
Estimate
$500K+
05
English-speaking markets served
US · UK · EU · Australia. Most work runs remote on the partner’s time zone.
Active
150+
— Who we are
A build partner that ships
under your brand.
White Label AI Agency is a founder-led AI build partner for digital, marketing, SEO, web, PPC, and branding agencies. We design and ship the AI work agencies sell to their clients — under the agency’s brand, with the agency owning the relationship.
The agency you’re reading this on doesn’t appear in client meetings, deliverables, or invoices. By design. We’ve spent the last four years operating behind the scenes for digital agencies — building the AI work they sell to their clients, without ever competing for the relationship.
This is not vendor work. It’s not freelance. It’s long-term operational partnership with a specific shape — we build, you sell, your client never sees us.
Operating model →
We build. You sell.Your client never sees us.
— The problem we're built to solve
It's not a sales problem delivery system problem.
The pattern repeats. An agency grows. Adds clients. Adds tools. Adds people. The delivery system that worked at 5 clients starts to fracture at 15. Margins compress. The team burns out on coordination instead of strategy. The founder gets pulled back into delivery to keep clients happy.
We exist to rebuild that delivery system — with AI workflows inside the agency’s existing tools — so the next 15 clients don’t break what the last 5 built.
We don't introduce more chaos. We remove it.
The breaking point
scale → friction
5 clients
Smooth
System works. Everything runs smoothly.
15 clients
Bites
Coordination overhead starts to bite.
25 clients
Fractures
System fractures. Margins compress. Team burns out.
↳ We rebuild the system before it breaks at 25, with AI workflows inside the tools you already run.
— Experience
Inside real delivery. Not theory.
Hands-on delivery experience across 150+ digital agencies — from boutique 5-person shops to mature 50-person operations. Six areas where we’ve built repeated muscle.
01
150+ agency engagements
Across white-label, advisory, and execution capacities — boutique to mature operations.
02
Production AI shipped without attribution
Builds delivered under partner brands. We never appear in the deliverable.
03
Workflows redesigned for 15+ clients
Delivery systems rebuilt for agencies scaling past the breaking point.
04
Process standardisation
Marketing, SEO, content, and operations teams given repeatable execution patterns.
05
Tooling & architecture decisions
Long-term maintainability prioritised over short-term wins. Less rework downstream.
06
EU AI Act & GDPR compliance
Voice AI personas and chatbots designed for regulated EU markets from the start.
↳ Our experience comes from being inside real delivery environments — not from theory, templates, or conference talks.
— The founder
Founder-led by design, not by accident.
White Label AI Agency is founded and led by Darshan Daggali. His background is in execution and operations — building delivery systems for digital agencies that scale without falling apart.
A decade working alongside agency founders, delivery leads, and technical specialists on one recurring problem: how to scale an agency without losing control of delivery, margins, or quality.
"Most of what we do is operational. The AI part comes second. If your delivery system isn't ready, the AI won't fix it."
Darshan · On the work we actually do most days
Areas of focus
01
Building delivery systems that reduce dependency on key individuals.
02
Aligning expectations between sales, execution, and the client.
03
Preventing technical debt before it becomes expensive.
04
Helping agencies make smarter long-term decisions around AI tooling and partner choices.
↳ White Label AI Agency remains founder-led — because clarity, accountability, and long-term thinking are difficult to scale through a sales team alone.
— How we work
A system, not a collection of tasks.
Every engagement starts with a strategy audit, moves through a design phase you approve before any code ships, and lands in production inside your brand.
01
Clear ownership
Every workflow has a named owner on our side and yours. No bystander mode. You always know who to message when something needs a decision.
02
Defined roles
We don’t blur into the agency’s team. We’re a build partner. Your team owns the client, the brand, and the relationship. We own the build.
03
Built-in quality checks
Reviews at design approval, build completion, and production deployment. Three gates, no surprises. You sign off at each.
04
Thoughtful coordination
Async-first, on your tools and timezones. Slack, ClickUp, Google Workspace — whatever you run. We come into your system, not the other way around.
↳ Agencies shouldn’t have to manage the complexity they outsourced in the first place. Our role is to make delivery feel calm, predictable, and controlled.
— Values · 5 principles
What we say yes & no to
Five principles that shape how we work, who we partner with, and what we turn down.
01
Quality over volume
We turn down work we can’t deliver well. The agency model only works if every shipped build is one we’d reference publicly.
02
Systems over shortcuts
A workflow that breaks at scale isn’t a workflow. We design for the 100th run, not the demo.
03
Long-term thinking over quick wins
We design for the second year of partnership, not the first month. That sometimes means saying no to the easy build in favor of the right one.
04
Quiet reliability over loud promises
We tell partners when something isn’t working before they have to ask. No marketing-speak in status updates. No surprise scope creep.
05
Respect for the agency–client relationship
— How we work
A system, not a collection of tasks.
Every engagement starts with a strategy audit, moves through a design phase you approve before any code ships, and lands in production inside your brand.
Boundary 01
Exclusive focus
We don’t work with end clients directly. Every engagement is through an agency partner. No exceptions.
Boundary 02
True partnership
We don’t compete for our partners’ clients. Our model only works if theirs does. Conflict of interest isn’t a risk we manage — it’s one we structurally avoid.
Boundary 03
No ownership creep
We never take ownership of the client relationship, the IP, or the brand. After delivery, you own the asset entirely.
Our work stays invisible by design.
— The goal · What we're trying to build
Long-term partnerships with digital agencies that value calm delivery, clear communication, and operational depth — onboarded selectively each quarter, scaled deliberately as our delivery system grows.
We’re optimising for partner outcomes, not contract count. Each quarter we onboard a selected group of new agencies whose ambitions we can match with delivery quality — then scale our team behind the work, not ahead of it. Quality over quantity is the position; capacity grows as the partnerships do.
Selective. Sustained. Built to scale.
— FAQ · About the partnership
Frequently asked questions.
What is AI integration for a digital agency?
AI integration for a digital agency is the embedding of AI workflows, automations, and agents inside the agency’s existing marketing, sales, and operations stack. Done well, it eliminates repetitive execution, multiplies output, and recovers margin lost to manual coordination — without replacing the tools the team already uses.
How long does AI integration take for a typical agency?
Most agencies see their first production AI workflow live within 2 to 4 weeks. The 1-week audit identifies the highest-ROI opportunity; the build and integration typically takes another 1 to 3 weeks depending on workflow scope and existing tool stack. More sophisticated workflows layer in progressively over the following months.
Do we need an AI engineer or technical expertise on our team?
No. We handle every technical layer — integration, testing, training, and ongoing optimization. Your team only needs to understand its current workflows. The AI integrations are designed to feel native inside the tools your staff already uses, with no new platform to learn.
What if our tech stack is HubSpot, ClickUp, or something custom?
We are tech-stack agnostic. We integrate AI into HubSpot, ClickUp, Monday, Google Workspace, Slack, Notion, Airtable, custom CRMs, and bespoke internal tools. We do not require a rip-and-replace migration, and we do not push our own SaaS platform.
— Sign-off · One call
Want to see if we'd work well together?
A 30-minute call is the only way to know. We’ll talk about your delivery system, the work you’re trying to ship for clients, and whether the partnership shape fits. If it’s not a fit, we’ll say so on the call.
Darshan Dagli — founder. First call is always with me.
↳ No pitch deck · No platform demo · An honest “not a fit” if it isn’t.