Mowgli

Mowgli compresses the design-to-handoff cycle by generating high-fidelity UI for mobile, web, and desktop from text or imported Figma files, then exporting React + Tailwind code or Figma files directly. For agencies, the strategic shift is that the Team plan at $49/seat/year with shared folders and 12-hour support makes multi-client design retainers viable at small headcount. The credit-based model is the catch: each iteration consumes credits, so fixed-fee client scoping must account for revision volume or margins erode unpredictably.

Mowgli's Free plan ships 300 credits and Starter gives 6,000 credits/year at $12/month billed annually, so every design iteration a client requests draws down a finite pool. Agencies should treat credits as a delivery cost line, not an unlimited utility. Before quoting a fixed retainer, run the client's real brief through Mowgli and count credits consumed per screen, per state, and per revision round. A 20-screen MVP that takes three revision cycles burns far more than a single-pass build, and the Team plan at $49/seat/year adds shared folders and 12-hour support but does not remove the credit ceiling. Price the retainer so credit overages from scope creep land on the client, not on agency margin. The Mowgli MVP App Design offer at $3,500 with 24h setup works only when credit consumption is scoped and documented upfront.

Every AI website builder collapses the first draft to minutes, which moves the real cost of an agency engagement into revisions. The Revision Load Ceiling is the number of client revision rounds a fixed-fee build can absorb before gross margin on that retainer drops below the agency's floor. Two rounds at a $2,500 build price is a different business than six rounds at the same price, even though both start from the same generated draft. Platforms with white-label dashboards and client billing built in, such as Lindo or Dorik, let an agency meter rounds and bill overages instead of eating them. Duda and Kopage push the same lever through reseller controls. The framework forces a pre-sale question: what is the maximum revision count this scope supports, and what happens at round four? Without that ceiling written into the statement of work, generation speed simply front-loads the loss.

White-label margin split is the practice of separating an AI website build into three cost layers before quoting: platform or seat cost, agency labor hours, and revision load. Most agencies price the retainer against the first layer and discover the second and third only after the first client cycle closes. The framework forces a per-site number: if a platform seat runs a fixed monthly fee and the build consumes six labor hours plus two revision rounds, the retainer must clear all three or the account is subsidized by larger work. White-label depth changes the math. A full white-label stack such as Duda or Kopage lets an agency bill hosting and maintenance under its own brand, while a no-white-label option such as Yola leaves the client relationship exposed to the vendor. Run the split on your last five builds before adding a sixth client to the offer.

Model credit burn per client screen count before quoting a fixed fee, and only adopt Mowgli when the projected iteration volume fits inside the plan tier you are billing against.

Model the offer on labor, revision rounds, platform cost, and support scope before you commit to a fixed fee, then choose the builder whose white-label, export, and governance terms fit that model.

IF your agency delivers client app UI where design-to-code velocity is the bottleneck, THEN Mowgli's Free tier (300 credits, Figma import, full version history) lets you validate the workflow on one real client artifact before committing. IF the pilot holds, the Starter plan at $12/month annual (6,000 credits/year, unlimited AI exports, full app design generation across 30+ screens, export to Figma and React) is the entry point, and the Team plan at $49/seat/year adds shared folders and 12-hour support for multi-designer delivery. IF client scope is fixed-fee and iteration-heavy, THEN the credit-based generation model makes overages unpredictable, so price the retainer with a credit buffer or defer.

A productized sprint that turns a client brief into a full app UI with interactive prototypes and React + Tailwind or Figma handoff using Mowgli's AI canvas. Built for agencies that need design-to-code velocity without adding headcount.