Install
openclaw skills install aes-ad-budget-allocatorDistribute advertising budget across channels and campaigns based on ROAS targets, funnel stage, and seasonality.
openclaw skills install aes-ad-budget-allocatorMost ecommerce sellers either spread their advertising budget evenly across channels or dump everything into whichever platform performed best last month. Both approaches leave money on the table. This skill builds a structured budget allocation framework that distributes your total ad spend across channels (Google Ads, Meta, TikTok Ads, Amazon PPC, Pinterest), campaign types (prospecting, retargeting, brand defense), and time periods based on your ROAS targets, funnel stage priorities, seasonal demand patterns, and current performance data.
This skill takes your total advertising budget, current channel-level performance metrics, business goals, and seasonal context to produce a detailed budget allocation plan. It models expected returns across channels using your historical ROAS data and category benchmarks, identifies diminishing-return thresholds where additional spend in a channel yields declining marginal returns, and recommends optimal splits by channel, campaign type, and weekly or monthly time period. The allocation accounts for funnel coverage to ensure you are investing appropriately in awareness, consideration, and conversion stages. It also flags budget concentration risks where over-reliance on a single channel creates vulnerability to algorithm changes or CPM spikes, and suggests diversification moves with expected impact ranges.
The output is a comprehensive budget allocation document with five sections. First, a Channel Allocation Summary table showing each channel, its recommended monthly spend amount and percentage of total budget, expected ROAS range, and the strategic rationale for the allocation level. Second, a Campaign Type Breakdown within each channel, splitting spend between prospecting, retargeting, brand defense, and any channel-specific campaign types like Amazon Sponsored Brands or Meta Advantage+ Shopping with spend amounts and expected contribution. Third, a Seasonal Adjustment Calendar showing week-by-week or month-by-month budget shifts with specific percentage increases or decreases tied to identified events, CPM trend forecasts, and demand signals. Fourth, a Diminishing Returns Analysis that identifies the estimated saturation point for each channel and recommends maximum efficient spend levels beyond which marginal ROAS drops below your target threshold. Fifth, a Risk and Diversification Assessment flagging channel concentration risks and recommending test budgets for underexplored channels with suggested initial spend levels and success criteria for scaling.