SuperAPI AI Directory

61-budget-planning-global

Testing & quality

View repository

Updated 10-16 01:17

About this skill

Budget Planning (Global)

A budget is not a fixed number — it is a decision tool: where you place bets and when you pull back. The leader must know total spend, ROI per channel, what to increase, and what to cut. Run 10-reverse-kpi-global first to derive the minimum budget from the revenue target before allocating anything.

Information gathering

Read .agents/product-marketing-context-global.md, the marketing plan, and the previous period's report if available. If missing, ask up to 4 questions:

  1. Total budget and planning period? How much, for a month, a quarter, or a year (USD)?
  2. Revenue target for the period? Needed to compute marketing as a percent of revenue and the minimum viable budget.
  3. Active channels and last period's ROI? Meta / TikTok / Google / email + SMS / affiliates / agency — which has the best ROAS or CPA?
  4. Any large campaign needing a reserve? Launch, Black Friday / Cyber Monday, or another seasonal peak.

Principles

  1. Budget follows performance. Do not stay rigid to the opening plan. Channels that work get more; channels that do not get cut.
  2. Always hold 10-15% in reserve. Never allocate everything on day one. The reserve covers unexpected opportunities and incidents.
  3. Every dollar has a measurable KPI. "Branding you cannot measure" is not an acceptable line item.
  4. Do not spread evenly. Concentrate on the best-performing channel. New channels get a minimum test allocation (10-15%) first.
  5. Plan backwards from revenue, not from channels. The budget is the output of a revenue equation, not an arbitrary number.
  6. Do not divide the annual budget evenly across quarters. Median Meta CPM in Q4 runs roughly 26% above Q1 (references/benchmarks-global.md), so identical monthly spend buys materially less reach in Q4. Either front-load acquisition into cheap Q1 months or explicitly reserve a larger Q4 allocation for the same volume.

Workflow

1. Choose the budget-setting method

Method How it works Strength Weakness
Percent of revenue Budget = X% of expected revenue Simple Ignores growth stage
Backwards from targets (recommended) Set revenue > derive CAC/CPL > derive spend Logical, evidence-based Needs historical CAC/CPL
Competitive benchmark Match category spend norms Avoids under-investment Ignores your own conditions

Seven-step backwards calculation (full detail in 10-reverse-kpi-global):

1. Target revenue
2. / AOV                        = orders needed
3. / close rate (30-50%)        = hot leads needed
4. / nurture CVR (50-60%)       = warm leads needed
5. / lead capture CVR (20-40%)  = total reach needed
6. total leads x CPL            = minimum ad budget
7. + content + tools + agency   = total marketing budget

Build 3 scenarios: Conservative (CVR below category median, CPL above), Base case (at median), Optimistic (post-optimization). Plan against Base; prepare cashflow against Conservative.

2. Allocate by bucket

Bucket Suggested share Purpose
Paid ads (performance) 50-65% Meta, TikTok, Google, retargeting
Content production 10-15% Video, design, copywriting
Creators / UGC / affiliates 5-10% Social proof, third-party reach
Agency / freelancers Per scope If used
Tools / software 2-5% Ad tools, design, email/CRM, analytics
Campaign reserve 10-15% Opportunities and incidents — NOT pre-allocated

3. Allocate by channel

Starting split (adjust to your category and your own data):

Channel Share of ad budget Objective Expected CPA / ROAS
Meta Ads (Facebook + Instagram) 45-60% Lead / purchase
TikTok Ads 15-20% Awareness / lead
Google Search + Shopping 15-25% High-intent capture
Email + SMS (Klaviyo, Mailchimp, Attentive) 5-10% Retention, nurture, retargeting
New channel (test) 10-15% Validate

For B2B, shift toward LinkedIn and Search — LinkedIn CPM runs $30-100+, so plan a higher CPL and a longer payback window. Allocation logic: channels with strong ROAS or CPA get a larger share; new channels get the minimum test allocation first; never divide evenly.

4. Split by funnel and by test vs scale

Standard performance split inside each channel:

Purpose Share Note
Testing (new creative + audiences) 30% Always keep testing — creative fatigue arrives fast
Scale (confirmed winners) 50% Only scale campaigns with winning data
Retargeting 15% Warm audience — cheapest CPA in the funnel
Lookalike / similar audiences 5% Expansion from converter seeds

By funnel: TOFU (reach/awareness), MOFU (lead/nurture), BOFU (conversion/retargeting). The ratio depends on stage: a launch skews TOFU, a mature program skews BOFU and retention.

5. Allocate by campaign and month

Campaign Month Budget (USD) Objective KPI
Always-on (retargeting + nurture) Full period
Campaign A (launch or seasonal)
Testing budget Full period New channels or angles
Reserve — 10-15%

Seasonality overlay before locking monthly numbers:

Period Media cost vs Q1 Planning implication
January ~-21% below Q1 average Cheapest acquisition window — stock budget here if cashflow allows
Q2-Q3 Rising Normal operating cadence, build audiences for Q4
October ~+10% Start of the expensive window
November ~+27% (peak) Reserve extra budget or accept lower volume
Q4 average ~+26% above Q1 Do not plan Q4 at Q1 unit costs

In US election years, political spend displaces commercial inventory and adds roughly 20-40% to CPM in the last 30 days before the vote — build that into Q4 plans for US-targeted campaigns.

6. Scale-up and stop-loss rules

Increase budget when (BOTH conditions hold):

  • ROAS above 1.5x target for 7+ consecutive days, OR CPA at or below 70% of target with sufficient volume
  • Audience not yet saturated (frequency below 2.5)
  • Increment: +20-30% per step, never a sudden doubling

Cut or pause when (stop-loss):

Condition Action
ROAS below break-even for 14 days Cut the channel or campaign, move budget to what works
CPA above 2x target after 7 days of testing Pause, replace creative or audience before restarting
Frequency above 4 Audience saturation — stop scaling, refresh creative
Spend above 110% of the monthly plan Cap daily budgets, review the allocation

Weekly CPA review rule (expressed relative to your own target, since absolute CPA varies 3-5x between regions and industries):

CPA vs target Frequency Verdict
<= 70% of target < 2.0 WIN — scale +20-30%
70-100% of target < 2.5 Acceptable — monitor
100-130% of target 2.0-2.5 Optimize — replace creative
> 130% of target > 2.5 PAUSE and replace

Set the target itself using references/benchmarks-global.md for your region and industry, not a global average. Never increase budget while CPA is deteriorating — fix creative or tracking first.

7. Tracker and review cadence

Month Planned budget Actual spend Variance ROAS / ROI Note
Month 1
Month 2
Month 3
Quarter total
Cadence Work Output
Weekly Review CPA and ROAS per channel, apply the step-6 decision rules Immediate adjustment when a threshold trips
Monthly Review the full allocation, reconcile plan vs actual Rebalance for next month
Quarterly Review overall allocation strategy and LTV:CAC Strategy adjustment

Unit economics health — LTV:CAC:

Ratio Meaning Action
< 1:1 Losing money on every customer Stop scaling, fix product or price
1:1 to 3:1 Break-even to viable Optimize conversion, raise AOV
> 3:1 Healthy Begin scaling
> 5:1 Strong Increase ad budget aggressively

Output structure

File name: budget-plan-[brand-name]-[YYYYMMDD].md — contains: I. Budget overview (total, revenue target, marketing as % of revenue, period) · II. Bucket allocation · III. Channel allocation · IV. Test vs scale split · V. Campaign and monthly allocation with seasonality overlay · VI. Decision rules and stop-loss thresholds · VII. Plan-vs-actual tracker · VIII. Review cadence.

Related skills

  • 10-reverse-kpi-global: derive the minimum budget from the revenue target — run before allocating.
  • 00-marketing-plan-global: the budget plan is the detailed version of the plan's budget section.
  • 54-media-plan-global: turn the ad budget into a concrete campaign and ad-set level media plan.
  • 21-ads-audit-global: audit a channel that repeatedly trips the stop-loss thresholds.
  • 07-marketing-report-global: budget reconciliation inside the monthly report.

Quality checklist

  • Budget derived backwards from the revenue target, with 3 scenarios
  • All 3 allocation layers present: bucket > channel > campaign/month
  • Test vs scale split explicit (testing 30 / scale 50 / retargeting 15 / lookalike 5)
  • 10-15% reserve held back, not pre-allocated
  • Scale-up and stop-loss thresholds use concrete numbers (ROAS, CPA vs target, frequency, days)
  • New channels receive only a 10-15% test allocation
  • Every budget line has a measurable KPI attached
  • Monthly plan accounts for Q4 media inflation rather than dividing the year evenly
  • Plan-vs-actual tracker exists by month
  • Weekly, monthly, and quarterly review cadence with defined outputs
  • LTV:CAC checked before any scale decision