kai-budget — Marketing Budget Planning & Forecasting
Build a data-driven marketing budget: channel allocation, CAC/LTV modeling, ROI projections, and spend optimization by stage.
Phase 0: Load Product Context
Check if MARKETING.md exists in the project root (same directory as CLAUDE.md, README.md, package.json).
If it exists: Read it — skip product discovery questions. It has the product name, ICP, value prop, monetization, brand voice, current channels, and competitive landscape.
If it does NOT exist: Auto-explore the codebase to create it in the project root (next to CLAUDE.md). Do NOT ask the user what the product is. Read CLAUDE.md, README.md, PROJECT.md, package.json, landing pages, and any project files. Search for email/ad/analytics config. Then create MARKETING.md using the template from /kai-email-system. Present draft to user for confirmation.
References
Load these files as context before starting:
E:\Dev2\kai-cmo-harness-work\knowledge\playbooks\marketing-budget-forecasting.md
E:\Dev2\kai-cmo-harness-work\knowledge\playbooks\saas-metrics-guide.md
E:\Dev2\kai-cmo-harness-work\knowledge\personas\_persona-index.md
Phase 1 — Discovery
- Read from
MARKETING.md. Only ask about things not covered there:
- Business model (SaaS, ecommerce, services, marketplace)
- Current MRR/ARR or revenue
- Growth stage (pre-launch, early, growth, scale)
- Current marketing spend (total and by channel, if known)
- Target growth rate or revenue goal
- Sales cycle length and average deal size
- Current CAC and LTV (if known)
- Team size (in-house marketers, agencies, contractors)
- If user lacks metrics, estimate ranges based on industry benchmarks.
- Identify which channels are currently active and their rough performance.
Phase 2 — Analysis
Unit Economics Model
- Calculate or estimate:
- CAC (Customer Acquisition Cost) — total spend / new customers
- LTV (Lifetime Value) — ARPU x average lifespan
- LTV:CAC ratio — target 3:1 or better
- Payback period — months to recover CAC
- Gross margin — to validate spend capacity
- Benchmark against industry standards for their business model.
- Flag any broken economics (LTV:CAC below 1:1, payback > 18 months).
Channel Performance Audit
For each active channel, assess:
- Current spend
- Volume (leads, signups, purchases)
- CAC for that channel
- Trend direction (improving, stable, degrading)
- Saturation risk (diminishing returns at current spend)
Phase 3 — Produce
Build these deliverables:
Budget Allocation Model
- Total recommended monthly/quarterly marketing budget
- Percentage of revenue benchmark (stage-appropriate)
- Channel-by-channel allocation with rationale:
| Channel |
Monthly Spend |
Expected CAC |
Expected Volume |
Confidence |
| [channel] |
$X |
$Y |
Z leads |
High/Med/Low |
ROI Projections (3 scenarios)
- Conservative: 80% of target performance
- Base case: expected performance
- Aggressive: 120% of target with increased spend
Each scenario includes: spend, leads, customers, revenue, ROI, payback period.
Spend Ramp Plan
- Month-by-month ramp schedule (don't dump budget all at once)
- Testing budget allocation (10-20% for experiments)
- Kill criteria: when to stop spending on a channel
- Scale criteria: when to increase spend on a channel
Optimization Recommendations
- Channels to increase (high ROI, not saturated)
- Channels to decrease (poor CAC, saturated)
- Channels to test (untapped, stage-appropriate)
- Budget reserved for testing new channels
Phase 4 — Output
- Deliver the complete budget model as a structured document.
- Include a one-page executive summary with:
- Total recommended spend
- Expected customer acquisition volume
- Blended CAC target
- Projected ROI
- Top 3 risks and mitigations
- Provide a quarterly review cadence recommendation.
- Flag any assumptions that need validation with real data.
Constraints
- Never recommend spending more than the user can sustain for 6 months.
- Always include a testing budget (10-20% of total).
- Stage-appropriate recommendations only — no enterprise tactics for pre-launch.
- All projections must include confidence levels (High/Medium/Low).
- CAC targets must be validated against LTV — never recommend unprofitable acquisition.
- Round budget numbers to practical amounts (not $4,731.28 — use $4,700 or $5,000).
1---2name: kai-budget-23description: Marketing budget planning and forecasting — channel allocation, CAC targets, ROI projections, and spend optimization. Use when "marketing budget", "budget planning", "channel allocation", "marketing spend", "CAC forecast", "budget forecast", "how much should I spend", "allocate budget", or any request to plan, forecast, or optimize marketing spend.4---5
6# kai-budget — Marketing Budget Planning & Forecasting
7
8Build a data-driven marketing budget: channel allocation, CAC/LTV modeling, ROI projections, and spend optimization by stage.
9
10## Phase 0: Load Product Context
11
12Check if `MARKETING.md` exists in the **project root** (same directory as CLAUDE.md, README.md, package.json).
13
14**If it exists:** Read it — skip product discovery questions. It has the product name, ICP, value prop, monetization, brand voice, current channels, and competitive landscape.
15
16**If it does NOT exist:** Auto-explore the codebase to create it in the **project root** (next to CLAUDE.md). Do NOT ask the user what the product is. Read CLAUDE.md, README.md, PROJECT.md, package.json, landing pages, and any project files. Search for email/ad/analytics config. Then create `MARKETING.md` using the template from `/kai-email-system`. Present draft to user for confirmation.
17
18---
19
20## References
21
22Load these files as context before starting:
23
24- `E:\Dev2\kai-cmo-harness-work\knowledge\playbooks\marketing-budget-forecasting.md`
25- `E:\Dev2\kai-cmo-harness-work\knowledge\playbooks\saas-metrics-guide.md`
26- `E:\Dev2\kai-cmo-harness-work\knowledge\personas\_persona-index.md`
27
28## Phase 1 — Discovery
29
301. Read from `MARKETING.md`. Only ask about things not covered there:
31 - Business model (SaaS, ecommerce, services, marketplace)
32 - Current MRR/ARR or revenue
33 - Growth stage (pre-launch, early, growth, scale)
34 - Current marketing spend (total and by channel, if known)
35 - Target growth rate or revenue goal
36 - Sales cycle length and average deal size
37 - Current CAC and LTV (if known)
38 - Team size (in-house marketers, agencies, contractors)
392. If user lacks metrics, estimate ranges based on industry benchmarks.
403. Identify which channels are currently active and their rough performance.
41
42## Phase 2 — Analysis
43
44### Unit Economics Model
451. Calculate or estimate:
46 - **CAC** (Customer Acquisition Cost) — total spend / new customers
47 - **LTV** (Lifetime Value) — ARPU x average lifespan
48 - **LTV:CAC ratio** — target 3:1 or better
49 - **Payback period** — months to recover CAC
50 - **Gross margin** — to validate spend capacity
512. Benchmark against industry standards for their business model.
523. Flag any broken economics (LTV:CAC below 1:1, payback > 18 months).
53
54### Channel Performance Audit
55For each active channel, assess:
56- Current spend
57- Volume (leads, signups, purchases)
58- CAC for that channel
59- Trend direction (improving, stable, degrading)
60- Saturation risk (diminishing returns at current spend)
61
62## Phase 3 — Produce
63
64Build these deliverables:
65
66### Budget Allocation Model
67- Total recommended monthly/quarterly marketing budget
68- Percentage of revenue benchmark (stage-appropriate)
69- Channel-by-channel allocation with rationale:
70
71| Channel | Monthly Spend | Expected CAC | Expected Volume | Confidence |
72|---------|--------------|-------------|-----------------|------------|
73| [channel] | $X | $Y | Z leads | High/Med/Low |
74
75### ROI Projections (3 scenarios)
76- **Conservative**: 80% of target performance
77- **Base case**: expected performance
78- **Aggressive**: 120% of target with increased spend
79
80Each scenario includes: spend, leads, customers, revenue, ROI, payback period.
81
82### Spend Ramp Plan
83- Month-by-month ramp schedule (don't dump budget all at once)
84- Testing budget allocation (10-20% for experiments)
85- Kill criteria: when to stop spending on a channel
86- Scale criteria: when to increase spend on a channel
87
88### Optimization Recommendations
89- Channels to increase (high ROI, not saturated)
90- Channels to decrease (poor CAC, saturated)
91- Channels to test (untapped, stage-appropriate)
92- Budget reserved for testing new channels
93
94## Phase 4 — Output
95
961. Deliver the complete budget model as a structured document.
972. Include a one-page executive summary with:
98 - Total recommended spend
99 - Expected customer acquisition volume
100 - Blended CAC target
101 - Projected ROI
102 - Top 3 risks and mitigations
1033. Provide a quarterly review cadence recommendation.
1044. Flag any assumptions that need validation with real data.
105
106## Constraints
107
108- Never recommend spending more than the user can sustain for 6 months.
109- Always include a testing budget (10-20% of total).
110- Stage-appropriate recommendations only — no enterprise tactics for pre-launch.
111- All projections must include confidence levels (High/Medium/Low).
112- CAC targets must be validated against LTV — never recommend unprofitable acquisition.
113- Round budget numbers to practical amounts (not $4,731.28 — use $4,700 or $5,000).