Install
openclaw skills install @aaron-he-zhu/budget-optimizerUse when the user asks to "allocate my influencer budget", "optimize spend across tiers", or "compare budget scenarios"; produces a tier/platform/content allocation table, ROI and CPM/CPE projections, scenario comparisons, and mid-campaign reallocation moves. Not for building the full campaign plan — use campaign-planner.
openclaw skills install @aaron-he-zhu/budget-optimizerThis skill helps you allocate and optimize your influencer marketing budget to maximize return on investment. It considers platform costs, influencer tier economics, and campaign objectives to recommend optimal budget distribution.
Shortest invocation:
Help me allocate a $30,000 budget for an influencer campaign on Instagram and TikTok
Common scenario:
Optimize my influencer budget across micro and macro influencers for a Gen Z product launch — compare a $50K and a $100K scenario
Output: a tier/platform/content allocation table, projected reach + CPM/CPE, 2-3 budget scenarios, and a recommended split.
~~influencer database / ~~social platform analytics when available.memory/influencer/budget-optimizer/YYYY-MM-DD-<topic>.md.memory/hot-cache.md.Emit the standard shape from skill-contract.md §Handoff Summary Format.
This skill also allocates paid-ads spend — the tier/platform tables map to channels/campaigns; use the ROAS goal-weight (DR vs Prospecting) as the scenario axis and read CPA/ROAS targets instead of CPM/CPE. Scope: this computes the spend-reallocation plan only. It does not read in-flight pacing or issue scale-up/down moves — the live pacing read (pacing vs plan, learning-phase respect) belongs to budget-pacing-monitor, and bid-strategy choice belongs to bid-strategy-planner. paid-measurement-loop reads one shipped change back against a control, and premature scaling is an S guardrail flag in ad-account-auditor, not a separate skill or a veto. Save paid runs under memory/ad/budget-optimizer/.
This family has no required live integrations (Tier 1). The skill works with nothing but the numbers you provide — give it your total budget, target platforms, and campaign goal, and it runs against the built-in cost benchmarks below.
Optional connectors that sharpen the estimates when present:
~~influencer database — real rate cards instead of benchmark ranges.~~social platform analytics — actual reach, CPM, and engagement to replace estimated projections.~~CRM — past campaign spend and conversion data for ROI calibration.Mark any connector-derived number Measured; mark benchmark-derived numbers Estimated; mark numbers you state as User-provided. See CONNECTORS.md for the keyless data recipes.
When a user requests budget optimization, work these steps. Each step's fill-in template, benchmark table, and scenario block lives in references/templates.md — copy the matching section and populate it.
Save the run to memory/influencer/budget-optimizer/YYYY-MM-DD-<topic>.md (paid-ads runs to memory/ad/budget-optimizer/); promote the approved total, chosen scenario, and locked tier mix to memory/hot-cache.md.
User: "Optimize a $30,000 budget for a skincare product launch on Instagram and TikTok targeting Gen Z"
Output:
## Budget Allocation: $30,000 Skincare Launch
### Recommended Distribution
| Category | Allocation | Notes |
|----------|------------|-------|
| TikTok Influencers | $15,000 (50%) | Primary for Gen Z |
| Instagram Influencers | $9,000 (30%) | Credibility + visual |
| Content Amplification | $4,500 (15%) | Boost top performers |
| Contingency | $1,500 (5%) | Flexibility |
### Influencer Mix
| Platform | Tier | # | Cost Each | Total | Content |
|----------|------|---|-----------|-------|---------|
| TikTok | Micro (50-100K) | 5 | $1,500 | $7,500 | 5 videos |
| TikTok | Nano (10-50K) | 15 | $500 | $7,500 | 15 videos |
| Instagram | Micro (50-100K) | 3 | $2,000 | $6,000 | 3 Reels + Stories |
| Instagram | Nano (10-50K) | 6 | $500 | $3,000 | 6 posts |
**Total Influencers**: 29
**Total Content Pieces**: 29+ (excluding stories)
### Projected Results
- Reach: 2.8M - 3.5M (Estimated)
- Engagements: 280K - 400K (Estimated)
- CPM: $8.50 - $10.70 (Estimated)
- Projected ROI: 3.5:1 (Estimated)
This allocation prioritizes TikTok for viral potential while using Instagram for credibility and detailed product showcase.
Primary: outreach-manager — once the allocation is funded and the tier mix is locked, move to recruiting the influencers it pays for.
Alternates (same IMPACT family):
Termination: keep a visited-set. If the recommended next skill was already invoked in this session's chain, stop and report chain-complete instead of re-invoking. Default max-depth: 3. When routing is ambiguous, present the options and stop rather than auto-following.