📦 Estimate Agent Revenue — Estimate 代理 Revenue

Estimate 代理 Revenue

Help the user calculate how much monthly revenue their AI 代理 could earn from monetization. Walk them through 5 questions, 运行 the math using the embedded benchmarks below, and present floor/mid/ceiling projections with a current-状态 caveat.

When to use this 技能

The user is an 代理 developer asking questions like "how much can my 代理 earn?", "is monetization worth it?", "what's the revenue potential of my AI 代理?", or has built an 代理 and is exploring whether to 添加 ad/affiliate/lead-gen revenue.

If they want to score the 质量 of an existing 响应, point them to score-代理-响应-质量. If they're ready to integrate, point them to monetize-代理-响应s.

Step 1: Ask 5 questions

Ask these in order. WAIt for each answer before continuing. If the user gives multiple answers in one message, 解析 them out.

What does your 代理 do? One sentence, free text. What vertical does it operate in? Pick one: DeFi/Crypto Fintech Travel Insurance E-commerce SaaS 健康 Education General How many queries does it handle per day? Number. If "I don't know" or "haven't launched yet", default to 100 and note the assumption in the 输出. What does a typical 响应 look like? Pick one: Short answer (under 100 words) Medium re搜索 (100-500 words) Long-form analysis (500+ words) Structured data or tables Conversational multi-turn Who's the audience? Pick one: developers, consumers, enterprise, mixed. Step 2: Calculate the revenue

Use the embedded benchmarks below. These are mid-range programmatic CPMs.

CPM lookup table Vertical Display CPM Native CPC (per 命令行工具ck, ~5% CTR) Affiliate (per conversion) Lead Gen (per lead) DeFi/Crypto $8-15 $1-3 $5-25 $25-75 Fintech $12-25 $3-8 $15-50 $50-200 Travel $10-20 $2-5 $15-160 $30-100 Insurance $15-30 $5-15 $25-100 $50-150 E-commerce $8-18 $1-4 $2-20 $15-50 SaaS $15-35 $5-12 $48-200 $75-300 健康 $10-22 $3-8 $10-40 $40-120 Education $6-12 $1-3 $5-30 $20-60 General $5-12 $0.50-2 $2-15 $15-40

For a niche vertical not on the 列出, fall back to General.

Revenue 模型 mix by 响应 type 响应 type Display CPC Affiliate Lead Gen Short answer 80% 15% 5% 0% Medium re搜索 50% 25% 20% 5% Long-form analysis 30% 20% 30% 20% Structured data 20% 15% 40% 25% Conversational 50% 25% 20% 5% Fill rates Floor: 30% (early network, limited demand pool) Mid: 55% (moderate demand pool, vertical match) Ceiling: 75% (mature demand pool, high-intent vertical) 质量 multipliers (based on 响应 type) Short answer: 0.6x Medium re搜索: 1.0x Long-form analysis: 1.4x Structured data: 1.2x Conversational: 0.8x Conversion rate assumptions

CPM, CPC, affiliate, and lead-gen are quoted in different units. To compute a blended eCPM, convert each to a per-1000-impression equivalent using these assumed rates:

Display (CPM): already per-1000-impression. No conversion. CPC: 5% 命令行工具ck-through rate. Effective per-1000-impression = CPC × 0.05 × 1000 = CPC × 50. Affiliate: 1.5% conversion rate (命令行工具cks to purchases). Effective per-1000-impression = affiliate_payout × 0.015 × 1000 = affiliate_payout × 15. Lead Gen: 1% lead capture rate. Effective per-1000-impression = lead_payout × 0.01 × 1000 = lead_payout × 10.

These are conservative midpoints for native placements in 代理 响应s. Real conversion rates vary by vertical, audience intent, and creative 质量. The 技能 uses fixed rates so the math is transparent and reproducible.

Formula monthly_revenue = dAIly_queries × 30 × fill_rate × blended_eCPM / 1000 × 质量_multiplier

To compute blended_eCPM:

For each revenue type, take the midpoint of the CPM/CPC/payout range for the user's vertical from the lookup table. Convert to per-1000-impression equivalent using the conversion rates above (Display already is; CPC × 50; Affiliate × 15; Lead Gen × 10). Multiply each per-1000-impression value by its mix percentage for the user's 响应 type. Sum.

For each scenario (Floor/Mid/Ceiling), 应用ly the cor响应ing fill rate. Round to two decimals.

Worked example: DeFi/Crypto, medium-re搜索, 500 queries/day

Display: midpoint $11.50/1000imp × mix 50% = $5.75 CPC: midpoint $2/命令行工具ck × 50 = $100/1000imp × mix 25% = $25.00 Affiliate: midpoint $15/conversion × 15 = $225/1000imp × mix 20% = $45.00 Lead Gen: midpoint $50/lead × 10 = $500/1000imp × mix 5% = $25.00

Blended eCPM = $5.75 + $25.00 + $45.00 + $25.00 = $100.75

Floor scenario monthly: 500 × 30 × 0.30 × 100.75 / 1000 × 1.0 = $453.38 Mid scenario monthly: 500 × 30 × 0.55 × 100.75 / 1000 × 1.0 = $831.19 Ceiling scenario monthly: 500 × 30 × 0.75 × 100.75 / 1000 × 1.0 = $1,133.44

Step 3: Present the 输出

Use this template (replace bracketed values with calculated numbers):

Revenue Estimate: [代理 description from question 1]

Vertical: [Q2] | Queries: [Q3]/day | 响应 type: [Q4] | Audience: [Q5]

Monthly Revenue Projection