kaizen-agentic/wiki/RevenueModel.md
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docs: forward-deployed agency model, architecture, and WP-0009
Add Kai trial-currency business model and engagement architecture
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KAIZEN-WP-0009 for host-operator@railiance01 pilot and CLI/ledger phases.
2026-07-16 10:28:58 +02:00

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RevenueModel

Monetization concept

KaizenAgentic Revenue Model

How KaizenAgentic captures value on top of the raw token costs for LLM providers.

1. Cost Basis

  • C = token price of underlying model (e.g. GPT-4o, Claude 3, etc.).
  • This is the direct variable cost passed through from the model vendor.

2. Markup via Capability Multipliers

  • KaizenAgentic defines capability tiers (2x5x).

  • Markup = Capability Multiplier 1

    • Example: 3x agent = 200% markup over base cost.

3. Gross Margin Structure

Tier Customer Price Vendor Cost KaizenAgentic Revenue (Gross Margin)
2x Agent 2C C C (50% margin)
3x Agent 3C C 2C (66% margin)
4x Agent 4C C 3C (75% margin)
5x Agent 5C C 4C (80% margin)

Margins increase with capability tier → incentivizing customers to upgrade.


4. Additional Revenue Streams

Beyond token usage markups:

  • Subscription Access (recurring):

    • Pro Tier (monthly): access to 2x3x agents + monitoring dashboards.
    • Enterprise Tier (monthly/annual): 4x5x agents + SLAs + private optimization loops.
  • Professional Services: Custom agent design, integration with developer workflows, consulting.

  • Data Insights: Aggregated anonymized performance benchmarks offered as an add-on (optional).


5. Example Economics

Assume:

  • GPT-4o cost = $0.01 / 1K tokens

  • Customer runs 10M tokens / month with a 4x Agent

  • Customer Price = $0.04 × 10M = $400

  • Vendor Cost = $0.01 × 10M = $100

  • Revenue (Gross Margin) = $300 (75%)


6. Business Model Summary

  • Transparent: Customers always see pricing tied to base model cost.
  • Scalable: More usage → more revenue, with healthy margins.
  • Tiered Value Capture: Higher-capability agents capture proportionally more margin.
  • Recurring Layer: Subscriptions and enterprise add-ons stabilize revenue beyond token usage.

👉 This makes KaizenAgentic operate like a “talent agency margin model”: you pay the “raw salary” (token cost to the model vendor), and KaizenAgentic earns its cut (markup × value of coaching/optimization).


7. Forward-deployed engagements and trial currency

Staffed Roles (host-operator, coach fleet, etc.) add seat + duty revenue on top of token markup. Trial phase settles in Kai (in-game ledger) to calibrate prices before EUR invoicing. Confidential client operational knowledge is not a supplier data asset — only scrubbed, licensed lessons may improve Role craft.

See ForwardDeployedAgencyBusinessModel.md and docs/forward-deployed-engagement-architecture.md.