Mayank.
RansahAI · Oct 2024 → Present

Credit-Based Pricing Model & PLG Growth Loops — RansahAI

Aligning Incentives Across Recruiters, Hiring Managers & Enterprise Buyers

3-tierpricing architecture live with PQL→SQL pipeline and token-level unit economics from day one

The Challenge

B2B AI SaaS pricing is notoriously hard — usage-based models can destroy trust if guardrails fail, and flat pricing leaves money on the table. The platform needed a model that aligned incentives for recruiters, hiring managers, and enterprise buyers simultaneously.

My Approach

Designed a multi-tier packaging structure (Starter / Pro / Business) with volume thresholds, integration tiers, progressive unlocks, and quarterly credit pooling for enterprise. Built an internal quote-configuration tool with formula-driven scenario modeling. Applied AI to proposal drafting and bundle recommendation to reduce time-to-quote.

Impact

Pricing architecture live; discount governance framework in place with cost-to-serve and expansion potential guardrails; PQL routing to Sales established with defined handoff criteria.

Key Highlights

  • Credit-based pricing designed for trust — guardrails prevent usage-based model from destroying customer relationships
  • Internal quote-configuration tool with formula-driven margin scenario modeling
  • AI-powered proposal drafting to reduce time-to-quote
  • Discount governance framework with cost-to-serve and expansion guardrails
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Mayank Lakhani — Product Manager & AI Builder