Picture this: Your customer service team wants to deploy AI agents to handle routine inquiries. The business case looks solid—until finance runs the numbers. At $2 per conversation, a simple “What’s my account balance?” costs the same as a complex multi-step refund process. Your AI budget becomes a black box, and innovation grinds to a halt. 

If this sounds familiar, you’re not alone. Across boardrooms worldwide, a quiet crisis has been building—AI costs are spiraling while ROI remains frustratingly elusive. 

On 15 May 2025, Salesforce changed the game entirely with Agentforce Flex Credits. Suddenly, the economics of AI started making sense again. 

The Hidden Tax on AI Innovation 

Salesforce’s latest global research exposed what many suspected but few could quantify: 90% of technology leaders say rigid AI pricing is the primary barrier to innovation. 

The problem wasn’t technical capability. Companies had the infrastructure, the data, and the vision. What they lacked was a commercial model that allowed them to scale AI without being penalized for every interaction—regardless of complexity or value generated. 

Consider these real-world scenarios: 

  • A quick password reset costs the same as a complex order modification 
  • Predicting monthly AI spend becomes impossible 
  • Teams avoid AI pilots to prevent budget overruns 
  • Simple queries subsidize complex cases, distorting true costs 

Why Every Conversation Costs the Same (And Why That’s Broken) 

The traditional per-conversation model seemed logical initially—until organizations tried to scale. At $2 per conversation, businesses faced a fundamental mismatch between pricing and value. 

The core problem: Not all conversations are created equal. A chatbot confirming store hours shouldn’t cost the same as an agent orchestrating a complex warranty claim across multiple systems. 

This rigid structure created three critical barriers: 

  1. Unpredictable costs that made budgeting nearly impossible 
  1. Innovation paralysis as teams avoided experimentation 
  1. Misaligned incentives that penalized efficiency improvements 

Enter Flex Credits: The Pricing Revolution That Changes Everything 

Salesforce’s answer? Agentforce Flex Credits—a usage-based model that charges for actions, not conversations. 

Here’s what changed: 

Aspect Old Model New Model 
Pricing Unit $2 per conversation $0.10 per action (20 Flex Credits) 
Purchase Format Monthly billing surprises 100,000 credits for $500 upfront 
Free Tier None 100,000 Flex Credits with Enterprise+ 
Cost Visibility Opaque billing Real-time usage tracking 
Scaling Logic One-size-fits-all Pay for complexity and value 

The Math That Changes Everything 

Let’s examine a typical customer service scenario where numbers tell the real story: 

Scenario: 1,000 weekly support queries across various complexity levels 

Traditional Model: 

  • Simple queries (40%): 400 × $2 = $800/week 
  • Medium queries (40%): 400 × $2 = $800/week 
  • Complex queries (20%): 200 × $2 = $400/week 
  • Total: $2,000/week × 52 weeks = $104,000/year 

Flex Credits Model: 

  • Simple queries: 400 × 2 actions × $0.10 = $80/week 
  • Medium queries: 400 × 6 actions × $0.10 = $240/week 
  • Complex queries: 200 × 12 actions × $0.10 = $240/week 
  • Total: $560/week × 52 weeks = $29,120/year 

Result: 72% cost reduction with better alignment to actual value delivered. 

Beyond Customer Service: A Platform for Enterprise AI 

This isn’t just about support tickets. The Flex Credits model enables AI deployment across: 

  • HR: Automated employee onboarding and policy queries 
  • Finance: Invoice processing and expense approvals 
  • IT: Help desk automation and system provisioning 
  • Operations: Workflow optimization and process automation 

Early adopter Elia Wallen, CEO of Engine, captured the transformation: “This flexible pricing model allows us to use AI agents for different types of use cases far beyond traditional CRM, and aligns our costs directly with the business value we achieve.” 

Making the Switch: What to Expect 

Immediate Benefits: 

  • Real-time cost visibility through usage dashboards 
  • Risk-free experimentation with included credits 
  • Granular control over AI investment allocation 

Implementation Considerations: 

  • Existing Salesforce customers can migrate seamlessly 
  • Usage patterns from current deployments inform credit purchasing 
  • Integration with Slack and Salesforce workflows remains unchanged 

Timeline Planning: 

  • Available Now: Flex Credits for current Agentforce users 
  • Summer 2025: New AI license tiers with unlimited employee-facing agents 
  • Autumn 2025: Flex payment models for enterprise agreements 

The Competitive Edge: Why Timing Matters 

While competitors maintain rigid per-seat or per-conversation pricing, Salesforce has created a window of opportunity. Organizations that adopt Flex Credits now can: 

  1. Pilot AI initiatives without budget friction 
  1. Scale proven use cases with predictable costs 
  1. Reallocate resources between human and digital labor dynamically 
  1. Demonstrate clear ROI with granular usage analytics 

Three Strategic Pillars for AI Cost Control 

Salesforce’s new model rests on three interconnected pillars: 

1. Flex Credits 

Pay only for valuable actions, not vague conversations. This creates natural alignment between cost and business value. 

2. Flex Agreements 

Shift investment between human licenses and AI capabilities as business priorities evolve, providing unprecedented resource flexibility. 

3. Predictable AI Licenses (Summer 2025) 

Unlimited employee-facing AI agents with fixed pricing, removing the fear of runaway costs for internal use cases. 

Your Next Move: Lead or Lag? 

The AI cost crisis that has paralyzed enterprise innovation doesn’t have to continue. Salesforce has provided a solution that aligns pricing with value, enables experimentation, and scales with success. 

The question isn’t whether your organization will eventually adopt usage-based AI pricing—it’s how quickly you can make the switch and begin outpacing competitors still trapped in the old paradigm. 

Ready to take action? 

  • Audit your current AI costs and usage patterns 
  • Calculate potential savings with Flex Credits 
  • Identify pilot projects that could benefit from risk-free experimentation 
  • Connect with your Salesforce team to discuss migration options 

The AI cost crisis ends now—but only for those bold enough to embrace the new economics of enterprise AI.