Model margin lift when AI removes billable volume from your contracts.
Built for BPO COOs, delivery and commercial leaders. Deflection cuts cost and revenue at the same time — this model shows what actually reaches the margin line after client concessions.
Your inputs
Benchmarks show typical enterprise ranges — override every field with your own numbers.
Across the accounts in scope for AI delivery
Benchmark: 250k–2M for a mid-size delivery portfolio
Blended price under current contract terms
Benchmark: $2.50–$6.00 depending on complexity and geography
Agent labor, supervision, seat, technology and overhead
Benchmark: 70–85% of price in voice-heavy portfolios
Contacts fully handled by AI and no longer requiring an agent
Benchmark: 15–35% within 12 months on tier-1 volume
From agent assist, auto-summary and knowledge grounding
Benchmark: 8–18%
Share of deflected revenue given back at renewal
Benchmark: 20–40% of AI-driven savings
Platform, integrations, delivery enablement and governance
Benchmark: $400k–$1.2M portfolio-wide
Margin after AI delivery, net of deflected revenue and client price concessions.
Directional estimate. Assumes labor is ~80% of delivery cost, deflected volume retains 35% of fixed cost, and AI delivery costs $0.18 per deflected contact.
Three-scenario view
Finance reviewers expect a range. These scenarios flex adoption and implementation cost around the model you entered.
Slower adoption, higher integration effort
Your inputs as entered
Strong sponsorship, clean data, phased scale-up
How enterprise leaders use this model
- Why does AI compress BPO revenue as well as cost?
- Most contracts are priced per contact, per minute or per seat. Deflection removes billable volume, so the model applies a client price concession against deflected volume and shows margin net of both effects.
- What concession level do clients expect?
- Enterprise buyers typically ask for 20–40% of AI-driven savings to be passed through in renewal negotiations. Model the concession explicitly rather than assuming you keep the full benefit.
- How do we protect margin under an outcome-based contract?
- Shift the mix toward outcome and gainshare pricing on the deflected tier while keeping FTE pricing on complex work, and reinvest a share of savings into higher-value scope such as QA, analytics and back-office.
- Which levers matter most?
- Deflection rate and AHT compression drive cost, while the concession rate decides how much of that reaches your margin line. Run the conservative scenario before committing to a renewal position.