RavanAIEnterprises

Banking and collections business case

Three short steps. Every figure is an estimate built from the inputs you enter.

  1. Step 1: Your operation
  2. Step 2: Your numbers
  3. Step 3: Your impact

Tell us about your operation.

Voice AI creates value across collections, KYC and customer service. Pick what matters here.

What does your operation handle?

Pick all that apply. Each one is modelled separately.

Operation size

Headline scale. This drives most of the calculation.

Changing currency resets the cost fields to that region's benchmark.

400

SME bank: 20-100 · Mid bank: 100-800 · Top tier: 800+

Financial services roles are typically 30-50% above a generic contact centre seat.

Your current performance.

Only the tracks you picked are shown. Defaults are benchmarks, so adjust them to match your book.

Track · Collections

Your collections book

The accounts currently in active collection or dunning.

50,000

Typical: mid bank 20-80K · top tier 100-500K

Card collections: $2-5K · Personal loan: $5-15K · Mortgage: $50K+

22%

Share of the value entering collections you recover today. Industry typical: 15-30%.

+5 pts

Added on top of the baseline. Benchmark uplift: 3-7 points, higher with multilingual and round the clock coverage.

5,000

The monthly flow the uplift applies to, valued at the average outstanding above. Typically 5-15% of the active book each month. The existing book is a one off stock and is not counted as yearly value.

20%

Recovered principal is not all profit. This nets out cost of funds and write offs already provisioned. Conservative default: 20%. Typical range 20-30%.

Track · KYC and verification

KYC and verification volume

Voice based identity, address and employment verification.

20,000

Each onboarded customer typically needs 1 to 2 KYC voice touchpoints.

70%

Standard KYC flows are highly scriptable, typically 65-80% automatable.

Track · Customer service

Inbound customer service

Balance, card services, simple disputes and account information.

200,000

Total inbound service calls handled across the operation each month.

45%

Complex service: 25-40% · Tier 1 service such as balance and status: 50-70%

Agni model

Two engines, one unified model each: voice in, voice out, nothing stitched together. Most deployments run both and split by call type.

All-in AI voice minutes. Telephony and carrier charges are not included. A platform subscription from $150 a month (depending on concurrency) is added to the AI cost in every result.

Realisation rate · year 1

Real deployments capture 55-75% of theoretical impact in year 1. This rate is applied to benefits only. The AI cost is always counted in full.

65%

Conservative: 50-60% · Realistic: 60-75% · Aggressive: 80%+. CFOs respect a haircut over heroic numbers.

Here's what changes.

Each track contributes separately. These are estimates built from the inputs you enter. Year 1 realisation applies to benefits only, never to the AI cost.

Year 1 realistic impact

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Total annual impact
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Net of AI voice and platform cost
Monthly net impact
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Annual impact / 12
Return on investment
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Annual basis

Where the impact comes from

Collections, agent cost saved
Touchpoint automation × loaded cost
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Collections, recovery uplift
Uplift points × yearly inflow × value retained
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KYC automation savings
Automated KYC calls × cost
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Customer service automation
Automated service calls × cost
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AI voice and platform cost
Minutes × $0.06 plus $150 a month platform. Telephony not included.
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Total annual impact
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Estimates are forward-looking and depend on your inputs. Indicative prices, not a proposal or offer. Pricing varies by region, market and solution requirements. A platform subscription from $150 a month applies, depending on concurrency, and a one-off setup may apply depending on integration complexity. Talk to the team for specifics. Telephony and carrier charges are not included.

The single sentence to send your CFO

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Additional principal recovered / year
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From the recovery rate uplift, after year 1 realisation
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Agents released to higher-value work
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Of - total
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Cost per touchpoint
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Current versus blended with AI voice
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Next step

Book a live demo. We call your own line in your market's dialect and walk through these numbers with you.

Book a demo