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BYO vs Managed: Which Voice AI Mode Saves More?

**A Financial Analysis of Voice AI Billing Approaches**

Meeran Malik
10 min read

A Financial Analysis of Voice AI Billing Approaches

When finance teams evaluate voice AI platforms, they typically focus on per-minute rates. But the real cost equation runs deeper. Burki offers two distinct billing modes---Managed and Bring Your Own (BYO)---and choosing the wrong one can inflate your voice AI spend by 30% or more.

This analysis breaks down both approaches with actual numbers, cost scenarios at different volumes, and a framework for determining which model optimizes your specific use case.

Understanding the Two Billing Architectures

Before diving into calculations, let's establish what each mode actually involves from an operational and financial perspective.

Managed Mode: The Turnkey Approach

In Managed mode, Burki provides all necessary API keys for underlying services---LLM providers (OpenAI, Anthropic, Google), text-to-speech engines (ElevenLabs, Deepgram, Cartesia), speech-to-text services (Deepgram Nova), and telephony carriers (Twilio, Telnyx, Vonage).

The cost structure:

  • Platform fee: $0.03 per voice minute
  • Pass-through costs: Actual provider costs + 15% markup

This 15% markup covers API key management, credential rotation, billing consolidation, and vendor relationship management. You receive a single invoice from Burki.

BYO Mode: Direct Provider Economics

In BYO mode, you bring your own API keys for any or all services. Burki charges only the platform fee.

The cost structure:

  • Platform fee: $0.03 per voice minute
  • Pass-through costs: $0 (you pay providers directly)

You manage multiple vendor relationships and invoices, but you capture wholesale rates that enterprise agreements often unlock.

Managed Mode: Complete Cost Breakdown

Let's model a 10-minute customer service call using typical provider selections.

Per-Call Component Analysis

LLM Costs (GPT-4o):

  • Average call: ~8,000 input tokens, ~2,000 output tokens
  • GPT-4o pricing: $2.50/1M input, $10.00/1M output
  • Per-call LLM cost: ($2.50 x 8) + ($10.00 x 2) = $0.04
  • With 15% markup: $0.046

TTS Costs (ElevenLabs):

  • Average call: ~4,000 characters generated
  • ElevenLabs pricing: ~$0.30/1,000 characters
  • Per-call TTS cost: $1.20
  • With 15% markup: $1.38

STT Costs (Deepgram Nova):

  • 10 minutes of audio transcription
  • Deepgram pricing: ~$0.0043/minute
  • Per-call STT cost: $0.043
  • With 15% markup: $0.049

Telephony Costs (Twilio):

  • 10-minute inbound call
  • Twilio pricing: ~$0.0085/minute
  • Per-call telephony cost: $0.085
  • With 15% markup: $0.098

Platform Fee:

  • 10 minutes x $0.03 = $0.30

Total Managed Cost Per 10-Minute Call

ComponentBase CostWith Markup% of Total
Platform Fee$0.30$0.3016.3%
LLM (GPT-4o)$0.04$0.0462.5%
TTS (ElevenLabs)$1.20$1.3874.9%
STT (Deepgram)$0.043$0.0492.7%
Telephony$0.085$0.0985.3%
Total$1.67$1.84100%

The 15% markup adds $0.17 per 10-minute call. That's the convenience premium for consolidated billing and zero credential management.

BYO Mode: Direct Cost Structure

Same 10-minute call, but with your own API keys.

Per-Call Component Analysis (BYO)

ComponentCostNotes
Platform Fee$0.30Fixed regardless of mode
LLM (GPT-4o)$0.04Direct OpenAI billing
TTS (ElevenLabs)$1.20Direct ElevenLabs billing
STT (Deepgram)$0.043Direct Deepgram billing
Telephony$0.085Direct carrier billing
Total$1.679.2% savings

Direct savings: $0.17 per 10-minute call

But here's where the analysis gets interesting. Many enterprises have negotiated pricing with these providers. Let's factor in typical enterprise discounts.

BYO with Enterprise Agreements

ComponentRetailEnterprise RateSavings
LLM$0.04$0.032 (20% off)$0.008
TTS$1.20$0.84 (30% off)$0.36
STT$0.043$0.034 (20% off)$0.009
Telephony$0.085$0.051 (40% off)$0.034
Total$1.37$0.9629.9%

With enterprise agreements, a 10-minute call costs $0.96 in provider fees plus $0.30 platform fee = $1.26 total.

Compared to Managed mode at $1.84, that's a 31.5% reduction.

Cost Scenarios at Different Volumes

The real financial impact depends on call volume. Let's model three scenarios.

Scenario 1: Startup (10,000 minutes/month)

ModeMonthly CostAnnual Cost
Managed$1,840$22,080
BYO (retail)$1,670$20,040
BYO (enterprise)$1,260$15,120

Annual savings with BYO (enterprise): $6,960

At startup scale, the $170/month savings from retail BYO barely covers the administrative overhead of managing multiple vendor invoices. However, if you already have enterprise agreements from other projects, BYO makes immediate sense.

Scenario 2: Growth Stage (100,000 minutes/month)

ModeMonthly CostAnnual Cost
Managed$18,400$220,800
BYO (retail)$16,700$200,400
BYO (enterprise)$12,600$151,200

Annual savings with BYO (enterprise): $69,600

At 100K minutes monthly, the $1,700/month retail BYO savings justifies a part-time finance resource for vendor management. Enterprise BYO delivers nearly $70K annual savings---enough to fund a dedicated operations hire.

Scenario 3: Enterprise (1,000,000 minutes/month)

ModeMonthly CostAnnual Cost
Managed$184,000$2,208,000
BYO (retail)$167,000$2,004,000
BYO (enterprise)$126,000$1,512,000

Annual savings with BYO (enterprise): $696,000

At enterprise scale, BYO with negotiated rates delivers approximately $700K in annual savings. This typically funds an entire voice AI operations team while still reducing total cost of ownership.

The Hidden Variables in Your Decision

Raw cost comparison tells only part of the story. Consider these factors in your analysis.

Operational Overhead Costs

Managed mode includes:

  • Single invoice reconciliation
  • One vendor relationship to manage
  • Automatic credential rotation
  • Consolidated usage analytics
  • Single support escalation path

BYO mode requires:

  • 4-6 separate vendor invoices monthly
  • Multiple support relationships
  • Credential management and rotation processes
  • Usage tracking across platforms
  • Dispute resolution with multiple parties

Estimated administrative cost: $500-2,000/month depending on volume and organizational complexity.

Cash Flow Considerations

Managed mode: Pay Burki net-30, one consolidated invoice.

BYO mode: Multiple payment cycles, prepaid credits with some providers (ElevenLabs, for example), and potentially higher working capital requirements.

For a 100K minutes/month operation, BYO might require $15,000-25,000 in prepaid credits across providers versus a single $18,400 monthly invoice in Managed mode.

Enterprise Agreement Accessibility

ProviderThreshold for Enterprise PricingTypical Discount
OpenAI$100K+ annual spend15-25%
ElevenLabs$50K+ annual spend20-35%
Deepgram$25K+ annual spend15-25%
Twilio$50K+ annual spend30-50%

If your voice AI spend alone doesn't hit these thresholds, but combined with other applications it does, BYO becomes significantly more attractive.

Decision Framework: Which Mode Fits Your Profile?

Choose Managed Mode If:

  1. Monthly volume under 50,000 minutes - Administrative savings offset the 15% markup
  2. No existing provider agreements - You'd pay retail rates anyway
  3. Lean operations team - No bandwidth for multi-vendor management
  4. Rapid scaling expected - Simplicity enables faster growth
  5. Single invoice required - Procurement or accounting constraints

Choose BYO Mode If:

  1. Monthly volume exceeds 100,000 minutes - Scale justifies operational overhead
  2. Existing enterprise agreements - You're already paying negotiated rates
  3. Dedicated operations capacity - Team can manage multiple vendors
  4. Cost optimization is critical - Every dollar matters to unit economics
  5. Custom provider requirements - Need specific provider features or SLAs

Consider Hybrid Mode If:

Burki supports mixing Managed and BYO on a per-service basis. This unlocks strategic optimization.

Common hybrid configurations:

  1. BYO telephony, Managed AI - Leverage existing Twilio enterprise agreement (often 40%+ discount) while keeping AI services simple
  2. BYO LLM, Managed everything else - Capture OpenAI enterprise pricing while Burki handles TTS/STT
  3. BYO TTS, Managed everything else - High-volume TTS users (ElevenLabs is 75% of typical costs) benefit most from enterprise TTS rates

Hybrid example at 100K minutes/month:

ServiceModeMonthly Cost
PlatformFixed$3,000
LLMManaged$460
TTSBYO (enterprise)$8,400
STTManaged$490
TelephonyBYO (enterprise)$510
TotalHybrid$12,860

This hybrid approach saves $5,540/month versus full Managed ($18,400) while requiring only two additional vendor relationships.

Implementation Recommendations

For New Deployments

Start with Managed mode. Use the first 3-6 months to:

  • Establish baseline usage patterns
  • Identify your highest-cost services
  • Build relationships with key providers
  • Negotiate enterprise agreements based on demonstrated volume

For Existing Deployments

Audit your current spend by service category. If any single category exceeds:

  • TTS: $5,000/month - Negotiate ElevenLabs enterprise
  • Telephony: $2,500/month - Negotiate carrier rates
  • LLM: $2,500/month - Explore OpenAI enterprise tier

Switch those specific services to BYO while keeping lower-volume services on Managed.

Quarterly Review Process

  1. Export Burki cost breakdown by service
  2. Calculate hypothetical BYO costs at current rates
  3. Model enterprise agreement potential
  4. Factor administrative overhead
  5. Adjust billing mode configuration

Frequently Asked Questions

Can I switch between modes without disruption?

Yes. Burki supports per-assistant API key configuration, so you can transition specific assistants to BYO while others remain on Managed. The switch requires adding your API keys in assistant settings---calls continue without interruption.

Does BYO mode affect Burki's SLA?

Burki maintains its 99.9% uptime SLA regardless of billing mode. However, provider-side outages (e.g., ElevenLabs downtime) are outside Burki's SLA scope in BYO mode. In Managed mode, Burki's support team handles provider escalations on your behalf.

What happens if I exceed my prepaid credits with a provider in BYO mode?

Calls will fail when provider credits are exhausted. Burki does not provide credit bridging in BYO mode. We recommend maintaining 20% credit buffer with all BYO providers.

Are there volume discounts on Burki's platform fee?

Contact sales for enterprise volume pricing on the $0.03/minute platform fee. Custom arrangements are available for deployments exceeding 500,000 minutes monthly.

Can I use different providers for different assistants?

Yes. Burki supports per-assistant configuration for all service categories. You might use ElevenLabs for your premium voice assistant while using Deepgram Aura for high-volume, cost-sensitive applications.

How do I track costs across BYO providers?

Burki's analytics dashboard shows usage metrics (minutes, characters, tokens) regardless of billing mode. You can correlate these with provider invoices for complete cost tracking.

The Bottom Line

The BYO versus Managed decision is fundamentally a make-versus-buy calculation for vendor management.

At low volumes (under 50K minutes/month): Managed mode's 15% markup typically costs less than the operational overhead of multi-vendor management. Pay the convenience premium.

At high volumes (over 100K minutes/month): BYO with enterprise agreements can deliver 30%+ savings. The $50K-70K+ annual savings easily funds dedicated operations capacity.

In between: Hybrid mode lets you capture the highest-impact savings (usually TTS and telephony) while maintaining operational simplicity elsewhere.

Run the numbers for your specific situation. The framework above provides the methodology---your usage patterns and existing agreements determine the optimal configuration.


Ready to model your specific cost structure? Start with 200 free minutes to establish baseline usage patterns, then use our cost calculator to compare Managed versus BYO economics at your projected scale.

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