“The future is already here—it’s just not evenly distributed.” – William Gibson
In today’s AI-driven contact centers, real-time transcription is one of those future-ready tools that’s already delivering value—boosting agent performance, surfacing insights instantly, and setting the stage for smarter customer interactions.
For organizations running on Avaya infrastructure, especially those integrating with platforms like Salesforce Voice (Salesforce Voice) via DaVinci, enabling real-time transcription opens the door to a whole new level of agility and intelligence.
But with innovation comes planning. This blog breaks down the key cost components, licensing factors, and deployment tips you need to make informed decisions—and unlock the full ROI of real-time voice intelligence.
Why Real-Time Transcription Matters
Real-time transcription converts live speech into text—instantly. That may sound simple, but it enables powerful AI use cases:
- Agent Assist: Show suggested answers, knowledge base articles, or prompts while the agent is talking.
- AI Analytics: Detect tone, intent, and keywords mid-conversation.
- Compliance & QA: Monitor calls in real time, flag keywords, and alert supervisors.
- Automation: Trigger bots or display contextual data based on what’s said.
The quality of your transcription directly impacts the value you get from these tools. So accuracy and speed are critical.
Key Components That Drive Costs in Avaya Environments
- DaVinci Platform Licensing
- $32.50 per user/month
- Includes CTI integration, UI connectors, and orchestration features for routing and transcription.
- Speech-to-Text (STT) Services
These prices are based on estimated usage: 5 hours per day, 21 days/month.
| STT Provider | Price/Min | Monthly (Per User) | Total w/ DaVinci |
| Azure STT | ~$0.02 | ~$126 | ~$158.50 |
| Google Cloud STT | ~$0.009 | ~$56.70 | ~$89.20 |
| Amazon Transcribe | ~$0.024 | ~$155.20 | ~$187.70 |
- Avaya Licensing (Based on Concurrent Sessions)
- TSAPI License: Needed per agent for third-party call control.
- AES Connector: Supports concurrent CTI sessions.
- SBCE License: Manages secure SIP trunking and media handling.
- SIPREC License: Required for media forking used in transcription.
You may also need:
- Session Border Controllers (SBCs)
- Media capture appliances
- Firewall/security setup
- Orchestration layer like DaVinci
Example: Monthly Cost Breakdown
Here’s a sample model using 100 users, each with 5 hours of talk time per day:
| Scenario | STT Provider | Cost/User/Month |
| DaVinci + Azure STT | Azure | ~$158.50 |
| DaVinci + Google STT | ~$89.20 | |
| DaVinci + Amazon STT | Amazon | ~$187.70 |
Note: These are estimates based on public pricing. Your actual cost may vary depending on discounts, volume, and existing infrastructure. Additional Avaya licenses (about $10–$20/user) and implementation costs may also apply.
How to Budget and Maximize ROI
A few tips to keep costs aligned with outcomes:
- Pilot First: Validate transcription speed and accuracy before scaling.
- Understand Real Usage: Don’t overestimate talk time—actual usage may be lower.
- Check Existing Licenses: You might already have some Avaya licenses in place.
- Factor in ROI: Better transcription leads to shorter calls, better QA, and higher customer satisfaction.
In Conclusion
Real-time transcription isn’t just a productivity booster—it’s the foundation for unlocking AI in the contact center. From agent assist to sentiment analysis and next-best-action prompts, nearly every modern AI use case relies on having accurate, real-time access to the conversation as it’s happening. But here’s the challenge: many organizations still running on legacy Avaya infrastructure risk falling behind. Without native access to cloud-based transcription and AI services, they’re cut off from the real-time insights that drive modern customer experiences. That’s where platforms like DaVinci come in—bridging the gap between on-prem Avaya systems and the AI-powered future, without requiring a full rip-and-replace. For contact centers that want to stay competitive, the path to AI starts with real-time transcription—and the time to act is now.
FAQs: Real Time Transcription Costs for Avaya
Yes—when deployed effectively, it boosts agent performance, enhances QA, and improves customer satisfaction. The ROI often comes through reduced handle time, better first-call resolution, and improved compliance tracking.
In many cases, yes. Some customers already have TSAPI or AES licenses in place. Always audit your current setup before purchasing new ones.
It depends on your priorities. Google offers the lowest per-minute cost, Azure is a common enterprise choice, and Amazon Transcribe is feature-rich. Accuracy and latency may vary by use case.
Your costs will be lower. Most pricing scales with actual usage. It’s wise to run a pilot and gather data on your agents’ average daily talk time to fine-tune projections.
Autonomous Agents Key Takeaways
Real-time transcription supercharges contact centers by enabling AI features like Agent Assist, live analytics, and compliance monitoring—all in the moment of the call.
Platform and provider choice matters: DaVinci licensing starts at $32.50/user/month, and STT service costs vary—Google being the most cost-effective, while Amazon is the priciest.
Avaya’s licensing stack is layered, requiring TSAPI, AES, SBCE, and SIPREC licenses—plus additional setup like SBCs and media capture hardware.
Maximizing ROI starts with smart planning: Pilot first, assess actual usage, audit existing licenses, and align transcription quality with business outcomes.

