Running a Voice AI Pilot: What to Expect in the First 2 Weeks
Co-Founder and COO
Why pilots matter more than demos
Every voice AI vendor has a polished demo. Demos prove the technology works in controlled conditions. They do not prove it works on your calls, with your customers, in your languages, connected to your systems.
That is what a pilot proves. And any vendor who resists running a pilot on live calls is telling you something about their confidence in production performance.
Before the pilot starts
Preparation determines pilot success. Before a single call is routed, these things need to happen:
Scoping (1 to 2 days)
- Define the use case: What call type will the AI handle? (e.g., admission inquiries, order status, appointment booking)
- Define languages: Which languages and dialects will be tested?
- Define success metrics: What numbers must the AI hit for you to expand?
- Define escalation rules: When should the AI hand off to a human?
Integration (2 to 3 days)
- SIP trunk connection to your existing PBX or cloud telephony
- CRM integration for customer data lookup and ticket creation
- Analytics pipeline setup for real time monitoring
- Escalation routing configuration
Configuration (1 to 2 days)
- Knowledge base loaded with your FAQs, scripts, and policies
- Greeting and tone calibrated to your brand
- Language models tuned for your customer base (dialect, vocabulary, industry terms)
- Compliance rules configured (recording consent, data handling, regulatory disclaimers)
Week 1 — Shadow mode
The AI is live on your telephony but not interacting with customers. It listens to real calls, generates transcripts, and logs what it would have said.
What you get at the end of week 1:
- Transcription accuracy report across all tested languages
- AI response suggestions compared against what your human agents actually said
- Identified gaps: questions the AI could not answer, scenarios it did not handle well
- Tuning adjustments made based on real call data
This week is about calibration. The AI learns your customers. You learn the AI's strengths and limitations on your specific call types.
Week 2 — Live calls
A controlled percentage (typically 10 to 20%) of calls are now routed to the AI. Human agents remain on standby for escalation.
What you get at the end of week 2:
- Resolution rate: percentage of AI calls resolved without human intervention
- Average handling time: AI vs human comparison on the same call types
- Customer satisfaction scores from post call surveys
- Escalation analysis: why and when the AI handed off
- Language performance breakdown: accuracy and fluency by language
- Cost per call comparison
Reading the results
A successful pilot does not mean the AI is perfect. It means the AI is measurably better than the alternative on the metrics you care about.
Typical pilot benchmarks for enterprise voice AI:
- 60 to 70% first call resolution rate (vs 0% for IVR)
- 40 to 60% reduction in average handling time
- Comparable or higher CSAT vs human agents on routine calls
- Less than 15% escalation rate on the tested use case
- Sub 500ms response time consistently
If the pilot hits these numbers, you have evidence to expand. If it does not, you have data on exactly what needs to improve before scaling.
After the pilot
The decision after a pilot is not "should we use AI?" The data answers that. The decision is "how fast do we scale?"
Typical post pilot path:
- Month 1: Expand to 50% of calls on the piloted use case
- Month 2: Add 1 to 2 additional use cases or languages
- Month 3: Full deployment on tested use cases; begin piloting new ones
- Ongoing: Continuous monitoring, tuning, and expansion
How ARCA pilots work
Every ARCA pilot follows this structure:
- 2 week duration, no upfront contracts
- Dedicated deployment engineer throughout
- Real time dashboard access from day one
- Shadow mode in week 1, live calls in week 2
- Full results report at the end with data and recommendations
- No obligation to continue if the numbers do not meet your benchmarks
The goal is not to sell you software. It is to prove, on your calls, that ARCA works.
Frequently asked questions
What do we need to provide for the pilot?
SIP trunk access or API credentials for your telephony system, a CRM endpoint for data lookup, your FAQ and scripting documents, and a defined use case with success criteria. We handle everything else.
How many calls should we test during the pilot?
We recommend a minimum of 500 calls across the two weeks to get statistically meaningful results. Higher volume gives more reliable data, especially across multiple languages.
What if the pilot does not meet our benchmarks?
You get the full results report either way. If the numbers fall short, we provide specific recommendations on what would need to change (more training data, different use case, additional language tuning) for a potential re-pilot. There is no obligation to continue.
Can we pilot in multiple languages simultaneously?
Yes. Most pilots test 2 to 4 languages. ARCA supports all of them natively from day one without requiring separate configuration for each language.
Related articles
Two weeks, real calls, real data
See how ARCA can be configured for your workflow in 2 weeks.
Get in touch