Tell-1: the First LLM for Contact Centers

Ranking #1 on cost, intelligence, and latency for contact centers, thinking while it speaks.

Zexia Zhang, co-founder and CTO of Retell, in the Tell-1 interview Watch the interview · 3 min
~150 msTime to first token
$0.0350Cost per minute
94.4%Average score on the vCX Benchmark →

Model Architecture

Interleaved reasoning

Most voice agents pause to think. Over a whole call, that sounds robotic.

Tell-1 answers right away and reasons while it speaks: which rule applies, what is missing, when to call a tool.

Read the technical blog →
Knows which rule matters now
Keeps the task alive
Acts at the right moment

Evals

Ahead of every model on the board

Top five on all four skills in the Retell vCX benchmark. First for sounding natural.

Where Tell-1 ranks

Tell-1 Other models
Instruction following88.6%
#2 of 45
Grounding97.2%
#2 of 45
Tool calling95.4%
#5 of 45
Colloquial96.6%
#1 of 44
#1Each dot is one model, best on the left#45

Average score

94.4%

Across all four skills, the top average on the board.

  • Top 5in every skill
  • #1in colloquial speech
See the full leaderboard →

Highest average score, fastest first sentence

Average Retell vCX score against median time to first sentence (P50, ms)

The score averages tool calling, hallucination, instruction following and colloquial accuracy. Source: bench.retellai.com, read Nov 12, 2026.

Third-party Benchmarks

Beyond our own benchmark

Results from independent voice AI testing teams.

Tell-1 on Sierra's τ²-bench and other public benchmarks

Score out of 100, same greedy decoding on every run. None were used in training.

τ²-bench airline & retail
Serving a simulated customer with tools and a policy to follow
Multi-IF
Following instructions over three turns in eight languages
GPQA Diamond
Graduate-level science questions written to resist web search

At Scale

Production Performance

Follows the right playbook

A contact center can have a thousand intents, each with its own SOP.

Tell-1 identifies the right SOP, follows it step by step and brings the caller back when they drift.

Reschedule appointmentSOP
Lost cardSOP
Payment planSOP
Policy renewalSOP
Roadside helpSOP
Upgrade planSOP
Claim statusSOP
Return itemSOP
Billing questionSOP
New patientSOP
Card activationSOP
Missed deliverySOP
Report outageSOP
Book a demoSOP
Update addressSOP

Fast, smart, affordable

No trade-off between latency, intelligence and cost.

Tell-1 runs next to your voice agent on Retell's own inference stack, averaged 94.4% on the Retell vCX benchmark, and is built to keep latency and cost steady at a million calls a month.

Tell-1 Latency Intelligence Cost

Try Tell‑1 on your agents