Sparring
Pricing

Pay for conversations, not tokens.

A session is one complete conversation plus its debrief, whether a person or an agent is on the other side. No per-seat minimums to start; add Platform when you need governance. Buy through Google Cloud Marketplace against your existing commitment, or contract directly.

Practice

Teams training people
$4
per practice session

Everything a team needs to rehearse and improve.

  • All enterprise and foundation scenario packs
  • Streaming practice, coach hints, evidence-based debriefs
  • Debrief delivery: in-app, email, Slack / Teams / Feishu
  • Team dashboard (skills, trends, completion)
  • English and 简体中文
  • Email support, 1 business day
Start a pilot

Arena

Teams shipping AI agents
$2.50
per Arena session

Adversarial evaluation with gates for CI.

  • Red-team core (20 scenarios) + industry packs
  • OpenAI-compatible, Anthropic and webhook adapters
  • Quoted breaches, run comparison, JUnit output
  • CLI for CI; org API keys
  • Repeats and parallel execution
  • Email support, 1 business day
Start an Arena pilot

Platform

Most complete
Organisations and regulated industries
from $12,000
per year + usage

The governance layer on top of Practice and/or Arena.

  • Organisation dashboards across teams and regions
  • SSO (Google Workspace; Entra on request), roles, audit log
  • Studio: private scenarios from your policies
  • Data residency (GCP-resident inference), retention control
  • API access, webhooks, usage exports
  • Named contact; 4-business-hour support; DPA with SCCs
Talk to us

Prices in USD. Volume pricing from 2,000 sessions/month. Seat bundles (e.g. $35/person/month including 10 practice sessions) available for predictable budgeting — ask. Free pilot: 50 sessions, 14 days, with a named contact.

What will it cost us?

Estimate a month. Model cost and margin are ours to worry about — you pay per conversation.

Estimated monthly
$3,200
800 practice sessions × $4$3,200
0 Arena sessions × $2.50$0
Platform (annual ÷ 12)$0
Per person: $64 / month. For comparison, a half-day external communication workshop typically costs $150–400 per person and happens once.

Compare plans

CapabilityPracticeArenaPlatform
Scenario library (120+)Arena packs
Private scenarios (Studio)Add-onAdd-on
Team dashboard
Organisation dashboards (multi-team)
Google Workspace SSO
Microsoft Entra SSOOn request
Roles & invite links
Audit log
Debrief delivery (email / chat webhooks)
Agent adapters & CI gate
Run comparison
API accessRead
Data residency (GCP-resident inference)
Retention control365 days365 daysConfigurable
Safety-protocol notificationsn/a
Support1 business day1 business day4 business hours
DPA with SCCsOn requestOn request
Procurement

Buy the way your finance team prefers.

Google Cloud Marketplace

Usage-based billing on your existing Google Cloud invoice; counts toward your commitment. Private offers for Platform tiers and volume pricing. How it works →

Direct

Annual contract, invoiced in USD (HKD available), paid by bank transfer. Standard terms or your paper for Platform.

Pricing FAQ
What counts as a session?+
One complete conversation and its debrief. A practice session ends when the learner ends it or reaches the turn limit. An Arena session is one scenario × one repeat against one agent. Coach hints and re-reading debriefs are free.
Is there a minimum?+
No minimum for Practice or Arena usage. Platform is an annual tier. Pilots are free for 50 sessions / 14 days.
How is usage reported on Marketplace?+
Hourly, as practice_session and arena_session units. Your Google Cloud invoice shows them like any other SKU.
Do model upgrades change the price?+
No. You pay per session regardless of which model or channel served it. If you choose GCP-resident inference under Platform, that is included in the tier.
What support do we get?+
Practice and Arena: email, 1 business day. Platform: named contact, 4 business hours during Hong Kong and European business days, shared channel during pilots.
Can we cap spend?+
Yes. Every organisation has a monthly session allowance you can set; we also offer seat bundles with a fixed monthly price.

Start with a free pilot.

50 sessions, 14 days, your own scenario built with you, a named contact. Then decide.