2026 AI AGENT INFRASTRUCTURE AUDIT · TOKEN PASS-THROUGH
Botpress Cloud vs. Voiceflow & $0.99/Ticket Legacy AI Support Agents (2026)
Compare raw LLM token pass-through pricing on Botpress Cloud against per-resolution ($0.99/ticket) and credit-markup AI agent platforms.
| Cost Dimension (3,000 Resolved Tickets/mo) | Botpress Cloud (*) | $0.99/Resolution Legacy Helpdesk AI |
|---|---|---|
| AI Resolution Fee | $0.00 markup (Raw OpenAI/Anthropic API pass-through) | $0.99 per resolved conversation ($2,970/mo) |
| Average Token Cost per Conversation | ~$0.015 to $0.025 via GPT-4o-mini / Claude Haiku | Bundled with 30x-45x platform markup |
| 12-Month Total Cost (3,000 tickets/mo) | ~$1,968 / year | $35,640+ / year |
1. The $0.99 Per-Resolution Trap
Helpdesk vendors charge $0.99 every time an AI agent answers a routine FAQ. At 3,000 deflected tickets per month, that equals $35,640 per year for API calls that cost less than $75/month in raw LLM tokens.
2. How Botpress Cloud Protects Margin
Botpress Cloud passes LLM token consumption through at raw provider cost on top of a predictable base plan, giving engineering and ops teams full control over vector knowledge bases, webhook actions, and CRM handoffs.