5 platforms tested on 50 real support transcripts per platform. Scored on deflection rate, pricing transparency, and channel ownership — in that order.
Shopify-first DTC brands under 5,000 conversations/mo, WordPress sites needing a reliable live-chat-plus-AI combo, and SMBs wanting a predictable per-conversation billing model
SMB CX teams who want a predictable monthly bill, multi-channel coverage (web + WhatsApp + Messenger), and a usable AI deflection layer without engineering involvement
Teams already running Zendesk as their primary help desk — the AI is embedded in the existing workflow, not bolted on. Best value when agent seats are already paid for.
SMB and mid-market CX teams already on Intercom who handle 2,000–20,000 tickets/mo and want AI deflection without switching platforms
B2B SaaS sales teams using Salesforce or HubSpot who want to qualify inbound leads 24/7, route to reps by account score, and run ABM plays on target accounts visiting the site
Methodology note: Each platform was tested against a standardised set of 50 real customer-support transcripts across 3 industries. Scores weight deflection rate (30%), pricing transparency (20%), channel coverage (20%), integration depth (15%), and setup ease (15%). Full methodology →