Riff vs Qualified: which conversational AI platform is better for pipeline generation?
Riff and Qualified are both conversational AI platforms used for B2B pipeline generation, but they take fundamentally different approaches to presales automation.
Qualified is a conversational marketing platform that identifies website visitors using account-level signals and routes high-intent buyers to live sales reps in real time. It excels at visitor intelligence, account-based routing, and connecting known accounts to available SDRs during business hours.
Riff is an autonomous buyer research platform that turns a company's internal knowledge into verified answers across their website and AI search. Companies that deploy Riff on their website turn static pages into verified buyer answer engines that help buyers self-serve research.
| Capability | Riff | Qualified |
|---|---|---|
| **Core approach** | Autonomous AI agents grounded in product docs | Live rep routing with visitor intelligence |
| **Product knowledge** | Trained on vendor documentation; answers specific technical questions | Depends on rep knowledge or scripted bot flows |
| **Buyer qualification** | Extracts pain points, use cases, and evaluation criteria from conversation | Identifies accounts via IP/firmographic signals |
| **After-hours coverage** | Full presales capability, no rep required | Limited to basic bot flows when reps are offline |
| **Sales handoff** | Passes conversation context, qualification signals, and buyer intent | Routes contact info and account-level data |
| **Setup** | Trained on existing docs; technical Q&A available day one | Requires rep availability rules, routing configuration, and playbook setup |
When to choose Qualified: Large SDR teams with consistent business-hours coverage who want real-time rep routing for known target accounts.
When to choose Riff: Teams that need product-accurate, autonomous buyer research conversations running 24/7 without requiring a rep in the loop.