Where to start
Start with the source of your next qualified opportunity. A product-led business with engaged users needs a different workflow from a company opening new enterprise accounts. Choose one motion first, then add channels only when the team can act on the resulting conversations.
Selection criteria
Outbound versus inbound
Decide whether the agent must find new accounts or respond to people who already know your product. Do not compare the two using meeting volume without accounting for lead intent.
Customer context
Exclude current customers, open opportunities and disqualified accounts before enrollment. Where product activity informs outreach, test identity matching and the freshness of the signal.
Commercial fit
Estimate cost per accepted opportunity using realistic contact volume and the people still needed for demos and follow-up.
Products to evaluate
Selected by documented workflow fit. This is not a tested performance ranking; placements are not sold.
11x
Outbound / voice agents
Evaluate Alice for a delegated outbound workflow.
Check before buying: Scope the worker, channels and implementation in the quote.
Pricing approach: Published starting price — confirm
Artisan
Outbound agent
Evaluate Ava when outbound approvals and rep handoff are priorities.
Check before buying: Human-operated calling still requires rep time.
Pricing approach: Contact sales
Qualified Piper
Inbound agent
Evaluate Piper for website and inbound-email conversion.
Check before buying: It requires relevant inbound demand; it does not solve absent traffic.
Pricing approach: Request pricing
Common Room RoomieAI
Research and data
Evaluate when product, community and other buyer signals need to inform research.
Check before buying: Confirm your signal sources and plan entitlements.
Pricing approach: Tiered packages
Unify
Outbound workspace
Evaluate sequences and plays that act on prospecting signals.
Check before buying: Advanced signal-triggered workflows are package dependent.
Pricing approach: Free / paid plans
A useful pilot
Run one use case on a defined account cohort. Record eligible accounts, qualified responses, meetings attended and sales-accepted opportunities. Review the first messages and handoffs manually; expand only after the team agrees that targeting and qualification are useful.
Common buying questions
Can an AI SDR replace our sales team?
It can take over selected tasks, but ownership of positioning, qualification, demos and commercial decisions still needs to be explicit. Evaluate the proposed workflow rather than a headcount-replacement claim.
Should a product-led company start with cold outbound?
Not automatically. First check whether active trials, abandoned enquiries or engaged accounts need better follow-up. Compare the incremental value of that work with a cold-account pilot.
Research and related guides
This guide combines primary-source product research with our editorial evaluation criteria. We have not independently tested vendor performance. Pricing and capability limits can change; inspect the linked profile and confirm the current proposal.
- AI sales agents for startups: a focused shortlist →
- Enterprise AI sales agents: shortlist and evaluation criteria →
- AI SDR Software: Costs, CRM Fit & Buying Guide →
- AI sales agents for HubSpot: native and connected options →
- AI sales agents for Salesforce: shortlist and integration checks →
- AI sales agents for small business: practical options →
Continue your buying research
Compare the same products on price, operating model and the work your team retains.