Action Queue
Here are the actions most worth your attention today, based on what lemlist can see.
Recommended actions
Select an account to inspect its recommended action and timing.
Send the promised expansion benchmark
For Maya Chen at Loopware · Account-aware recommendation
Why now
The relationship and timing evidence behind this recommendation.
Recommendation evidence
Sources and scope remain visible.
Buyer replies, agreed steps, seller promises, timing requests, and explicit relationship constraints take precedence over intent signals.
Relationship Memory
A source-labelled record of events, commitments, seller context, and interpretation for Maya Chen.
Maya Chen
Director, Revenue Operations at Loopware · Toronto, Canada
Relationship timeline
Buyer reply · Question
The buyer asked a question that should be answered before another pitch.
Send the promised expansion benchmark
This seller promise takes precedence over a new outreach motion until it is completed.
Review the expansion benchmark
Overdue · Sept 12.
Replied with an implementation question
Buyer-stated priority: Build onboarding for a newly expanded revenue team.
Relevant team growth detected
The connected company signal detected sales-team expansion across relevant roles.
New role detected
Maya Chen started a new role where prior relationship context may be relevant.
Former customer champion
No buyer objection was recorded with this outcome.
Lem Lab
Build a workspace hypothesis, check what past data suggests, then test it against future outcomes.
Why workspace-only?
Experiments use this workspace’s eligible accounts and CRM outcomes. These results do not contribute to or use a cross-workspace learning model.
What should Lem test?
Choose two to four measurable conditions, the action to compare, and the outcome that matters.
Conditions
Structured events only, so the cohorts can be measured.
When Pricing page revisited + Prior demo completed occurs for expansion-stage saas accounts, does phone-first follow-up create more qualified pipeline value generated per seller hour within 60 days?
Find matched workspace cohorts. Results show association, not causal proof.
Hypothesis results
Historical estimates remain labelled separately from controlled-test outcomes.
| Hypothesis | Evidence basis | Test cohort | Holdout | Outcome estimate | Result quality | Status |
|---|---|---|---|---|---|---|
| Your hypothesisPricing page revisited + Prior demo completed → Phone-first follow-up | Not evaluated | Not run | Not run | — | Not evaluated | Draft |
| New role + former champion → personal re-intro | Historical association | 88 matched | N/A | +22% est. | Directional only | Association only |
| 3+ touches without new context → wait | Controlled test | 174 completed | 87 completed | +18% | Outcomes maturing | Testing |
| Funding signal alone → immediate email | Historical association | 42 matched | N/A | -4% est. | Not reviewable | Association only |
Workspace ranking objective
Current queue objective
Qualified pipeline value generated per seller hour
Qualified opportunity value is verified in the CRM; seller time is estimated from the recommended action and corrected with observed task data.
Evidence and guardrail checks
A pattern can influence recommendations only after every check passes and an administrator approves it.
Required sample size is calculated from baseline outcome rates and the minimum lift worth detecting.