What this covers
- The categories, honestly
- Where each one is genuinely strong
- Where the join breaks
- How to decide
The categories, honestly
Most CRM operations are deterministic. The useful question is which parts genuinely need a model.
We compare categories rather than named products, because specific tools change quarterly and claims about a competitor's current feature set age badly. What is stable is the shape of what each category is built to do.
Where each one is genuinely strong
Each category exists because it solved a real problem well. Sequencers are excellent at sending and measuring replies. CRMs are excellent at holding the deal and the relationship. Signal tools are excellent at surfacing intent you would not otherwise see.
The strength is real in every case. The limitation is at the boundary — what happens to the record when it leaves that tool.
Where the join breaks
Attribution across engagement and revenue requires both to live in one schema. Integrations keep two systems roughly in sync: records match on email until someone changes job, stages sync until a field is renamed, and reconciliation runs on a schedule that guarantees slight staleness.
"Roughly" is where attribution dies. A report that is 90% right about which campaign produced revenue is not one you will set budget from.
How to decide
Ask what is actually broken. If you cannot run the process smoothly, buy for the process. If the process runs fine but you cannot see which activity produced collected revenue, that is an architecture problem and no amount of additional tooling fixes it.
Buying the wrong category is the expensive mistake, and it is common precisely because both categories demo well.