A shop that rents SDR capacity to scale-ups is capped by research time per rep. Moving research and prioritisation into Caicle lets each rep cover far more accounts at the same quality. Figures are illustrative.
- 2.0x
- Accounts covered per rep
- +18 pts
- Gross margin
- -45%
- Ramp time for new reps
The challenge
The business model is simple: place skilled SDRs into client accounts and charge for the capacity. The constraint is equally simple. A rep spends more than half the day researching accounts and writing bespoke openers, which caps how many client accounts one rep can credibly cover and compresses the margin on every seat.
Onboarding compounds the problem. New reps take weeks to learn how to find a defensible reason to reach out, and inconsistent research quality across the team makes outcomes hard to promise to clients.
The approach
The shop standardises its front end on Caicle. Companies handles the research so reps no longer hunt for facts by hand, and the fit and signal scores turn a flat list into tiers with a suggested angle already attached. A rep opening alpentrans.example sees the confirmed VAT registration, the parent entity from the LEI register, and three operations roles posted this month, each with its source.
That changes the rep's job from researcher to operator. Instead of starting each account from a blank page, a rep opens a scored dossier, applies judgement, and personalises an approach the Strategy Room has already drafted for review. PRISM's drop recommendations keep reps off low-fit accounts that used to eat time.
Running every client under its own profile means the shop can present each engagement under the client's expectations while operating them all from one console, with shared playbooks that make rep output consistent regardless of tenure.
The results
Per-rep account coverage roughly doubles at equivalent message quality, which lifts gross margin by an estimated eighteen points because the same salaried capacity produces more billable coverage. New-rep ramp time falls by nearly half, since the platform encodes the research judgement that used to live only in senior heads.
These are representative outcomes for a well-fit engagement rather than a guarantee, but the mechanism generalises: when research stops being the bottleneck, capacity-based economics improve directly.
Illustrative scenarioFigures describe a representative engagement, not a measured customer result.