Recovered $480K in misrouted pipeline; reduced CRM hygiene effort 92%

Composite example — illustrative of typical Workforce engagements, not based on a single client.

The starting situation

A mid-market Series B SaaS company, roughly 200 people, had expanded outbound fast: 18 SDRs generating CRM activity all day, every day. The data debt compounded quietly. Contacts duplicated across accounts. Ownership assignments that hadn't been refreshed in over a year. A steady drip of opportunities routed to the wrong owner because the territory rules had gone stale underneath them.

The operational symptom was visible: SDRs were spending close to an hour a day cleaning Salesforce instead of selling. The strategic symptom took a baseline audit to see. Roughly one qualified opportunity in every twelve to twenty had been assigned to the wrong owner at least once in its lifecycle, and a meaningful share of those deals had stalled because the person holding them was no longer the right person to act.

The team had already tried the two standard fixes. Tighter routing rules in Salesforce helped until the rules themselves went stale. A junior RevOps analyst helped until it became clear that one human cannot keep up with 18 SDRs' worth of daily CRM entropy.

What we built

• Role definition: a Workforce-tier RevOps Hygiene digital employee with a precisely scoped charter — deduplicate contacts on a fuzzy match of email plus normalized company name, enforce ownership refresh on accounts inactive for 90 days, flag opportunities whose stage and last-activity timestamps didn't match the owner's cadence, and surface routing exceptions to the human RevOps lead.
• Deployment: OAuth-delegated identity inside the company's own Salesforce, revocable in one click. No BuildClub-side copy of CRM data.
• Autonomy model: low-risk corrections (deduplication, stage hygiene) automated; higher-risk actions (ownership reassignment, opportunity rerouting) queued for one-click human approval. High-risk actions stayed gated permanently — that is the standing Workforce policy, not a rollout phase.
• Audit trail: every action the agent took, logged and visible to the RevOps lead in real time.

How it evolved

Week one was role scoping and baseline measurement — the audit above is where the misrouting number first surfaced. Week two put the agent into shadow mode: it watched every CRM action and proposed corrections without applying any, so the RevOps lead could inspect its reasoning before a single record changed. Weeks three and four moved it into supervised operation, automating the low-risk corrections while queuing reassignments for approval. By the end of week four it was operating autonomously within the contracted policy, and the approval queue had become a five-minute morning review rather than a project.

What it changed

• Thousands of duplicate contacts merged or flagged in the first pass, with a couple hundred stale account ownerships refreshed behind them.
• Dozens of misrouted opportunities reassigned to the right owner — $480K of qualified pipeline that had been sitting with the wrong rep for an average of 60 to 90 days.
• SDR CRM-hygiene time fell from roughly an hour a day to minutes — a 92% reduction that returned the equivalent of more than two FTEs of selling time across the team.
• The Head of RevOps put it plainly: nobody was replaced. The digital employee took over the work nobody on the team wanted, and the humans got their selling time back.

What it didn't change

Salesforce stayed the system of record, exactly as configured; the agent worked inside it rather than around it. Territory strategy, comp plans, and quota decisions remained entirely human. Ownership reassignments and opportunity rerouting kept their one-click human approval — autonomy never extended to the actions that move revenue between people. And the SDR team's headcount didn't move: the capacity came back as selling time, not as a reduction.

The composite lesson

RevOps hygiene is the natural first Workforce role for a SaaS company: the work is unambiguous, the risk gradient is easy to gate, and the payoff compounds — every downstream report, forecast, and routing decision improves when the CRM under it is clean. Companies in this pattern almost always scope a second role next; Inbound Lead Qualification is the most common, reusing the operating-model artifact from Phase 0 · Assess as runtime context for the new agent.