Deal desk turnaround in hours, not days, at a mid-market B2B SaaS.
An $85M ARR sales org compressed deal-desk turnaround from five days to four hours and lifted CRM data accuracy to 96% on a continuous basis — through a year of sales headcount expansion.
.03Forecast accuracy+18ppat the segment level, YoY
The Situation
A sales org of 120 reps with a four-person RevOps team had become the bottleneck on everything. Deal-desk queues stretched five days for non-standard discounts. Forecast accuracy hovered around 60% at the segment level. CRM hygiene was a quarterly fire drill instead of a continuous loop. Every month-end the comp team and the AEs spent the first week arguing about commission calculations.
The CEO wanted to grow sales headcount 40% inside the fiscal year. The CRO had told him plainly that with current RevOps capacity, every new AE would make the bottleneck worse, not better.
The Engagement
Two-week audit phase covered the sales process by stage, the deal-desk policy in actual practice (not the documented version), the forecast methodology by segment, the comp plan logic, and the CRM data model. We pulled twelve months of CRM data into Snowflake and produced a stall analysis showing where deals actually died.
Build ran eight weeks. AgentPrime principal engineer, solutions architect, and RevOps lead worked alongside the CRO, RevOps lead, and a sales-operations IC. The customer's team contributed roughly 20 hours across the full engagement, weighted toward audit interviews and deployment checkpoints.
What We Built
A revenue agent that owns the full chain from lead qualification through commission validation. The deal desk runs against policy-encoded thresholds with one-click approval routing for human checkpoints. CRM enrichment and hygiene run continuously off the data warehouse. Forecast roll-ups generate at rep, segment, and pipeline level — same source of truth across all three views.
The agent integrates with Salesforce, DealHub, the data warehouse, Slack, and Gong. Sales process logic was encoded from the company's actual playbook, including the specific qualification criteria that the high-performing reps use and the discount escalation paths the deal desk really enforces.
The Outcome
Deal-desk turnaround compressed from five days to four hours. 85% of approvals run fully automated against policy. CRM accuracy lifted to 96% continuously — no quarterly fire drills. Forecast accuracy climbed 18 points at the segment level, with the CFO finally trusting the segment-level number well enough to commit to the board.
RevOps headcount held flat through a year of sales-team expansion from 120 to 168 AEs. The four-person RevOps team moved from reactive queue work into strategic projects: a new segmentation model, a partner-channel forecast, and the first defensible commission plan iteration the company had ever shipped without dispute.
"We grew the sales org by forty percent and RevOps didn't blink. That was never going to happen the old way — we'd have hired three more people just to stay in place."
