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Professional Services

How a 60-person consulting firm cut quote-to-cash from 11 days to 38 hours

End-to-end automation of contract → project kickoff → milestone invoicing across Salesforce, Stripe, Jira, Slack, and Google Drive. $187k of recovered annual time, and a finance team that stopped chasing invoices.

  • Time-to-invoice
    11 days → 38 hrs
  • Manual entry eliminated
    82%
  • Annual hours recovered
    1,250+
  • Annual labor cost recovered
    $187k
  • Days sales outstanding
    47 → 22
  • Payback period
    11 weeks

Client

Mid-market consulting firm (anonymized)

Size

60 consultants, ~$18M ARR

Stack

Salesforce · Stripe · Jira · Slack · Google Workspace · QuickBooks

Where they were

A regional management consulting firm was growing 40% YoY, but operations were stuck in 2018. Closed-Won deals in Salesforce kicked off a manual chain: an ops coordinator would copy the contract terms into a Google Doc kickoff brief, create a Jira project by hand, spin up a Drive folder, ping the consultants in Slack, and email the client.

Two weeks later, finance would manually generate the first milestone invoice in Stripe — pulling deal amounts from Salesforce, breaking them into milestones from the signed contract, and entering line items by hand. Errors were routine: invoice amounts that didn't match the contract, milestones missed, follow-up reminders sent late.

By the time we got involved, two full-time operations coordinators were spending ~60% of their week on these handoffs. The CFO was using Days Sales Outstanding (DSO) as a top-3 metric in board meetings — and it was creeping up.

The diagnosis

We ran a one-week discovery: shadowed the ops coordinators, mapped every handoff in the quote-to-cash flow, and timed each manual step. The map showed 14 distinct handoffs between Sales, Ops, Delivery, and Finance — each one a potential point of failure and an average of 23 minutes of labor.

Total time from Closed-Won to first invoice sent: an average of 11 business days. Industry benchmark for similar firms: 3–5 days. The gap was costing them ~$2k per active engagement in carrying-cost interest alone, before you counted the labor.

The encouraging part: their data was clean. Salesforce was disciplined, Stripe customer records were well-maintained, and contracts followed a consistent structure. That meant we could automate the workflow without a multi-month data cleanup project first.

What we built

Six interconnected workflows over a six-week build cycle. We hosted everything on n8n (self-hosted on their existing AWS account) so they retained full ownership and could see every execution. Total project cost: $24,800.

The headline workflow: Closed-Won in Salesforce now triggers a cascade. An AI step reads the signed contract from Drive and extracts payment schedule, line items, and milestone dates. A Jira project gets created from a template, pre-populated with milestones. A Drive folder spins up with the right permissions. A Slack channel is created, the consulting team is added, and the kickoff email goes out to the client — pre-populated with the project lead's intro and the kickoff meeting link.

Two weeks later (or whenever the first milestone is hit, depending on the contract), an invoice is created in Stripe with the right line items, sent automatically, and the status syncs back to Salesforce. Payment received? The CRM updates, Jira gets a 'paid' tag on the milestone, and Slack pings the partner who owns the account.

The numbers, six months in

Quote-to-cash compressed from 11 business days to under 38 hours. The two ops coordinators went from spending 60% of their week on handoffs to spending 8% — that time got redeployed to client success and new-engagement scoping, which directly contributed to the firm's expansion into two new service lines.

Days Sales Outstanding dropped from 47 to 22 — a clean unlock of working capital that more than paid for the automation in the first quarter. Invoice errors fell to near-zero (we caught two flagged ones in three months, both because the underlying contract had ambiguities, not because of the automation).

The CFO's quote, post-launch: "This is the first time in five years we've had finance metrics that aren't actively getting worse. The automation pays for itself every six weeks."

What we shipped

Six interconnected workflows.

  • Project kickoff orchestrator

    Closed-Won in Salesforce → Jira project + Drive folder + Slack channel + kickoff email, all pre-populated from CRM data.

  • Contract-aware billing schedule generator

    AI reads the signed contract, extracts milestones and line items, and creates a scheduled invoice plan in Stripe.

  • Milestone → invoice trigger

    Marking a milestone complete in Jira releases the corresponding Stripe invoice to the client (with optional manual approval gate).

  • Payment received → close-the-loop

    Stripe payment event updates Salesforce opportunity, Jira milestone tag, and posts a celebration in the account Slack channel.

  • Overdue invoice reminder cadence

    AI-tuned reminder cadence based on invoice age, payment history, and account relationship. Escalates to the account partner at 21 days past due.

  • Weekly finance digest

    Every Monday: outstanding invoices, DSO trend, projects-without-invoices flagged for ops review. Posted to a shared Finance/Ops Slack channel.

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