Scaling Pain → Intelligent Workflows
Replaced manual bottlenecks with automated, agent-enabled workflows that scale with the business, not against it.
A healthcare company overwhelmed by manual onboarding, approvals, and document intake eliminated 60% or more of manual work and cut cycle times from days to hours. Pure Source deployed automated workflows and a Claude-powered document classification agent that handled 91% of intake volume without human review by week eight.
Last updated: August 5, 2026
Healthcare Company
Engagement sponsor: Founder / CEO
- Employee onboarding required 12+ manual steps across email, spreadsheets, and disconnected tools
- Approval requests stalled in inboxes with no visibility into status, no escalation logic, and no audit trail
- Document intake was entirely manual - staff sorted, routed, and filed everything by hand
- Growth increased compliance pressure and made every manual error more costly
What we did
- Mapped the critical workflows end-to-end and identified the highest-friction failure points
- Built automated onboarding and offboarding flows - a single intake triggers provisioning, training assignments, and equipment tracking
- Deployed approval routing with conditional logic, escalation deadlines, and automatic reminders
- Added intelligent document classification that categorizes and routes incoming documents based on content
- Established an operating cadence: prioritized backlog, weekly reviews, and measurable automation metrics
Outcomes
60%+ manual work eliminated
Onboarding, approvals, and document handling now run automatically with human oversight only for exceptions
Source: Pure Source engagement data, 2025
Cycle time cut from days to hours
Requests that took 3-5 days of follow-up now complete in under 4 hours on average
Source: Pure Source engagement data, 2025
91% of document intake handled without human review
The Claude-powered classification agent handled 91% of intake volume autonomously by week eight
Source: Pure Source engagement data, 2025
Scalable, auditable foundation
Every workflow logs actions, decisions, and exceptions - ready for compliance review without additional effort
Source: Pure Source engagement data, 2025
Under the hood
The core challenge wasn't technical - it was operational. The client's document intake process had grown organically over five years into a mix of fax, email, portal submissions, and manual handoffs. Before any automation was possible, we had to stabilize the intake surface: consolidate channels, define document types, and establish clear routing logic.
With that baseline in place, we built a Claude-powered classification agent. The agent reads each incoming document - regardless of format or source channel - extracts the fields that matter for routing, checks for completeness, and generates a structured intake record in the downstream system. Documents that pass the completeness check route automatically. Documents with missing or inconsistent information route to a human reviewer with an exception summary already attached, so the reviewer is resolving a specific problem, not re-reading the document from scratch.
We tuned the agent's configuration over the first six weeks using real intake data - adjusting field extraction logic, adding document type variants we hadn't accounted for in the initial build, and refining the escalation thresholds based on the client's actual tolerance for autonomous routing. By week eight, the agent was handling 91% of volume without human review.
“The team stopped fighting process and started running it. Intelligent automation replaced the bottlenecks, and agents handle more as volume grows.”
— Founder / CEO, Healthcare Company
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