Introduction: The Real Scale of the Change
"Can it really make that big a difference?" I've been asked this many times. Search time cut by 80%. Work that took 30 minutes done in 10 seconds. These numbers naturally invite skepticism.
But this isn't exaggeration. These are results we've consistently seen at organizations where we've supported ZEROCK deployments. This article details one of the most compelling cases: a precision equipment manufacturer I'll call Company A. What challenges they were facing, how they approached the deployment, and what changed — through a concrete story, this is what knowledge management transformation actually looks like.
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Before Deployment: Scattered Information and Exhausted Employees
Company Overview
Company A is a precision equipment manufacturer with approximately 500 employees and over 50 years of history. Their technical capability is well-regarded in the industry. But that long history had produced an enormous accumulation of internal documents.
Technical documents, engineering drawings, customer interaction history, quality control records, internal policies, past proposals — all of it scattered across multiple file servers, an internal wiki, individual email inboxes, and physical paper. Document management systems in use company-wide: 3. Including department-specific systems: 7.
Voices from the Field
IT department head Yamada (name changed) describes the situation: "Every day we'd get requests from the field. 'Where is that document?' 'I don't know how to use this system.' Just responding to those questions was consuming close to 20% of my team's capacity."
The situation was especially serious in new employee onboarding. Newly assigned employees were spending an average of over 2 hours per day searching for information they needed to do their jobs. "Asking a senior colleague" resolved many situations — but consumed the senior employee's time as well.
Quantifying the Problem
Before considering ZEROCK, Company A started by quantifying the current situation: a company-wide survey combined with time-and-motion studies in selected departments.
The results were striking. The average employee spent 48 minutes per day on information retrieval. With 240 working days per year, that's 192 hours — 24 working days — per person lost to searching. Across 500 employees, the annual total was 12,000 working days.
Implementation: A Phased Approach
Phase 1: Start Small
Rather than a company-wide rollout, Company A chose to define a pilot department and start small. At TIMEWELL, we strongly recommended this approach.
The pilot department selected: Technical Support. This department handles technical inquiries from customers and needs access to virtually all of the company's technical information — making information retrieval challenges most acute. It also had a clear KPI (inquiry response volume), making impact measurement straightforward.
Phase 2: Data Preparation and Initial Build
The first month was spent on data preparation. The key documents that Technical Support accessed — the past 3 years of inquiry handling history, product manuals, and technical specifications — were loaded into ZEROCK to build the initial knowledge base.
The critical judgment in this process: what to include. Rather than loading all documents indiscriminately, we prioritized content with a high probability of being referenced in actual work. Excluding overly old information and policies that had since been superseded reduced noise and improved search precision.
Our team supported the inventory process, working alongside Company A's technical support team to organize and load approximately 20,000 documents.
Phase 3: Training and Adoption
In parallel with system setup, user training was conducted. The focus was deliberately on "scenarios for daily work" rather than feature explanations.
Telling users "ZEROCK supports hybrid vector and GraphRAG search" was far less effective than: "When a customer calls in saying 'Error code 001 appeared on Product X,' try asking ZEROCK this way." Concrete scenarios drove adoption.
For two weeks post-training, TIMEWELL's customer success team provided near-onsite support, responding immediately to user questions and improvement requests. This intensive early support was a significant contributor to long-term adoption.
Results: Numbers and Change
Dramatic Search Time Reduction
Effectiveness measured 3 months post-deployment: information retrieval time in Technical Support dropped from an average of 48 minutes to 9 minutes — an 81% reduction. The initial target of 80% was achieved.
The most dramatic improvement: searching past cases. Previously, "has there been a similar error on this product before?" required searching multiple systems sequentially and manually assembling relevant cases. With ZEROCK, entering a natural language question surfaces relevant past cases together with a generated answer.
Inquiry Response Volume
Reduced search time directly impacted business outcomes. Per-person daily inquiry response volume in Technical Support increased from an average of 12 to 18 — a 50% improvement. Quality did not fall; in fact, the ability to reference past cases improved answer accuracy while throughput grew.
Customer evaluations improved as well. With faster average response times and more "resolved on first contact" outcomes, customer satisfaction scores improved by 15 points.
Breaking Knowledge Siloing
A second major result: breaking knowledge siloing. Technical Support had several "knows-everything" veteran employees — difficult inquiries flowed to them. With ZEROCK, new employees could produce answers at a consistent quality level, reducing the load on senior staff.
One veteran employee reflected: "Honestly, I was anxious at first that I'd become less relevant." "But what actually happened was that I could focus on the complex technical judgments that only I could make — it actually increased my sense of purpose. I was freed from routine inquiry handling and could spend my time on work that was genuinely valuable."
Company-Wide Rollout and Beyond
Scaling the Success
Following the pilot's success, Company A committed to company-wide deployment. The Technical Support success story was shared internally, department needs were gathered through interviews, and expansion proceeded in prioritized stages.
Sales, Engineering & Design, and Quality Control deployed in sequence — one year after initial deployment, ZEROCK was fully operational across the organization.
Continuous Improvement
After company-wide rollout, improvement work continues. Monthly usage analysis identifies "frequently searched but not found" information, expanding the knowledge base accordingly. User feedback drives ongoing search precision improvements and interface refinements.
Yamada reflects: "ZEROCK wasn't a 'deploy it and you're done' tool. The more you use it, the more knowledge accumulates and the better it gets. That's what makes us genuinely glad we deployed it."
Summary: Transformation Is Achievable
Company A's case demonstrates that knowledge management transformation is achievable. Scattered information, knowledge siloing, wasted search time — these are challenges common to many organizations, and they can be solved with the right tool and the right approach.
What matters: not trying to do everything at once, but building a success story through a small start. Then spreading that success and continuing to improve. Company A's approach is the model.
At TIMEWELL, we've helped many organizations achieve this kind of transformation. The same outcomes are within reach for your organization. Start with a 14-day free trial to experience ZEROCK's impact firsthand.
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