The Challenge — KORAX Platform

The numbers speak for themselves

Real-world data on the impact of traditional Knowledge Bases in enterprise organizations.

<5%

Actual usage rate of traditional KBs

2.5h

Average daily time spent searching for information per operator (31% productivity lost — McKinsey)

15-25%

Annual turnover of L1/L2 technicians — knowledge walks out the door

€15-30k

Onboarding cost for each new technical resource

The silent failure

Most organizations have a Knowledge Base. Very few actually use it. The real usage rate is below 5% — yet the problem is rarely measured because no one monitors whether technicians actually consult the KB before resolving a ticket.

The visible surface of the problem — outdated articles, fruitless searches — is just the tip of the iceberg. Below the waterline lies a structural cost that impacts productivity, service quality, and staff retention.

Technology isn't the problem. SharePoint, Wiki, Confluence, shared PDFs: all of these tools ignore how the human brain learns and retrieves information under operational pressure.

The Silent Failure of Knowledge Bases — the iceberg of lost productivity

The vicious cycle of traditional KBs

A predictable pattern that repeats in every organization. The outcome is always the same: abandonment.

1 They get created

→

2 No one updates them

→

3 They become obsolete

→

4 No one uses them

→

5 They get abandoned

Why does this happen?

Phase 1 — The enthusiastic creation. The company invests in the KB. A dedicated team writes articles, creates documentation. The launch looks promising.

Phase 2 — The gradual abandonment. Documenting takes time. No one is incentivized to do it. Technicians have tickets to close, not articles to write. The KB freezes.

Phase 3 — The silent obsolescence. Procedures change, systems get updated, but the KB stays frozen. Technicians consult it, find outdated information, and lose trust.

Phase 4 — The workaround. Technicians develop informal channels: internal chats, sticky notes, "ask the expert colleague." Knowledge becomes implicit, personal, volatile once again.

Phase 5 — The abandonment. The KB becomes a graveyard of documents. It exists on paper, but no one uses it. The investment is lost.

Vision: beyond the Service Desk — turning knowledge cost into a competitive asset

The hidden cost

The economic impact of a dysfunctional Knowledge Base runs far deeper than it appears.

Time lost searching

An operator spends an average of 2.5 hours per day searching for information. Across a team of 20, that amounts to 50 hours daily — over 6 FTE equivalents lost to non-productive activities. McKinsey estimates 31% of productivity evaporates.

Repeated errors

Without a reliable KB, the same mistakes are made by different people at different times. Each repeated error carries a direct cost (resolution time) and an indirect cost (damage to service reputation, SLA breaches, avoidable escalations).

Slow and costly onboarding

Each new technical resource costs between €15-30k in onboarding. Without a functioning KB, newcomers depend entirely on colleagues — who slow down their own work to act as mentors. Time to operational autonomy extends by weeks.

Knowledge loss from turnover

With annual turnover of 15-25% in L1/L2 teams, knowledge walks out the door every quarter. The expert technician who leaves takes years of undocumented experience with them — informal procedures, workarounds, context that no document captures.

The real problem is cognitive

Traditional tools ignore how the human brain learns, remembers, and applies operational procedures under pressure. A technician resolving a critical incident doesn't have time to read a 15-page document — they need the right answer, in the right format, at the right moment.

But there's an even more insidious problem: the expert technician assumes they already know. In corporate environments, rules change constantly — updated procedures, new policies, infrastructure changes. No system today tells them "something has changed." The technician operates with obsolete knowledge, convinced they're doing the right thing.

The worst problem isn't not knowing — it's assuming you already know.

Before and after KORAX

The same problem, two completely different realities.

Without KORAX

Knowledge Base ignored by 95% of technicians — it exists but nobody uses it

2.5 hours/day lost searching for information per operator (McKinsey)

New technician onboarding: 4-6 months — total dependency on senior colleagues

Documentation obsolete within weeks of publication

Technicians assume they know — nobody alerts them to changes

KB dies after publication — no lifecycle, no governance

With KORAX

AI Assistant responds in real time with verified sources and confidence score

Drastic reduction in search time — the answer comes to the technician, not the other way around

Accelerated onboarding with POV video and AI guiding step by step

Algorithmic governance keeps the KB automatically updated

Proactive alerts when procedures change — technicians are always up to date

Self-improving cycle — every gap becomes a growth opportunity

Frequently Asked Questions

What problem does KORAX solve?

Traditional Knowledge Bases have less than 5% real usage. The problem isn't technical — it's cognitive. KORAX addresses how the human brain learns and applies operational procedures, combining first-person video, scientific gamification, and algorithmic governance.

How is it different from a chatbot with RAG?

KORAX is not a chatbot with a knowledge base. It's an integrated ecosystem that tackles two problems no chatbot solves: why technicians don't use KBs (adoption) and why KBs become obsolete (governance). The chatbot is a component, not the product.

How does it handle AI hallucinations?

Every response has a visible Confidence Score with color coding. When it can't find documentation, it explicitly declares it. The system doesn't fabricate — it flags the gap and turns it into an improvement opportunity.

Does gamification work with senior technicians?

Yes, but for different reasons. Seniors are motivated by recognition as experts and field-validated skill badges shareable on LinkedIn. The system transforms their tacit knowledge into permanent documented assets and rewards them for it.

Is it suitable for regulated environments?

KORAX is designed with built-in GDPR, NIS2, and AI Act compliance. Complete audit trail, cryptographic isolation between organizations, traceability of every AI interaction.

Can I try KORAX?

Yes — our AI Expert is available to answer any question about the platform. Try KORAX Expert →

Why traditional Knowledge Bases fail