Tech Startup

Quantumrift

A cybersecurity startup providing real-time threat detection and compliance tooling for SMEs.

Overview

Quantumrift's support team of three had kept pace with early growth through sheer knowledge of the product — but that approach had a hard ceiling, and inbound volume had tripled in six months. Resolution times were climbing and satisfaction scores were slipping for the first time since launch.

They needed to scale support without scaling headcount, and without making the experience feel like it had been handed to a bot. Both conditions were non-negotiable.

Challenges

Their product knowledge was real but unstructured — scattered across Notion pages, a public knowledge base, and internal video walkthroughs nobody had indexed. There was no single source of truth a system could be trained on reliably.

Previous chatbot experiments had made things worse. Users learned quickly to dismiss automated responses and request a human — adding workload rather than reducing it. The team's skepticism was earned, and it needed to be met with results, not reassurance.

Solutions

We spent the first week doing nothing but consolidating their knowledge into a clean, structured, RAG-ready format — resolving contradictions, filling gaps, and organising it into something a model could reason over reliably. The agent was only built once the foundation was solid.

Before going live, we ran a two-week shadow period comparing AI responses to human responses on identical tickets, refining until quality was indistinguishable. The team signed off before a single real user interaction was handed over.

80%

Of tickets resolved without human involvement

58sec

Average resolution time for tier-one queries

4.8/5

Post-resolution satisfaction score from users

2 weeks

Shadow testing period before a single live handover

Automating workflows. Delivering results.

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© 2026 Rhive Inc. All rights reserved.

Created by

Bertalan Hazman

Automating workflows. Delivering results.

© 2026 Rhive Inc. All rights reserved.

Created by

Bertalan Hazman

Automating workflows. Delivering results.

© 2026 Rhive Inc. All rights reserved.

Created by

Bertalan Hazman

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