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SaaS and technologyAI and data

Turning support tickets into answers, and cutting resolution time 41%

Halcyon's support team was drowning in tickets. We built a practical AI assistant on their own data, governed and measurable.

Client
Halcyon Software
Timeline
12 weeks
Platforms
Google Cloud
Team
3 Synabix engineers with Halcyon's support and data teams
01The result
Proof, not adjectives

What the engagement changed, in numbers.

Each figure is verified with Halcyon Software and cited to its source, so it can be defended, not just quoted.

41% faster median ticket resolutionover 12 weeks · client-verified
32% of tickets deflected by self-serve answersover 12 weeks · client-verified
4.7 of 5 customer satisfaction, up from 4.1over 12 weeks · client-verified
02Challenge and approach
The challenge

Where they started.

Halcyon, a fast-growing SaaS company, was adding customers faster than it could hire support. Answers existed across docs, tickets, and code, but nobody could find them quickly, and quality varied by agent.

The stack we worked in

Google CloudVertex AIBigQueryLangChainPythonLooker
What we did

The work, in order.

  1. 01

    We built a retrieval system over Halcyon's own documentation and resolved tickets, with clear guardrails and source citations.

  2. 02

    An assistant drafts answers for agents to review, so a person stays in the loop and quality stays high.

  3. 03

    We instrumented everything: accuracy, deflection, and resolution time, so the value is measured, not assumed.

  4. 04

    The data foundations were cleaned up first, which made the AI reliable rather than a demo.

03In their words
Synabix shipped AI that our team trusts because it shows its sources and keeps a human in the loop. Resolution time dropped 41% in the first quarter.
Sofia LindqvistVP of Customer Experience, Halcyon Software

Practices involved

Lower cost, lower risk, one partner

Let us write yours.

Tell us where the business hurts, whether that is a climbing cloud bill, a stalled project, or risk you cannot see. We will map a pragmatic next step and a plan you own.

Prefer email? Write to sales@synabix.com. We reply within one business day.