SYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAISYNKRAI
BUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILDBUILD
AUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATEAUTOMATE
SCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALESCALE
DEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOYDEPLOY
AGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTSAGENTS
Loading
0%
SynkrAI
Back to Case Studies
Music Operations Case Study

Trillex Music Group

Building the "Dave" AI Agent to monitor label operations, flag security keywords, and compile detailed daily and weekly reports with delta-sync ingestion.

Start Similar Project
Trillex agency preview
02CONTEXT

Client snapshot

Trillex Music Group is a fast-growing music label managing artists and team operations. To maintain strict control and prevent server lag, they required a custom read-only AI engine to audit operational velocity.

Trillex snapshot

Infrastructure

Dedicated VPS

Role

Music Label

Core Tech

OpenRouter Hybrid

Ingestion Mode

Delta-Sync Rule

The mission was to build the Dave AI Agent, a secure analytical hub that watches employee schedule shifts and flags legal, trust, or HR risks. It cross-references schedule timezone maps to track shifts and logs ClickUp task progress via the Silent Velocity protocol. By syncing Notion and Drive updates, it maintains a highly structured memory base to deliver accurate analytics.

03 / OPERATIONAL CONTEXT
Legacy Friction

Problem statement

Trillex was struggling with API cost bleed, slow manual auditing, and delayed escalations. The team needed a secure way to track employee tasks and schedule accountability without high server load.

Overhead Summary
40+ reports compiled weekly

by founders to audit employee schedule velocity.

Legacy Process Flow

Repetitive, manual checks on employee EOD reports

API cost bleed and lack of token-efficient hybrid routing

Delayed detection of legal breaches and trust concerns

Constant manual tracking of overdue ClickUp tasks

Critical Bottlenecks

Manual EOD Audits

Founders had to check if employees submitted EODs and cross-reference schedules manually.

API Token Bleed

Unlimited prompting and looping scripts threatened to cause high monthly API bills.

Escalation Lag

Critical legal breaches, copyright claims, and HR issues went unnoticed without real-time flags.

Server Scan Bloat

Brute-force scanning of Google Drive history caused server lag and heavy API resource load.

04EXECUTION ROADMAP

How we prepared Trillex

This is the exact sequence we followed to build their Agentic Core. Open each step to see what was done and why it mattered.

Configured the VPS server environment and established boundaries for a read-only engine.

Dedicated VPS server provisioning
Read-only analytical scope lock
Strict server boundary enforcement
Guest ClickUp seat access limit
OpenRouter monthly budget cap

All system configurations are locked under read-only permissions, guaranteeing that the AI cannot accidentally modify label data or execute unauthorized writes. The VPS is strictly optimized to eliminate server response latency.

Built the Google Drive and ClickUp metadata delta-scan, avoiding brute-force loading.

Metadata delta-update scanning
Chroma Vector DB sync integration
Metadata indexing for ClickUp tasks
Google Drive history scan avoidance
Zero file duplication protocol

By scanning metadata timestamps, the engine only flags changes since the last sync. This delta process saves massive API token costs while maintaining real-time accuracy across vector search queries.

Designed the 4-hour Tactical Sweep and the 5:00 AM Daily Briefing compiler engine.

4-hour tactical sweep automation
EOD collection from ClickUp channels
Employee schedule timezone mapping
Copyright claim subject sweep
Missed deadline risk radar alerting

The sweeper acts as a silent manager, compiling employee output logs and comparing them against the scheduled shifts. The resulting consolidated daily brief is sent directly to executive inboxes.

Coded the instant webhook filters for categories like Legal, Trust, Theft, and HR.

Legal, trust, theft, and HR keywords
Instant confirmation loop chat logic
Slack and ClickUp webhook triggers
Founder direct escalation routing
Prompt injection defense layers

If an employee uses a flagged term, the agent halts and prompts the user to confirm the issue. Once confirmed, a webhook immediately escalates the incident details to the founders.

Formatted the Daily Brief and Weekly Analytics templates for direct email delivery.

Structured email brief templates
Company KPI performance tracking
Long-term memory audit sweeps
Weekly missed deadline metrics
Token usage and cost reporting

The report formats are designed to be concise and free of filler text. They present high-priority overdue tasks, legal actions, and weekly company KPIs in a clean, easily readable layout.

Launched a two-week sandbox UAT phase to test accuracy before full roster deployment.

2-week silent sandbox rollout
User Acceptance Testing with founders
Founder exclusive interaction limits
Keyword webhook routing validation
Full executive roster release clearance

The two-week sandboxed environment allows the founders to audit and grade the AI agent's accuracy in a controlled space. Once the reports pass the final audit, the agent is cleared for wider team access.

Strategic Architecture

Agentic thinking & mind map

Trillex strategic map

Agentic Thinking Process

We follow an agent-first approach to solve Trillex's operational bottlenecks. Each phase is meticulously crafted to ensure the final analytical engine perfectly aligns with team schedules and executive constraints.

Empathize

Empathize

  • Founder Interview
  • In-depth SOP Audit
  • Access Constraints
Define

Define

  • Keyword Dictionary
  • Escalation Paths
  • Reporting Formats
Ideate

Ideate

  • Hybrid Model Routing
  • Delta-Sync Logic
  • Confirmation Loops
Design

Design

  • ClickUp Guest Setup
  • Webhook Escalation
  • Daily Brief Templates
Test

Test

  • Sandbox UAT Phase
  • Keyword Trigger Test
  • Token Cost Audit

Project Timeline

Business ROI

Impact by the numbers

$100

API Hard Cap

Monthly Token Limit

4-Hour

Tactical Sweeps

ClickUp & Inbox Scan

12

Team Members

Schedule Audits

100%

Source Citation

Zero Hallucination

“
The most robust analytical and escalation engine we have ever seen. Dave automatically tracks our team's daily shifts, logs missed deadlines, and flags legal risks instantly.
Almog & Ayden Headshot

Almog & Ayden

CEO & COO, Trillex Music Group

Back to All Case Studies

Let's Build,
Your Automation.

BOOK YOUR FREE CONSULTATION