ioane.kordzadze support-ops
Customer Support Operations Manager @ Bolt Food · Tbilisi

I run a support team — and build the software it runs on.

Two years at Bolt Food, three roles, one pattern: find the structural gap, build the tool, ship it to production. My team's scheduler, KPI dashboard, QA pipeline, and the automations that feed them aren't side projects — they're in daily use, built with no formal engineering support.

CSAT
77.9%86.4%
First response
8 min21 s
Resolution time
10.3 h1.5 h
Reopen rate
12.1%9.6%
Ticket automation
~18%~35%
team results over six months of coaching + tooling, 20-agent team · automation rate from rebuilding the bot's knowledge base
01

Internal tools

Built at Bolt Food for the support org and running in production today — not prototypes. The repos below are sanitized copies: employee names replaced, demo data seeded, credentials stripped.

/01

CS Performance DashboardLIVE DEMO

AI-powered KPI and review platform used by 30 managers across 180 agents. Per-agent trends, team rankings, weighted bonus calculator, AI-generated review drafts with editable prompts, Slack delivery, PDF export. Cut weekly review prep from a full shift to under 2 hours.

AngularTypeScriptFirebaseEChartsGemini API
/02

CS Shift SchedulerLIVE DEMO

24/7 roster generator built on a constraint solver (Google OR-Tools CP-SAT) — rest rules, coverage minimums, leave imports, shift-swap approvals, overtime tracking, Slack + Google Calendar integrations. Replaced a ~$1,000/yr paid service; ~25 daily users. Backed by a 9-module pytest suite.

PythonOR-ToolsFastAPIReactCloud Run
/03

QA Review Cockpit

One-button QA automation: an always-on engine drives a dedicated browser, reads support cases, scores them against the company scorecard and policy knowledge base with Claude, and fills the review queue. Turned hours of manual ticket QA into a supervised pipeline.

Node.jsClaude APICDPlaunchd
/04

Beehive Plus

Chrome extension that augments the internal case-management tool with admin-panel context the support team otherwise had to look up by hand — order details, provider info, and history injected straight into the case page.

JavaScriptChrome ExtensionMV3
/05

Slack Automation Layer

Two bots that push work to people instead of waiting for them to log in. The dashboard bot DMs every agent their own Block Kit scorecard — each metric against its goal, the team average, and their rank — weekly and monthly, with send history and a manual re-send. The scheduler bot DMs admins a 9:00 AM daily roster: shifts by block, who's on leave and for how long, plus 1:1 catch-up suggestions computed from shift overlap. Swap requests notify approvers the moment they're filed.

Slack Web APIBlock KitCloud SchedulerCloud RunFirebase
/06

Scheduled AI AnalystsRUNS DAILY

Four scheduled Claude agents that finish the recurring analysis before I start work. Two review our AI support chatbot: 40+ BI dashboard CSVs per run, aggregated in pandas, ranked by automation opportunity, separating “never picks the case up” from “picks it up and fails”. Each run ships a markdown review, a Slack canvas, and the example cases behind every finding. A third drafts each agent's monthly review from live KPIs, then spawns a subagent to re-verify every number before I read it. The fourth rebuilds my morning checklist. Shared rule: a stale feed means alert and stop, never an estimated number.

Claude CoworkAgent SkillsPythonpandasSlack APIDrive API
02

About

I started at Bolt Food as a junior operations specialist and became a support manager in under two years. At every step I built software to remove the manual work around me — an invoice generator handling 1,300+ providers, a diagnostic dashboard for delivery delays, then the full toolkit my CS team uses today.

I'm not a traditional engineer. I'm an operator who codes: I live inside the workflows I automate, so the tools fit — and they're in daily use across the support org, from my own 20-agent team to 30 managers on the dashboard. Built with React, Angular, Python, and heavy, deliberate use of AI-assisted development.

roleCS Operations Manager, Bolt Food
team20 agents, 24/7
basedTbilisi, Georgia
stackPython · TS · React · Angular
educationBBA, GPA 3.74