Departures
IST · Jaipur
Jitendra Singh
AI Product Manager · 8 years turning user problems into products people pay for
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REALIZED booked or countedMEASURED tracked change, team effortDIRECTIONAL early signal, small sample
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Express lane · recruiter view
- 75 days concept to launch, Tagshop.ai
- $1.3M → $2.5M portfolio revenue, as a team
- +10% / -5% renewals up, churn down, AI moderation (team result)
- 34/34 Clearline checks passing
How a product moves with me
Six rules I run a product by
Tools I have used
- Product stack at Taggbox
- React.jsNode.jsNext.jsMySQLPostgreSQLSupabaseFirebasePythonCloudflare
- Product and PM tools
- JiraAsanaClickUpConfluenceNotionWrikeZoho ProjectsTrelloPower BI
- Design
- FigmaAdobe XDGoogle StitchBalsamiqCanva
- AI tools and models
- Google AI StudioAntigravityClaude CodeChatGPTGeminiReplitLovableGensparkOpenClawHermes AgentKimi K2DeepSeekQwenOllamaYOLOGemmaMistralPaliGemmaMicrosoft CopilotGitHub CopilotWindsurf
- Cloud and ML
- AWSAWS SageMakerAWS BedrockGoogle Cloud (GCP)AzureMicrosoft VisionRunPod
- Analytics, QA and automation
- MixpanelGA4n8nPlaywright
How it's built
Taggbox AI moderation
- 1Social content (hashtags and handles)
- 2AI models (hosted vision APIs first, then open-source YOLO, Gemma, Mistral, PaliGemma)
- 3Moderation queue
- 4Widgets and social walls
YOLOGemmaMistralPaliGemmaAWS GPUs (US and Europe, GDPR)RunPodGoogle Cloud (GCP, later)
Gate: labelled eval set, launch at 80%+ accuracy, retrained on gaps to about 98% on most features.
Decision Moved from hosted APIs to open-source models when cost proved unworkable.
Your team, next
You need a PM who owns the whole journey, from first signup to renewal, and still builds.
J. Singh · JAI → anywhere · remote · onsite · relocate
Gates follow a customer's journey: Discover → Grow.