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PRODUCT
Platform overview
See how Glean works.
Built for enterprise AI.
Glean Enterprise Context 
Ground AI in company context
Connectors & actions
Glean offers more than 250 connectors
APIs
Build generative AI experiences
API lookbook
Explore what you can build
Glean Protect
Safely scale AI at work
Glean Intelligence
Get more from every AI request
Auto routing
Route work to the right model
Model hub
Get access to the latest models
Usage controls
Control AI usage and spend
AI gateway
Govern every AI interaction
Glean Assistant
Your enterprise AI coworker
Proactive AI
Stay ahead of what matters
Content creation
Create grounded, on-brand content
Multiplayer
Create and refine work together
Work execution
Turn insight into action
Data analysis and research
Turn context into insights
Enterprise search
Find answers across your company
Glean Agents
Build and manage agents
Agent builder
Build agents your way
Agent orchestration
Automate work across systems
Agent governance
Scale agents with control
Agent library
Discover trusted, reusable agents
Coming soon
Glean Transform
See where AI can make the biggest impact
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What’s the state of your AI stack for software engineering?
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John Pentakalos

Data Scientist
, Glean

About

John Pentakalos

John Pentakalos is a Data Scientist on Glean’s Product team—an applied scientist focused on the AI Assistant and A/B testing—who turns product telemetry into clear stories marketers can use. They bring a marketer’s mindset to analytics, co-leading Assistant Metrics Reviews and introducing measurement frameworks like Growth Accounting and Incrementality Analysis to connect product signals with go‑to‑market narratives. John quantified the impact of Agentic Looping, showing 15–18% lifts in Chat DAU and a meaningful shift of queries from Search to Chat; across beta customers, they documented 80%+ increases in Chat DAU immediately post‑enrollment. They also built the Chat V2 data model that standardizes how we measure assistant engagement and feedback, and authored the Chat v1.5 experiment readout that delivered measurable latency wins without material changes to usage—work that helps product and marketing communicate real‑world value with credibility. A contributor to Glean’s Performance Benchmark blog, John consistently translates complex evaluation into customer‑friendly insights, and in their current role partners across product, data science, and marketing to help enterprises put AI to work with confidence.

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John Pentakalos

Recent posts from

John Pentakalos

Glean’s Agentic Engine 2 achieves 94% completeness, excelling at challenging enterprise debugging, writing, and enumeration tasks
September 25, 2025

Glean’s Agentic Engine 2 achieves 94% completeness, excelling at challenging enterprise debugging, writing, and enumeration tasks

Glean Assistant’s agentic architecture unlocks new complex tasks that depend on your enterprise knowledge.

Megha Jhunjhunwala

Megha Jhunjhunwala

Engineering

John Pentakalos

John Pentakalos

Data Scientist

Eddie Zhou

Eddie Zhou

Engineering

Glean + Product

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