Subvolts take AI is making everyone a data analyst by replacing dashboards with conversational tools. Dec 5, 2025 - Developers
- Learn about integrating AI into data analysis workflows and building agentive tools.
- Business
- Understand how AI can democratize data insights and empower non-technical users to analyze information.
This episode features a CEO discussing how AI is fundamentally changing data analysis, a key area for enterprise AI adoption.
The Death of Data Gatekeeping: AI Makes Everyone An Analyst | Hex Cofounder
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From Subvolts
Summary and analysis by Subvolts editorial, AI-assisted.
Barry McCardel, CEO of Hex, joins a16z's Sarah Wang to discuss how AI is transforming data analysis beyond traditional dashboards. They explore agent workflows, conversational interfaces, and context-aware models, aiming to empower everyone to become a data analyst. The conversation also touches on Hex's approach to integrating AI and unifying analysis within a single workflow.
Imagine asking your computer questions about company information like you're talking to a friend. This episode explains how new AI tools let people do just that, making it easier for anyone to understand data without needing special skills. It's about making data analysis more like a conversation.
This episode explores how AI tools are democratizing data analysis, moving beyond static dashboards to interactive, conversational exploration. It's for business leaders and data professionals interested in leveraging AI for deeper insights and operational efficiency. The discussion on agentive workflows and context-aware models aligns with current frontier AI development, where making AI more intuitive and integrated into existing workflows is a key focus for labs like Google Gemini and OpenAI.
- Hosta16z
- GuestBarry McCardelCEO, Hex
- Guest: Barry McCardel, CEO of Hex
- Show: AI + a16z
- Length: 83 minutes
- Topic: AI transforming data analysis beyond dashboards
- Guest Background: Former engineer at Palantir
Most companies still rely on dashboards to understand their data, even though AI now offers new ways to ask questions and explore information. Barry McCardel, CEO of Hex and former engineer at Palantir, joins a16z General Partner Sarah Wang to discuss how agent workflows, conversational interfaces, and context-aware models are reshaping analysis. Barry also explains how Hex aims to make everyone a data person by unifying analysis and AI in one workflow, and he reflects on his post about getting rid of their AI product team and the process behind Hex’s funny launch videos.
Timecodes:
0:00 – The problem with dashboards
1:20 – The evolution of data teams and AI’s role
2:05 – Democratizing data: challenges and opportunities
3:45 – The rise of agentive workflows
9:48 – Threads and the changing UI of data analysis
13:16 – Building AI agents: lessons from the notebook agent
16:12 – Model capabilities and the future of AI in data
19:10 – The importance of context and trust in data analysis
24:34 – Semantic models and context engineering
29:27 – Data team roles in the age of AI
31:52 – Accuracy, trust, and evaluating AI systems
37:43 – Building Hex: embracing AI as core, not an add-on
48:48 – Pricing, value capture, and the future of SaaS
55:55 – The modern data stack and industry consolidation
1:04:26 – Acquisitions and owning the data insight layer
1:06:46 – Lessons from Palantir: forward-deployed engineering
1:13:11 – Commitment engineering and customer collaboration
1:17:25 – Brand, launch videos, and having fun in SaaS
Resources:
Follow Barry McCardel on X: https://x.com/barrald
Follow Sarah Wang on X: https://x.com/sarahdingwang
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- Agent workflows
- Barry McCardel
- Automated sequences of tasks performed by AI.
- Conversational interfaces
- Barry McCardel
- Ways to interact with computers using natural language, like talking.
- Context-aware models
- Barry McCardel
- AI that understands the background information to give better answers.
- Semantic models
- Barry McCardel
- Data models that understand the meaning of information, not just its structure.
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37 minQuestions people ask
- What is the problem with current data dashboards?
- Most companies still rely on dashboards for data insights, which are limited compared to new AI-driven methods of asking questions and exploring information.
- How does Hex aim to change data analysis?
- Hex aims to make everyone a data person by unifying analysis and AI in one workflow, moving beyond traditional dashboards.
Page generated Oct 19, 2026. Summaries are Subvolts' own; the audio, artwork and notes belong to a16z.