Scale to 100B+ rows
Build data systems that stay fast and reliable even as companies grow into massive row volumes and increasing operational complexity.
Mailer & outbound automation
Use trusted analytical models and cohorts to power outbound email, prioritization, and recurring operational communication.
AI procurement workflows
Build warehouse-native AI workflows for procurement decisions, structured review, and downstream operational execution.
Looker replacement
Replace Looker by migrating roughly 20 dashboards into Polyform and consolidating reporting in one system.
Campaign lead workflow
A workflow that reviews campaigns, finds recent leads, packages them with a download link, and emails the results to customers.
AI recruiter in Slack
A recruiting Slack bot that searches millions of resumes, identifies high-fit candidates, drafts outreach, and returns results to the team.
Inside Polyform
Thoughts, launches, platform updates, and the systems we’re building for modern data and AI operations.
BI Tools Are Holding Your AI Strategy Back
If your plan is to add AI to Power BI, Looker, or ThoughtSpot, you are still using autocomplete when you should be building a loop.
Context Is the New Gold Rush
Models will keep getting better. But the next wave of valuable AI will come from giving those models the right context.
AI Does Not Know Your Business Just Because It Can Access Your Files
Giving an AI your entire Google Drive can produce a great demo. It does not produce understanding.
Local AI vs Global AI
Making every app smarter is useful. It is not the same as building an AI-first system that can understand and complete the whole flow.
Session 001
The Data Stack AI Problem
It has a data stack problem. The modern data stack was built as specialized tools. That made sense before AI. Now every tool boundary becomes a context boundary.
My Journey to an AI Agent That Actually Works
We tried chat, tools, a CLI, and a full computer. The breakthrough was realizing that fast conversation and deep work should not be the same system.
How Adweek unlocked years of siloed data, without hiring a data team
A media company replaced a broken, siloed stack with Polyform, unlocked its data in weeks, cut six figures in redundant tooling, and made fast answers to any business question the norm.
How AllWhere built a data platform it could trust — without hiring a data team
A fast-growing startup merged two and a half years of siloed data in two weeks, automated its reporting, and gave its supply chain lead his time back — with polyform.
Launching Startup Data Guide
A weekly office hours for you to ask Ahmed Elsamadisi all your questions