AI Use Case Library
We’ve built our AI use cases on actual problems faced by our data and analytics clients, as well internally at InterWorks. These AI use cases are shipped as working solutions, and our own team uses them every day.
Each AI use case documents what we built, why we built it and how we built it, so you can see what practical AI looks like when it’s running successfully.
Each AI use case documents what we built, why we built it and how we built it, so you can see what practical AI looks like when it’s running successfully.
Our Growing AI Use Case Library
AI-Powered PDF
Support Tool
A library of technical manuals turned into a searchable AI tool that gives support techs sourced, verifiable answers in seconds.
- One-Click Verification: Every answer links to the exact source page, highlighted.
- Team-Owned and Growing: Anyone can upload a manual and it's instantly searchable.
HTML Artifact Sharing App
We built an internal tool that turns
AI-generated HTML artifacts into links
that open instantly in the browser.
- One Click, Not Four: Shared links open the page directly, no download required.
- A Repeatable Build Process: The same process can be reused org-wide to replace SaaS tools.
Governed Snowflake Agent for Claude Desktop
A client’s governed Snowflake environment connected to Claude Desktop so business users can query their data conversationally.
- Read-Only by Construction: Three governance layers make writes structurally impossible, even for write-access users.
- Two Front Doors: The same Cortex Agent also powers Snowflake Intelligence.
Autonomous Software
Development Agents
Six autonomous agents handle a BI platform’s upkeep around the clock, freeing the team
for work that needs human judgment.
- The Constant Work, Handled: Agents review code, write docs, triage errors and ship PRs.
- Built to Be Cost Effective: Agents only call Claude for decisions that need judgment, keeping costs low.
Governed AI Code
Review Agents
A scattered Claude Code review setup across a dbt and semantic model stack, standardized into a system the org can trust.
- Explained Reviews: Every comment includes a rationale footer so developers trust it.
- Built to Scale: A governed Skills Marketplace spreads the agents org-wide.
Claude-Built Data Migration Bot for No-API Web Platforms
A browser automation bot that imports bulk customer data into a web platform with no usable API, driving the UI like a person.
- No API, No Problem: A Playwright bot loads records in bulk through the platform's own screens.
- Built to Resume and Repeat: Duplicate checking and a progress tracker let runs stop and restart cleanly.
AI-Assisted Sprint Planning for Product Teams Using Claude Code and JIRA
A K-12 software company automated sprint planning, cutting setup time from hours to minutes through Claude Code connected to JIRA.
- Natural Language Planning: Describe sprints in conversational language and get prioritized bug triage and feature recommendations.
- Live Board Updates: The assistant writes directly to JIRA after PM review and approval.
Enabling Snowflake Cortex AI in Governed, High-Control Environments
A public sector organization navigated formal government AI assurance to deploy Snowflake Cortex in production.
- Security-First Scoping: Compliance questions are answered before configuration begins, removing approval blockers.
- Governed Architecture: RBAC, network policy and audit logging align with existing security frameworks.
More AI Use Cases Coming Soon
Our team is constantly building and learning. We’ll add new use cases here as we ship them, covering the problems we’re solving internally and the work we’re doing with clients.
Recent AI Content on the Blog
Beyond use cases, our team is busy writing about what we’re learning, building and thinking across the AI landscape.
Ready to Build Something Like This?
These use cases are a window into how we work. If you’re ready to bring practical AI into your organization, we can help you get there.
Data Infrastructure
for AI
Modernize your data stack and build a scalable foundation ready for AI.
Embedded AI Expert
A senior AI expert who knows your stack, your standards and your goals.
AI Strategy, Vision and Roadmap
A rapid assessment of your AI opportunities with a prioritized, actionable roadmap.
AI Setup
Launch with guardrails built
in from day one, without
the guesswork.
AI Center of
Excellence
Governance frameworks and scalable tools to drive AI adoption
across your org.
AI Training
From executives to engineers, enablement programs that turn use cases into adoption.