# Writing.

Research, field notes, and product updates from our work with agents.

## Research
- [Research: Structure makes frontier models more expensive and open-weights models cheaper](/content/resources/what-agent-work-costs/index.html) (Jul 2026)
- [Research: Workflows written by a frontier model made an open model twice as fast](/content/resources/open-weights-borrowed-workflows/index.html) (Jul 2026)
- [Example: HHS Medicaid analysis: a full run, published](/content/examples/hhs-medicaid/index.html) (Mar 2026)
- [Milestone: Named in Gartner's Market Guide for Agentic Analytics, second year running](/content/resources/gartner-2026-market-guide-agentic-analytics/index.html) (Feb 2026)
- [Note: Introducing DeepWork: structured workflow automation](/content/resources/introducing-deepwork-structured-workflow-automation/index.html) (Jan 2025)
- [Video: Finding opportunities and building action plans](/content/resources/finding-opportunities-and-building-action-plans-with-unsupervised-ai-analyst/index.html) (Dec 2024)
- [Video: Capture value in your text fields with AI](/content/resources/capture-value-in-your-text-fields-with-ai-questions/index.html) (Oct 2024)
- [Case study: AT&T puts $100M+ of insights into action](/content/resources/at-t-finds-100m-using-unsupervised-data-agents/index.html) (Sep 2024)
- [Note: Simplify data queries with AI agents](/content/resources/simplify-data-queries-with-ai-agents-that-do-data-analysis/index.html) (Sep 2024)
- [Note: Pinpointing KPI changes in minutes](/content/resources/pinpointing-kpi-changes-in-minutes-using-unsupervised/index.html) (Sep 2024)
- [Video: Expand your impact and target the right audience](/content/resources/using-unsupervised-to-expand-your-impact-and-target-the-right-audience/index.html) (Sep 2024)
- [Note: Avoiding the risks of LLM hallucinations in SQL generation](/content/resources/avoiding-the-risks-of-llm-hallucinations-in-sql-generation/index.html) (Jun 2024)
- [Note: Security and privacy at Unsupervised](/content/resources/security-and-privacy-at-unsupervised/index.html) (Apr 2024)
- [Case study: Fortune 500 healthcare payer finds $58M](/content/resources/fortune-500-healthcare-payer-finds-58-million-in-member-growth-and-retention-opportunities/index.html) (Jan 2024)
- [Milestone: AI analysts cross $1 billion found](/content/resources/unsupervised-s-ai-analysts-cross-1-billion-found/index.html) (Nov 2023)
- [Milestone: Customers find over $300 million](/content/resources/unsupervised-customers-have-now-found-over-300-million-using-our-ai/index.html) (Dec 2022)
- [Case study: DTC retailer uncovers $2M in opportunities](/content/resources/dtc-retailer-uncovers-2-million-in-new-opportunities-with-unsupervised/index.html) (Jun 2021)
- [Milestone: Two $50M+ milestones: our Series B](/content/resources/two-50m-milestones-announcing-our-series-b-and-over-50m-found-by-customers/index.html) (Apr 2021)
- [Case study: Fortune 500 retailer finds $1M+ in supply chain](/content/resources/fortune-500-retailer-finds-1m-with-improvements-to-supply-chain-management/index.html) (Mar 2020)