# AI & LLMs

## Explore Resources

### Case Studies

**[From 93% to 99%: How HiPages Found (and Fixed) Hidden Failures with Honeycomb](/content/resources/case-studies/how-hipages-found-fixed-hidden-failures-with-honeycomb/index.html)  
**Customer Stories** | August 6, 2026

- Honeycomb gives HiPages a "looking glass" into their systems, turning what used to be guesswork into a clear, end-to-end picture of how data moves through their platform.  
- In this customer story, HiPages shares how observability helped them:  
  - Discover that only 93% of job-posting API calls were succeeding and fix legacy issues to push that number past 99%.  
  - Solve a 10-year-old customer pain point: tradies missing out on jobs that were already claimed by the time they got notified.  
  - De-risk a major website migration by running old and new systems in parallel with real user telemetry, shrinking the timeline from 3-6 months to just 1-2.  
  - Nearly triple their active Honeycomb users after adopting the Honeycomb MCP.  
  - Their advice for anyone starting their observability journey: just get started. You'll be amazed what you discover.

### Conference Talks

**[Agentic Software Development at Salesforce with Honeycomb Intelligence - O11yCon 2026](/content/resources/conference-talks/agentic-software-development-at-salesforce-with-honeycomb-intelligence-o11ycon-2026/index.html) | August 6, 2026**

**[Has AI killed the SDLC as We Know it? - O11yCon 2026 Panel](/content/resources/conference-talks/has-ai-killed-the-sdlc-as-we-know-it-o11ycon-2026-panel/index.html) | August 5, 2026**

**[Building an AI Observability Agent: Lessons from the Trenches - Stripe at O11yCon 2026](/content/resources/conference-talks/building-an-ai-observability-agent-lessons-from-the-trenches-stripe-o11ycon-2026/index.html) | August 4, 2026**

**[AMA: New Engineering Realities, New Questions with the Observability Engineering Authors](/content/resources/webinars/ama-new-engineering-realities-observability-engineering-authors/index.html) | July 30, 2026**

**[What Comes Next: Honeycomb Demos at O11yCon 2026](/content/resources/conference-talks/what-comes-next-honeycomb-demos-o11ycon-2026/index.html) | July 29, 2026**

### Reports

**[Honeycomb O11yCon and Innovation Week 2026 - IDC Link](/content/resources/reports/honeycomb-o11ycon-and-innovation-week-2026-idc-link/index.html) | July 23, 2026**

### Podcasts

**[Ep. #92, Confidence Is the New Bottleneck with Ray Myers](/content/resources/podcasts/ep-92-confidence-is-the-new-bottleneck-with-ray-myers/index.html) | July 10, 2026**

**[How Fenris Creations Uses Honeycomb to Keep EVE Online—Well, Online](/content/resources/case-studies/how-fenris-creations-uses-honeycomb-keep-eve-online/index.html) | July 2, 2026**

**[How to Track Token Cost Across LLM Workflows](/content/resources/getting-started/how-to-track-token-cost-across-llm-workflows/index.html) | June 26, 2026**

**[George Luong Shares How 200 Engineers at Slack Use Honeycomb](/content/resources/conference-talks/george-luong-shares-how-200-engineers-slack-use-honeycomb/index.html) | June 19, 2026**

**[Canvas, MCP, and Claude: How Liz Fixed Three Bugs During a Conference](/content/resources/product-videos/canvas-mcp-claude-how-liz-fixed-three-bugs-during-conference/index.html) | June 10, 2026**

**[Scale Brilliance, Not Bottlenecks: Building Platforms for the AI-First World - Full Talk](/content/resources/conference-talks/scale-brilliance-not-bottlenecks-building-platforms-ai-first-world/index.html) | June 10, 2026**

**[Agent Observability: A Complete Guide to Monitoring Agentic AI Systems](/content/resources/getting-started/agent-observability/index.html) | June 10, 2026**

**[How Salesforce Leverages Honeycomb in the Age of AI](/content/resources/conference-talks/how-salesforce-leverages-honeycomb-in-the-age-of-ai/index.html) | June 9, 2026**

**[Ep. #91, Every Failure Becomes an Eval with Janaki Vivrekar](/content/resources/podcasts/ep-91-every-failure-becomes-an-eval-with-janaki-vivrekar/index.html) | June 4, 2026**

**[Nathen Harvey Shares DORA Report Results at O11yCon 2026](/content/resources/conference-talks/nathen-harvey-shares-dora-report-results-o11ycon-2026/index.html) | June 4, 2026**

**[How StarSling Uses Honeycomb](/content/resources/conference-talks/how-starsling-uses-honeycomb/index.html) | June 4, 2026**

**[Ep. #90, Outcome Engineering in the AI Era with Cory Ondrejka](/content/resources/podcasts/ep-90-outcome-engineering-in-the-ai-era-with-cory-ondrejka/index.html) | May 7, 2026**

**[Ep. #89, Software is the Killer App with Bryan Cantrill of 0xide Computer](/content/resources/podcasts/ep-89-bryan-cantrill-software-is-the-killer-app/index.html) | April 8, 2026**