Editorial standards
Our commitment
to accuracy.
Every framework, benchmark, and recommendation on Hamming is derived from production data. Here's how we ensure accuracy and transparency.
Our editorial
principles.
Three principles guide every piece of content we publish.
Production-based research
All frameworks, benchmarks, and recommendations are derived from real production data, not synthetic tests or theoretical models.- 10M+ mins protected
- Data from 10K+ voice agents
- 10+ voice platforms (LiveKit, Pipecat, ElevenLabs, Retell, Vapi, and custom-built solutions)
- 6+ industries (Healthcare, Finance, Retail, Legal, Insurance, E-commerce)
Expert verification
Content is written or reviewed by voice AI practitioners with hands-on experience building and testing production systems.- Authors have deployed voice agents at scale
- Technical review before publication
- Frameworks tested across multiple deployments
- Regular updates as methodologies evolve
Transparent conflicts
We build voice agent testing tools. We're transparent when our content relates to problems our product solves.- We clearly identify our own product recommendations
- Educational content goals come first
- Frameworks are platform-agnostic where applicable
- We cite third-party research when available
What our
labels mean.
You'll see these indicators throughout our content. Here's what they signify.
Expert verified
This badge appears on content written or reviewed by voice AI practitioners with production deployment experience.Named framework
Frameworks like "Hamming's VOICE Framework" represent structured methodologies derived from our production data analysis.Based on 10M+ mins protected
Statistics and benchmarks citing this are derived from our aggregate analysis of production voice agent deployments.
Corrections and updates
Explore our
research.
See the frameworks and benchmarks built from our production data analysis.