# Figures: Distributional > Every diagram and image from the Distributional blog and technical archive, linked to its source post. House diagrams download as attributed SVGs; other images download in their original format. Figures and images from the blog and the archive, in one place. Open any figure to zoom and pan, follow the link to read it in context, or download it. House diagrams download as SVGs with a copyright line and the link back to their source post bottom-right; other images download as the original files. Figures and images are copyright Distributional, Inc. Each SVG download carries its attribution and the link to its source post. Machine-readable index: https://distributional.com/figures.json ## Reuse House diagrams (the SVG downloads) are licensed CC BY-ND 4.0: reproduce them unmodified, anywhere, with the attribution footer intact. The download already carries the credit, the source link, and the license. No modified versions: no cropping, re-labeling, or re-branding, and nothing that implies endorsement. Screenshots and other raster images from the archive are not under that license; they show product interfaces and third-party marks. Ask before reusing them. License: https://creativecommons.org/licenses/by-nd/4.0/ ## Distributional's next chapter: Talaria Scientific https://distributional.com/blog/distributional-is-now-talaria - [One mission, four eras: optimize expensive computational work, run it at scale, trust it in production, and now point it at science itself. The box around the last two is the same-entity part: Distributional and Talaria Scientific are one company with the same investors. The mission is what moved one level deeper.](https://distributional.com/blog/distributional-is-now-talaria#fig-figure) - SVG: https://distributional.com/figures/distributional-is-now-talaria/figure.svg (© 2026 Distributional, Inc.; CC BY-ND 4.0) ## Beyond averages: how DBNL's distribution comparison reveals what summary metrics hide https://distributional.com/blog/beyond-averages-how-dbnls-distribution-comparison-reveals-what-summary-metrics-hide - [Image 1 from Beyond averages: how DBNL's distribution comparison reveals what summary metrics hide](https://distributional.com/blog/beyond-averages-how-dbnls-distribution-comparison-reveals-what-summary-metrics-hide#fig-69ea819f9550ab0fec0032f5-image1) - image: https://distributional.com/images/blog/beyond-averages-how-dbnls-distribution-comparison-reveals-what-summary-metrics-hide/69ea819f9550ab0fec0032f5_image1.png (© 2026 Distributional, Inc.) - [Image 2 from Beyond averages: how DBNL's distribution comparison reveals what summary metrics hide](https://distributional.com/blog/beyond-averages-how-dbnls-distribution-comparison-reveals-what-summary-metrics-hide#fig-69ea824bb7587ed902419e33-image2) - image: https://distributional.com/images/blog/beyond-averages-how-dbnls-distribution-comparison-reveals-what-summary-metrics-hide/69ea824bb7587ed902419e33_image2.png (© 2026 Distributional, Inc.) ## Enrichments versus evals https://distributional.com/blog/enrichments-versus-evals - [Image 1 from Enrichments versus evals](https://distributional.com/blog/enrichments-versus-evals#fig-69ea69352e50d582841715f1-image1) - image: https://distributional.com/images/blog/enrichments-versus-evals/69ea69352e50d582841715f1_image1.png (© 2026 Distributional, Inc.) - [Image 2 from Enrichments versus evals](https://distributional.com/blog/enrichments-versus-evals#fig-69ea6950c4884bbc1d05b263-image2) - image: https://distributional.com/images/blog/enrichments-versus-evals/69ea6950c4884bbc1d05b263_image2.png (© 2026 Distributional, Inc.) ## The agent observability hierarchy https://distributional.com/blog/the-agent-observability-hierarchy - [Image 1 from The agent observability hierarchy](https://distributional.com/blog/the-agent-observability-hierarchy#fig-69d42d1c718e95a19fc2b85f-image3) - image: https://distributional.com/images/blog/the-agent-observability-hierarchy/69d42d1c718e95a19fc2b85f_image3.png (© 2026 Distributional, Inc.) - [Image 2 from The agent observability hierarchy](https://distributional.com/blog/the-agent-observability-hierarchy#fig-69d42d3ece457126dfd1dcbe-image1) - image: https://distributional.com/images/blog/the-agent-observability-hierarchy/69d42d3ece457126dfd1dcbe_image1.png (© 2026 Distributional, Inc.) - [Image 3 from The agent observability hierarchy](https://distributional.com/blog/the-agent-observability-hierarchy#fig-69d42d561c9042d10f6747a6-image2) - image: https://distributional.com/images/blog/the-agent-observability-hierarchy/69d42d561c9042d10f6747a6_image2.png (© 2026 Distributional, Inc.) ## Demo: Financial analyst https://distributional.com/blog/demo-financial-analyst - [Image 1 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42b65ffd7eb45dcbaff88-image4) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42b65ffd7eb45dcbaff88_image4.png (© 2026 Distributional, Inc.) - [Image 2 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42b9b3074a2f2360c9e7c-image2) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42b9b3074a2f2360c9e7c_image2.png (© 2026 Distributional, Inc.) - [Image 3 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42baf47e72c51ef7d25da-image7) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42baf47e72c51ef7d25da_image7.png (© 2026 Distributional, Inc.) - [Image 4 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42bc5ecab11e6809a1cd7-image5) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42bc5ecab11e6809a1cd7_image5.png (© 2026 Distributional, Inc.) - [Image 5 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42bd90cad280f15261eb8-image9) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42bd90cad280f15261eb8_image9.png (© 2026 Distributional, Inc.) - [Image 6 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42bedc39ed3c4ff45194c-image8) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42bedc39ed3c4ff45194c_image8.png (© 2026 Distributional, Inc.) - [Image 7 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42c0913c695e3542e6e6d-image1) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42c0913c695e3542e6e6d_image1.png (© 2026 Distributional, Inc.) - [Image 8 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42c2a42b9b0083e2c7898-image3) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42c2a42b9b0083e2c7898_image3.png (© 2026 Distributional, Inc.) - [Image 9 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42c449b682538aec38784-image10) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42c449b682538aec38784_image10.png (© 2026 Distributional, Inc.) - [Image 10 from Demo: Financial analyst](https://distributional.com/blog/demo-financial-analyst#fig-69d42c595d798b72c717c911-image6) - image: https://distributional.com/images/blog/demo-financial-analyst/69d42c595d798b72c717c911_image6.png (© 2026 Distributional, Inc.) ## Demo: Improving agents with production data analysis https://distributional.com/blog/demo-improving-agents-with-production-data-analysis - [Image 1 from Demo: Improving agents with production data analysis](https://distributional.com/blog/demo-improving-agents-with-production-data-analysis#fig-69d4296582382fb0d145fb61-image4) - image: https://distributional.com/images/blog/demo-improving-agents-with-production-data-analysis/69d4296582382fb0d145fb61_image4.png (© 2026 Distributional, Inc.) - [Image 2 from Demo: Improving agents with production data analysis](https://distributional.com/blog/demo-improving-agents-with-production-data-analysis#fig-69d429840baca3885186eb3e-image5) - image: https://distributional.com/images/blog/demo-improving-agents-with-production-data-analysis/69d429840baca3885186eb3e_image5.png (© 2026 Distributional, Inc.) - [Image 3 from Demo: Improving agents with production data analysis](https://distributional.com/blog/demo-improving-agents-with-production-data-analysis#fig-69d42997c57ff17b60a25306-image6) - image: https://distributional.com/images/blog/demo-improving-agents-with-production-data-analysis/69d42997c57ff17b60a25306_image6.png (© 2026 Distributional, Inc.) - [Image 4 from Demo: Improving agents with production data analysis](https://distributional.com/blog/demo-improving-agents-with-production-data-analysis#fig-69d429b28da5de7f90e91f59-image3) - image: https://distributional.com/images/blog/demo-improving-agents-with-production-data-analysis/69d429b28da5de7f90e91f59_image3.png (© 2026 Distributional, Inc.) - [Image 5 from Demo: Improving agents with production data analysis](https://distributional.com/blog/demo-improving-agents-with-production-data-analysis#fig-69d429c6d9df84debfb9b4ba-image1) - image: https://distributional.com/images/blog/demo-improving-agents-with-production-data-analysis/69d429c6d9df84debfb9b4ba_image1.png (© 2026 Distributional, Inc.) - [Image 6 from Demo: Improving agents with production data analysis](https://distributional.com/blog/demo-improving-agents-with-production-data-analysis#fig-69d429dceaa9f4c9410f39aa-image2) - image: https://distributional.com/images/blog/demo-improving-agents-with-production-data-analysis/69d429dceaa9f4c9410f39aa_image2.png (© 2026 Distributional, Inc.) ## Demo: Agent hyperparameter optimization with behavioral analytics https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics - [Image 1 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0df28bc2cf70065c2ba7-hpo-demo) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0df28bc2cf70065c2ba7_HPO_Demo.gif (© 2026 Distributional, Inc.) - [Image 2 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0cec5878d81ca319d1e1-422bd387) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0cec5878d81ca319d1e1_422bd387.png (© 2026 Distributional, Inc.) - [Image 3 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0cf8ede5aa07cb46e6e6-c3f692f7) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0cf8ede5aa07cb46e6e6_c3f692f7.png (© 2026 Distributional, Inc.) - [Image 4 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0d0398c7ecdcf9ea7b61-38a6a653) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0d0398c7ecdcf9ea7b61_38a6a653.png (© 2026 Distributional, Inc.) - [Image 5 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0d18c619b710fbed8d72-6ec37501) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0d18c619b710fbed8d72_6ec37501.png (© 2026 Distributional, Inc.) - [Image 6 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0d2ebda585fd315d9922-0b97add7) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0d2ebda585fd315d9922_0b97add7.png (© 2026 Distributional, Inc.) - [Image 7 from Demo: Agent hyperparameter optimization with behavioral analytics](https://distributional.com/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics#fig-698d0d3970c183c7eb3cb8d2-3c35d237) - image: https://distributional.com/images/blog/demo-agent-hyperparameter-optimization-with-behavioral-analytics/698d0d3970c183c7eb3cb8d2_3c35d237.png (© 2026 Distributional, Inc.) ## Demo: Fixing agent issues in production with tab complete analytics https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics - [Image 1 from Demo: Fixing agent issues in production with tab complete analytics](https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics#fig-698d0da39ccee54d53ad7eb4-demo-fixing-calculator) - image: https://distributional.com/images/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics/698d0da39ccee54d53ad7eb4_Demo-fixing-calculator.gif (© 2026 Distributional, Inc.) - [Image 2 from Demo: Fixing agent issues in production with tab complete analytics](https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics#fig-698d0b25294fc9c8519cbab8-2b8e94c1) - image: https://distributional.com/images/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics/698d0b25294fc9c8519cbab8_2b8e94c1.png (© 2026 Distributional, Inc.) - [Image 3 from Demo: Fixing agent issues in production with tab complete analytics](https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics#fig-698d0b30977dde9915079568-8a08391e) - image: https://distributional.com/images/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics/698d0b30977dde9915079568_8a08391e.png (© 2026 Distributional, Inc.) - [Image 4 from Demo: Fixing agent issues in production with tab complete analytics](https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics#fig-698d0b406e04e0a6ee9e1126-f741fa13) - image: https://distributional.com/images/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics/698d0b406e04e0a6ee9e1126_f741fa13.png (© 2026 Distributional, Inc.) - [Image 5 from Demo: Fixing agent issues in production with tab complete analytics](https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics#fig-698d0b6717f71cbb83c4fc3c-0c6071d4) - image: https://distributional.com/images/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics/698d0b6717f71cbb83c4fc3c_0c6071d4.png (© 2026 Distributional, Inc.) - [Image 6 from Demo: Fixing agent issues in production with tab complete analytics](https://distributional.com/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics#fig-698d0b75d785a67eddd849d7-5eb4eb19) - image: https://distributional.com/images/blog/demo-fixing-agent-issues-in-production-with-tab-complete-analytics/698d0b75d785a67eddd849d7_5eb4eb19.png (© 2026 Distributional, Inc.) ## Analytics-driven agent A/B testing https://distributional.com/blog/analytics-driven-agent-a-b-testing - [Image 1 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e83e17522b79e5ae8ebf-image9) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e83e17522b79e5ae8ebf_image9.png (© 2026 Distributional, Inc.) - [Image 2 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e85ebc314c8bade4d9db-image6) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e85ebc314c8bade4d9db_image6.png (© 2026 Distributional, Inc.) - [Image 3 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e88277763134bb17c89f-image16) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e88277763134bb17c89f_image16.png (© 2026 Distributional, Inc.) - [Image 4 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6931e84c27ea89d09016bc27-image2) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6931e84c27ea89d09016bc27_image2.png (© 2026 Distributional, Inc.) - [Image 5 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e8bbffda954cba5a3eda-image15) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e8bbffda954cba5a3eda_image15.png (© 2026 Distributional, Inc.) - [Image 6 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e8e548dd6220bc299fcd-image19) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e8e548dd6220bc299fcd_image19.png (© 2026 Distributional, Inc.) - [Image 7 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6931e863a948887ed921cfd7-image4) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6931e863a948887ed921cfd7_image4.png (© 2026 Distributional, Inc.) - [Image 8 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e98d6abe1b5341685e6b-image4) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e98d6abe1b5341685e6b_image4.png (© 2026 Distributional, Inc.) - [Image 9 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e9a887c92576ed6ac80c-image11) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e9a887c92576ed6ac80c_image11.png (© 2026 Distributional, Inc.) - [Image 10 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e9d0f9e90016ad7e29e9-image3) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e9d0f9e90016ad7e29e9_image3.png (© 2026 Distributional, Inc.) - [Image 11 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941e9eda8ba9823801112fe-image14) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941e9eda8ba9823801112fe_image14.png (© 2026 Distributional, Inc.) - [Image 12 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941ea0e7b32f5c2b3dcde8f-image5) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941ea0e7b32f5c2b3dcde8f_image5.png (© 2026 Distributional, Inc.) - [Image 13 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941ea5324466251b9792598-image7) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941ea5324466251b9792598_image7.png (© 2026 Distributional, Inc.) - [Image 14 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941ea74f3e2034dd0b9ea15-image13) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941ea74f3e2034dd0b9ea15_image13.png (© 2026 Distributional, Inc.) - [Image 15 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941ea91eca834072a09eb64-image18) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941ea91eca834072a09eb64_image18.png (© 2026 Distributional, Inc.) - [Image 16 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941eaaff3e2034dd0b9f1df-image12) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941eaaff3e2034dd0b9f1df_image12.png (© 2026 Distributional, Inc.) - [Image 17 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941eacd23e187459b1b3298-image10) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941eacd23e187459b1b3298_image10.png (© 2026 Distributional, Inc.) - [Image 18 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941eae45d715f2666ef2922-image8) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941eae45d715f2666ef2922_image8.png (© 2026 Distributional, Inc.) - [Image 19 from Analytics-driven agent A/B testing](https://distributional.com/blog/analytics-driven-agent-a-b-testing#fig-6941eaff31c70c6fd8cac161-image2) - image: https://distributional.com/images/blog/analytics-driven-agent-a-b-testing/6941eaff31c70c6fd8cac161_image2.png (© 2026 Distributional, Inc.) ## DBNL fits your agent data https://distributional.com/blog/dbnl-fits-your-agent-data - [Image 1 from DBNL fits your agent data](https://distributional.com/blog/dbnl-fits-your-agent-data#fig-692f3e082837d204b55e0eec-screenshot-2025-12-02-at-11-28-52-am) - image: https://distributional.com/images/blog/dbnl-fits-your-agent-data/692f3e082837d204b55e0eec_Screenshot-2025-12-02-at-11.28.52-AM.png (© 2026 Distributional, Inc.) - [Image 2 from DBNL fits your agent data](https://distributional.com/blog/dbnl-fits-your-agent-data#fig-692f3e5dd971903390c8aba2-image1) - image: https://distributional.com/images/blog/dbnl-fits-your-agent-data/692f3e5dd971903390c8aba2_image1.png (© 2026 Distributional, Inc.) ## Integrating DBNL with NVIDIA NeMo Agent Toolkit https://distributional.com/blog/integrating-dbnl-with-the-nvidia-nemo-agent-toolkit - [Image 1 from Integrating DBNL with NVIDIA NeMo Agent Toolkit](https://distributional.com/blog/integrating-dbnl-with-the-nvidia-nemo-agent-toolkit#fig-6931e84c27ea89d09016bc27-image2) - image: https://distributional.com/images/blog/integrating-dbnl-with-the-nvidia-nemo-agent-toolkit/6931e84c27ea89d09016bc27_image2.png (© 2026 Distributional, Inc.) - [Image 2 from Integrating DBNL with NVIDIA NeMo Agent Toolkit](https://distributional.com/blog/integrating-dbnl-with-the-nvidia-nemo-agent-toolkit#fig-6931e863a948887ed921cfd7-image4) - image: https://distributional.com/images/blog/integrating-dbnl-with-the-nvidia-nemo-agent-toolkit/6931e863a948887ed921cfd7_image4.png (© 2026 Distributional, Inc.) ## Adapting product analytics to the AI era https://distributional.com/blog/adapting-product-analytics-to-the-ai-era - [Image 1 from Adapting product analytics to the AI era](https://distributional.com/blog/adapting-product-analytics-to-the-ai-era#fig-68f7b134322cf88f48804994-distributional-diagram-alone-compress) - image: https://distributional.com/images/blog/adapting-product-analytics-to-the-ai-era/68f7b134322cf88f48804994_Distributional-diagram-alone-compress.gif (© 2025 Distributional, Inc.) ## The Distributional Workflow: Define, Detect, Understand, and Improve https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve - [Image 1 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4c6e7a5af08ea9b27253b-ad-4nxebwe9yaz1zdkda7redcfibzy39ujezjvmvchawt5sytwydspxpldagf9vtvlyyipy9qgl6y9t10jgea3vgflvb-6-l9qcparhvsuw-th5jhfls5sj2j13ukkcmhupfilwdto-n) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4c6e7a5af08ea9b27253b_AD_4nXebWe9yAZ1zdKDA7REdcFIbzY39ujezjvmvchaWT5sYtWydspXpLdaGF9VTvlyYiPy9QGL6Y9t10JGEA3vgFLVB_6_l9QcPARHVSUW-Th5JhfLS5sj2J13UkKCMHUPFILwDTo-N.png (© 2025 Distributional, Inc.) - [Image 2 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4e6bb6212ae7bf94aea5a-image8) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4e6bb6212ae7bf94aea5a_image8.png (© 2025 Distributional, Inc.) - [Image 3 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4c73d46da8826d2a7b4cf-ad-4nxdmhtr7gzb-a8jmza9if3gs7tgrfxlu-wecf0gyrtmtrmhnuq1ks4gts-onk-q83nftzmmvbrd8ykl90uv1uwa7ljmefnyktw3nf7rxpn7wg3hostgvwwbrnn-rqni7cw2zngajgg) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4c73d46da8826d2a7b4cf_AD_4nXdmHtR7GzB_A8jmZa9IF3gS7tgRFxLu-wEcf0GyrtMTRmHnuq1ks4GTs-Onk_q83nFTZMmVBRd8yKL90uV1UwA7LjMEFNYktW3NF7rXPN7wg3HOstGvWwbRNn_rQNI7cw2ZNGajGg.png (© 2025 Distributional, Inc.) - [Image 4 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4e6f8f60fd1a27c685e3f-image4) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4e6f8f60fd1a27c685e3f_image4.png (© 2025 Distributional, Inc.) - [Image 5 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4e72665d87e569eb9895b-image4b) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4e72665d87e569eb9895b_image4b.png (© 2025 Distributional, Inc.) - [Image 6 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4c783dccbf1d3ce0b0a2c-ad-4nxedtwratbktyogykfrk2p2slxmhpkzkztv16gwz1gbzh8dm9kgusc3oanonho929qk6fhd-av7h3bcvbc21wymfavw1agc5silq2huwnetpvadngi1ckkgir2ozfbrkl-gyvwj) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4c783dccbf1d3ce0b0a2c_AD_4nXedtWrAtBKTyOGyKfrK2P2SLxMHpKzkztv16gWZ1gBzH8dm9kgUSc3oaNOnHo929qk6FHD_aV7h3bcvbC21WYmFaVW1agC5silq2hUwNetPvaDNgI1CKKgIR2OzFBrKl--GYvWJ.png (© 2025 Distributional, Inc.) - [Image 7 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4e769bb930a85e2f5a2a2-image2) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4e769bb930a85e2f5a2a2_image2.png (© 2025 Distributional, Inc.) - [Image 8 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4e78066c55cad0db963f7-image2b) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4e78066c55cad0db963f7_image2b.png (© 2025 Distributional, Inc.) - [Image 9 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4c7aaf438e409660fbe01-ad-4nxfmeonlyoynifbc4mpeifb8pzimz5fvpm8nz4vsgnn2greliihhs3nra4tod7neiqpgp8ofykm-gmebkklltn8zfo249eomh-eggwc8iau-1lflc6txsbw7fvoqg1mofxg0zranla) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4c7aaf438e409660fbe01_AD_4nXfMeONLyoyNIFBc4Mpeifb8PzIMZ5FVPm8nZ4VSgnn2gRElIiHhS3nRA4toD7nEIQpGp8oFykm-GmEbkkLltn8zFo249EOmh-eGgwC8IAu-1LFLC6tXSbW7fvoQg1mOFXg0ZraNLA.png (© 2025 Distributional, Inc.) - [Image 10 from The Distributional Workflow: Define, Detect, Understand, and Improve](https://distributional.com/blog/the-distributional-workflow-define-detect-understand-and-improve#fig-68a4c7c48785bcc2796cff1b-ad-4nxclgdjw4pgambqkaer4hutldeyys91zqcwu-0jlt6snngylqaiihbe0nfmiydf4k0w67bfd27tlnh509ue2hih9cm6lnxsxurevxivjqosrbt2tfmuyn9qlj8zom-kzlllvpych2a) - image: https://distributional.com/images/blog/the-distributional-workflow-define-detect-understand-and-improve/68a4c7c48785bcc2796cff1b_AD_4nXclgDjW4PgamBqkaeR4HutLdeYyS91ZqcWu_0JLT6snnGylQAiihBe0NFMiYDf4K0W67bFd27tLnh509ue2hih9Cm6LNxsXURevxIVjQosRbT2tFmuyn9QLJ8Zom_KzllLVPYCh2A.png (© 2025 Distributional, Inc.) ## Scale, Metrics, Tests, and Results in Distributional https://distributional.com/blog/scale-metrics-tests-and-results-in-distributional - [Image 1 from Scale, Metrics, Tests, and Results in Distributional](https://distributional.com/blog/scale-metrics-tests-and-results-in-distributional#fig-689e67b91fe01ae894705bc8-image1) - image: https://distributional.com/images/blog/scale-metrics-tests-and-results-in-distributional/689e67b91fe01ae894705bc8_image1.png (© 2025 Distributional, Inc.) ## How Distributional tests for consistent app behavior in production https://distributional.com/blog/how-distributional-tests-for-consistent-app-behavior-in-production - [Image 1 from How Distributional tests for consistent app behavior in production](https://distributional.com/blog/how-distributional-tests-for-consistent-app-behavior-in-production#fig-686d76e5efe950bfa3581b3a-ad-4nxd-lzdw7b9dcapoosuc3ayoitecr1eh9hhdwktfsevsdxciwxoxrmonuyvjzduhos5r139-p2jlps2d0l8ighu19lfolp-oaai3aqrha793fickhlljmnecowevxgwbjnkc7g2ekq) - image: https://distributional.com/images/blog/how-distributional-tests-for-consistent-app-behavior-in-production/686d76e5efe950bfa3581b3a_AD_4nXd-LzDw7b9dCAPOOsUc3AYoitecr1eH9hhDWkTFsEvsDXciWXoXRmONUYVJZdUhOS5R139-p2jlps2d0L8igHu19LfolP-oaAI3aqrha793FIcKHlljmNeCowEvxgWbjNKc7G2EKQ.png (© 2025 Distributional, Inc.) ## How Distributional’s Similarity Index works https://distributional.com/blog/how-distributionals-similarity-index-works - [Image 1 from How Distributional’s Similarity Index works](https://distributional.com/blog/how-distributionals-similarity-index-works#fig-686d780d3dd44192cbc6665d-ad-4nxfldisgvygj6mf3zc7cudsgyovcgytrrdtvydfft3mqknjgl4hucpb-n-2qxflbczhwhb3ab3-npsc4b9ir2ewfzgsuz-xydlykw5nu45ddfuhvsk0hqoy1ustm5013j9degdjk) - image: https://distributional.com/images/blog/how-distributionals-similarity-index-works/686d780d3dd44192cbc6665d_AD_4nXfldiSgvygj6mF3zc7CUDSGyOvCGYtRRDtvydffT3MqKnjGL4HUcpB-N_2qXfLBCZHwHB3aB3_nPsC4B9ir2eWfZGsuZ-XydLYkW5NU45DDfUhvsk0hQoy1uSTM5013j9degdJK.png (© 2025 Distributional, Inc.) - [Image 2 from How Distributional’s Similarity Index works](https://distributional.com/blog/how-distributionals-similarity-index-works#fig-686d78241f1d64b9771d1fa4-ad-4nxczpkurpexltliyrdeckbncibf23ysiquweqiaqqvq3lzv9co7pchley67s60db6jfopi4qtvj8nuc0y0baixqkkriol-cp2gq-5uztkh2axe4ews559ol0uxsebicrviuipmljra) - image: https://distributional.com/images/blog/how-distributionals-similarity-index-works/686d78241f1d64b9771d1fa4_AD_4nXcZpKUrpeXltLIYrdeCkbNcIbF23ysiQuWeQIAqQvq3lzv9Co7pchlEy67S60DB6JFoPI4QTvJ8nuC0Y0BAIxQkKriOl_cP2gQ_5UZtkH2AxE4EwS559ol0UXSEbIcRVIUipmLjrA.png (© 2025 Distributional, Inc.) ## How Distributional balances security with insights https://distributional.com/blog/how-distributional-balances-security-with-insights - [Image 1 from How Distributional balances security with insights](https://distributional.com/blog/how-distributional-balances-security-with-insights#fig-685b3613a7ffa1a4814cb978-ad-4nxd7gsq-5huaoszlkttc5njte5-lcc0bt9apifwfmpwicpni7okfhoygmaabd4sq7q8bcczwz-dcycacy7kc3zstd2iibgvgzwingkjxm9pigps5amzxn7g-uem-zzeb4m7wax98w) - image: https://distributional.com/images/blog/how-distributional-balances-security-with-insights/685b3613a7ffa1a4814cb978_AD_4nXd7GSQ-5HUaoSZLkTtc5NJTe5-lcC0BT9aPIFWfMPwICPNI7oKfHoygmaaBD4SQ7q8bCCzWZ-dCyCACy7kc3zsTd2iibgVGzwIngkJxm9PiGPS5AmZXn7G--UEm-zZEB4m7waX98w.jpeg (© 2025 Distributional, Inc.) ## Designing for speed and scale: Integrating Distributional within an existing environment https://distributional.com/blog/designing-for-speed-and-scale-integrating-distributional-within-an-existing-environment - [Image 1 from Designing for speed and scale: Integrating Distributional within an existing environment](https://distributional.com/blog/designing-for-speed-and-scale-integrating-distributional-within-an-existing-environment#fig-68237f0ca7e35c89cb8dec29-ad-4nxd4iz9wp-mg3wc5ymy51phmhp2cvp8vzc432wrpkgg1yhhquzhpe4vhebbw2rjqxjvxasxy2x-xpodhiam-seuuq2zqhnj5f-r6loujvmm4ysuf0deaniukg09nsc-eovv5a-yra) - image: https://distributional.com/images/blog/designing-for-speed-and-scale-integrating-distributional-within-an-existing-environment/68237f0ca7e35c89cb8dec29_AD_4nXd4iZ9Wp_-MG3WC5yMY51PHMhP2CVP8VZc432WrpKgg1YHHqUzHPE4vhEbBw2rjqxjvXasXy2X_xPODHIam-SEuuq2zQHNJ5F_r6lOujvmm4YsUF0deAniUKG09nSC_eOvv5A_yRA.png (© 2025 Distributional, Inc.) ## Understanding Distributional’s Platform Architecture https://distributional.com/blog/understanding-distributionals-platform-architecture - [Distributional's platform architecture](https://distributional.com/blog/understanding-distributionals-platform-architecture#fig-681163b9c370ea3e44d4a070-ad-4nxdhe2nw3rw-dwefcyjbkirar2ywntdkhwof5jfjyuqm5sinmfwosucjjwefvtghgqburqbahmtgr3ly87oqed53fzgxgkvrdpn8qi11wzzqbmtsyx-pcdwnyhlqss7kwg7mcsz94q) - image: https://distributional.com/images/blog/understanding-distributionals-platform-architecture/681163b9c370ea3e44d4a070_AD_4nXdHE2nw3RW_dWefCyjbKiRAR2YWNTDKHwOF5jfjyuQm5SInMFwOsuCjjWeFvTgHgqBUrqbAHmtgr3LY87oqed53FzgxgkvRdPn8qI11WzzqbMtsYX-PcDwNyhlqss7KWG7mcsz94Q.png (© 2025 Distributional, Inc.) ## Adaptive testing for AI confidence https://distributional.com/blog/adaptive-testing-for-ai-confidence - [Image 1 from Adaptive testing for AI confidence](https://distributional.com/blog/adaptive-testing-for-ai-confidence#fig-67fe80d6da9e11fd73a728fd-adaptive-testing-workflow-v1) - image: https://distributional.com/images/blog/adaptive-testing-for-ai-confidence/67fe80d6da9e11fd73a728fd_Adaptive-Testing-Workflow_v1.avif (© 2025 Distributional, Inc.) ## Distributional Simplifies Adaptive Testing with Similarity Index and Key Insights https://distributional.com/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights - [Image 1 from Distributional Simplifies Adaptive Testing with Similarity Index and Key Insights](https://distributional.com/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights#fig-67fee2dcb3a8668bf6e5da1b-workflow) - image: https://distributional.com/images/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights/67fee2dcb3a8668bf6e5da1b_workflow.avif (© 2025 Distributional, Inc.) - [Image 2 from Distributional Simplifies Adaptive Testing with Similarity Index and Key Insights](https://distributional.com/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights#fig-67feec0051a787e40d347a35-sim-index-v4) - image: https://distributional.com/images/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights/67feec0051a787e40d347a35_Sim_Index_v4.gif (© 2025 Distributional, Inc.) - [Image 3 from Distributional Simplifies Adaptive Testing with Similarity Index and Key Insights](https://distributional.com/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights#fig-67fef1a8c7eb0738b6be5950-key-insights-v3) - image: https://distributional.com/images/blog/distributional-simplifies-adaptive-testing-with-similarity-index-and-key-insights/67fef1a8c7eb0738b6be5950_Key_Insights_v3.gif (© 2025 Distributional, Inc.) ## Driving confidence in AI: Understanding deployment testing through model version updates https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates - [Image 1 from Driving confidence in AI: Understanding deployment testing through model version updates](https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates#fig-67ff2eff1fcf6edc8270e35d-image1) - image: https://distributional.com/images/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates/67ff2eff1fcf6edc8270e35d_image1.webp (© 2025 Distributional, Inc.) - [Image 2 from Driving confidence in AI: Understanding deployment testing through model version updates](https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates#fig-67ff2f1f2e2cdc611532c1c9-image6) - image: https://distributional.com/images/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates/67ff2f1f2e2cdc611532c1c9_image6.webp (© 2025 Distributional, Inc.) - [Image 3 from Driving confidence in AI: Understanding deployment testing through model version updates](https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates#fig-67ff2f47a866b920727f041e-image4) - image: https://distributional.com/images/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates/67ff2f47a866b920727f041e_image4.webp (© 2025 Distributional, Inc.) - [Image 4 from Driving confidence in AI: Understanding deployment testing through model version updates](https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates#fig-67ff2f63b3e6f0e7005faa24-image3) - image: https://distributional.com/images/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates/67ff2f63b3e6f0e7005faa24_image3.webp (© 2025 Distributional, Inc.) - [Image 5 from Driving confidence in AI: Understanding deployment testing through model version updates](https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates#fig-67ff2f8d48e223bb30bb42c9-image2) - image: https://distributional.com/images/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates/67ff2f8d48e223bb30bb42c9_image2.webp (© 2025 Distributional, Inc.) - [Image 6 from Driving confidence in AI: Understanding deployment testing through model version updates](https://distributional.com/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates#fig-67ff2fa79c0639b1e7e76fbe-image7) - image: https://distributional.com/images/blog/driving-confidence-in-ai-understanding-deployment-testing-through-model-version-updates/67ff2fa79c0639b1e7e76fbe_image7.webp (© 2025 Distributional, Inc.) ## Bridging the AI Confidence Gap with adaptive behavioral testing https://distributional.com/blog/bridging-the-ai-confidence-gap-with-adaptive-behavioral-testing - [Image 1 from Bridging the AI Confidence Gap with adaptive behavioral testing](https://distributional.com/blog/bridging-the-ai-confidence-gap-with-adaptive-behavioral-testing#fig-67fe808a4235be9e70da83b8-from-confidence-to-production-2048x1152) - image: https://distributional.com/images/blog/bridging-the-ai-confidence-gap-with-adaptive-behavioral-testing/67fe808a4235be9e70da83b8_From-Confidence-to-Production-2048x1152.avif (© 2025 Distributional, Inc.) ## What is Distributional? Explaining AI behavior through the language of statistical distributions https://distributional.com/blog/what-is-distributional-explaining-ai-behavior-through-the-language-of-statistical-distributions - [Image 1 from What is Distributional? Explaining AI behavior through the language of statistical distributions](https://distributional.com/blog/what-is-distributional-explaining-ai-behavior-through-the-language-of-statistical-distributions#fig-67fe802c2b15ec95601db0e1-kembey-blog-screenshot-1-2048x1148) - image: https://distributional.com/images/blog/what-is-distributional-explaining-ai-behavior-through-the-language-of-statistical-distributions/67fe802c2b15ec95601db0e1_Kembey_Blog_Screenshot-1-2048x1148.avif (© 2025 Distributional, Inc.) ## Driving confidence in AI: Foundational distributional testing explained through a RAG example https://distributional.com/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example - [Image 1 from Driving confidence in AI: Foundational distributional testing explained through a RAG example](https://distributional.com/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example#fig-67ff3122664e237940e37547-image6) - image: https://distributional.com/images/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example/67ff3122664e237940e37547_image6.jpg (© 2025 Distributional, Inc.) - [Image 2 from Driving confidence in AI: Foundational distributional testing explained through a RAG example](https://distributional.com/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example#fig-67ff3137b418d2f9586006e2-image1) - image: https://distributional.com/images/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example/67ff3137b418d2f9586006e2_image1.jpg (© 2025 Distributional, Inc.) - [Image 3 from Driving confidence in AI: Foundational distributional testing explained through a RAG example](https://distributional.com/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example#fig-67ff316db1a6c242aa4f2579-48cf5d66-266f-4906-8beb-22e7783479a9) - image: https://distributional.com/images/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example/67ff316db1a6c242aa4f2579_48cf5d66-266f-4906-8beb-22e7783479a9.png (© 2025 Distributional, Inc.) - [Image 4 from Driving confidence in AI: Foundational distributional testing explained through a RAG example](https://distributional.com/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example#fig-67ff319bb47f03aab65d1223-36f443ba-6ff5-435b-9549-84dcbe126b35-1) - image: https://distributional.com/images/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example/67ff319bb47f03aab65d1223_36f443ba-6ff5-435b-9549-84dcbe126b35-1.png (© 2025 Distributional, Inc.) - [Image 5 from Driving confidence in AI: Foundational distributional testing explained through a RAG example](https://distributional.com/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example#fig-67ff31b6664e237940e40650-61ee45cb-3f4d-43d7-a468-600afceea77b) - image: https://distributional.com/images/blog/driving-confidence-in-ai-foundational-distributional-testing-explained-through-a-rag-example/67ff31b6664e237940e40650_61ee45cb-3f4d-43d7-a468-600afceea77b.png (© 2025 Distributional, Inc.) - 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