{"podcast":{"title":"SaaS Metrics School","slug":"saas-metrics-school-6467825","podcast_index_feed_id":6467825,"rss_url":"https://app.kajabi.com/podcasts/2147570179/feed","website_url":"https://www.thesaasacademy.com/podcasts/saas-metrics-school","image_url":"https://kajabi-storefronts-production.kajabi-cdn.com/kajabi-storefronts-production/file-uploads/site/70333/podcasts/36206f-febd-0e0-8167-3d08ead5b4_SAAS-METRICS-SCHOOL_ARTWORK.jpg","author":"Ben Murray","episode_count":381,"summary":"Ben Murray brings you actionable SaaS metrics lessons that he has learned through years of being in the SaaS CFO trenches. Whether you are new to SaaS or a SaaS veteran, learn the latest SaaS and AI metrics, finance, and accounting tactics that drive financial transparency and improved decision-making. Ben’s SaaS metrics blog consistently rates a 70+ NPS, and his templates have been downloaded over 100,000 times. There is always something to learn about SaaS and AI metrics.","last_synced_at":"2026-07-22T22:17:24.587138+00:00","page_url":"https://stenobird.com/podcast/saas-metrics-school-6467825"},"episode":{"title":"2 AI Metrics Every SaaS CFO Should Track Today","slug":"2-ai-metrics-every-saas-cfo-should-track-today","published_at":"2026-05-10T12:00:00+00:00","page_url":"https://stenobird.com/podcast/saas-metrics-school-6467825/2-ai-metrics-every-saas-cfo-should-track-today","show_page_url":"https://stenobird.com/podcast/saas-metrics-school-6467825","url":"https://www.thesaasacademy.com/podcasts/saas-metrics-school/episodes/2149203868","audio_url":"https://app.kajabi.com/podcasts/medias/2149203868.mp3","summary":"If you're shipping AI product lines, are you measuring the two metrics that actually tell you whether your AI is making money — or burning it? In episode #371, Ben Murray covers two AI unit economics metrics every SaaS CFO and founder should be tracking today: the Inference Expense Ratio and the Work-to-Inference Ratio. Traditional SaaS metrics aren't enough anymore — and a year from now, when your board, investors, and potential acquirers start asking for AI margin and efficiency data, the companies that built the chart-of-accounts structure now will have clean answers. Everyone else will be scrambling. The Inference Expense Ratio (AI revenue ÷ inference cost) — and why you can start calculating this from your GL today if your chart of accounts is set up properly The healthy benchmarks: 10:1 for AI-infused products, 5:1 for AI-native, and why 3:1 is the warning zone where inference is silently eating your gross margin Why this metric only works if your chart of accounts cleanly separates AI revenue from non-AI revenue — and the SKU tagging that makes it possible The Work-to-Inference Ratio — how Salesforce's \"agentic work units\" concept lets you measure whether your AI is getting more efficient over time Why every AI product needs its own definition of a \"work unit\" — record updated, report generated, MCP called — and how the wrong definition will distort your margin trends The chart-of-accounts evolution every SaaS company needs right now: from SaaS-only structure to SaaS + AI, with new GL accounts for inference cost in DevOps COGS How the Inference Expense Ratio connects to Ben's ROSE metric — measuring revenue produced per dollar of employee, contractor, and agentic AI spend Tune in to get the AI unit economics framework in place — before your board and investors s…","meta_description":"If you're shipping AI product lines, are you measuring the two metrics that actually tell you whether your AI is making money — or burning it? In episode…","key_points":[],"chapters":[],"topics":[],"duration_seconds":255,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/saas-metrics-school-6467825/episodes/2-ai-metrics-every-saas-cfo-should-track-today/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/saas-metrics-school-6467825/2-ai-metrics-every-saas-cfo-should-track-today.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}