{"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":"AI Inference Costs Are Crushing SaaS Gross Margins — Here's What to Do About It","slug":"ai-inference-costs-are-crushing-saas-gross-margins-here-s-what-to-do-about-it","published_at":"2026-04-21T12:00:00+00:00","page_url":"https://stenobird.com/podcast/saas-metrics-school-6467825/ai-inference-costs-are-crushing-saas-gross-margins-here-s-what-to-do-about-it","show_page_url":"https://stenobird.com/podcast/saas-metrics-school-6467825","url":"https://www.thesaasacademy.com/podcasts/saas-metrics-school/episodes/2149196598","audio_url":"https://app.kajabi.com/podcasts/medias/2149196598.mp3","summary":"Is your AI SaaS company skating on thin ice because of exploding compute costs you're not tracking? In episode #365, Ben Murray tackles one of the most pressing financial challenges facing AI-first SaaS companies: the structural margin compression caused by LLM inference costs. Traditional SaaS was built on near-zero marginal cost per customer — that era is over. If you're building on top of AI, every prompt, query, and agentic workflow is a hard COGS line that scales with revenue, and if you're not managing it, it will quietly destroy your unit economics. Why AI-first SaaS companies are running 50–60% gross margins (vs. 70–80% for legacy SaaS) — and what Bessemer data shows about AI supernovas with margins as low as 25%. How inference and compute costs differ fundamentally from traditional SaaS COGS — and why they won't scale down the way hosting costs did Why token costs vary wildly (from $1–2 per million to $30–180+ for frontier models) and how that variability makes feature-level economics a CFO priority 5 tactical ways to reduce LLM spend: model routing, prompt caching, context compaction, semantic caching, and batch processing How to set up your GL accounts and COGS tracking to allocate inference costs by feature — so you actually understand the economics of what you've built Tune in before your next board meeting — because if you're not tracking AI inference costs at the feature level, you're flying blind on your most important unit economics. Resources Mentioned The SaaS CFO:  https://www.thesaascfo.com/ Ray Rike — AI to ROI Newsletter:  https://ai2roi.substack.com/ Tomas Tunguz:  https://tomtunguz.com/ Fungies.io — 5 Ways to Save on LLM Costs: https://fungies.io","meta_description":"Is your AI SaaS company skating on thin ice because of exploding compute costs you're not tracking? In episode #365, Ben Murray tackles one of the most pr…","key_points":[],"chapters":[],"topics":[],"duration_seconds":359,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/saas-metrics-school-6467825/episodes/ai-inference-costs-are-crushing-saas-gross-margins-here-s-what-to-do-about-it/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/ai-inference-costs-are-crushing-saas-gross-margins-here-s-what-to-do-about-it.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}